{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "qUjxrGpH4_y4" }, "source": [ "#### **PROJECT TITLE :** `AI-Powered Medical Image Analysis Tool for Chest (X-Ray and CT-Scan) Diseases Detection`\n", "\n", "
\n", "
\n", "\n", "### Component : `Model Implementation`" ] }, { "cell_type": "markdown", "metadata": { "id": "wdWLj1az4_y8" }, "source": [ "### **STEP - 1 : Project Evironment Setup**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "_UQfO8ts4_y8" }, "outputs": [], "source": [ "# Let us first import all the necessary libraries required for this project\n", "\n", "import tensorflow as tf\n", "import torch\n", "import cv2\n", "import sklearn\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import os\n", "from torchvision import datasets, transforms, models\n", "from torch.utils.data import DataLoader, Dataset\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "import torchvision\n", "import torch.nn.functional as F\n", "from PIL import Image\n", "\n", "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, roc_auc_score, confusion_matrix, roc_curve, auc\n", "\n", "\n", "# Later on, as per requirement, more libraries will be imported" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "g5BxezgA4_y-", "outputId": "720cf91b-5e02-49a7-d135-d6b73b9e3a73" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CUDA\n" ] } ], "source": [ "# Let us test whether we have GPU available or not\n", "\n", "print(\"CUDA\") if torch.cuda.is_available() else print(\"CPU\")" ] }, { "cell_type": "markdown", "metadata": { "id": "SpMAyaLh4_y_" }, "source": [ "
\n", "
\n", "\n", "### **STEP - 2 : Data Acquisition**\n", "\n", "
\n", "\n", "#### **Creating Data Generators and Verifying the modified image dimensions**\n", "\n", "Penumonia : Chest-X-Ray 🔽" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "V9wE1uWw4_zA", "outputId": "5fed680f-ff73-4491-fb76-d1924eba99be" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pneumo_train_loader (class indices) : {'NORMAL': 0, 'PNEUMONIA': 1}\n", "Number of images in training dataset: 5216\n", "pneumo_val_loader (class indices) : {'NORMAL': 0, 'PNEUMONIA': 1}\n", "Number of images in validation dataset: 16\n", "pneumo_test_loader (class indices) : {'NORMAL': 0, 'PNEUMONIA': 1}\n", "Number of images in testing dataset: 624\n" ] } ], "source": [ "# Defining the path to the dataset\n", "base_dir_1 = r'Datasets/Pneumonia_Chest_X_Ray_Extracted'\n", "\n", "# Setting up parameters\n", "img_height, img_width = 224, 224 # Desired dimensions for resizing\n", "batch_size = 8\n", "\n", "# Defining transforms for the dataset\n", "transform = transforms.Compose([\n", " transforms.Resize((img_height, img_width)), # Resizing images\n", " transforms.ToTensor(), # Converting images to PyTorch tensors\n", " transforms.Normalize(mean=[0.5], std=[0.5]) # Normalizing pixel values to [-1, 1]\n", "])\n", "\n", "# Loading training data\n", "pneumo_train_dataset = datasets.ImageFolder(\n", " os.path.join(base_dir_1, 'train'), # Path to training images\n", " transform=transform\n", ")\n", "\n", "pneumo_train_loader = DataLoader(\n", " pneumo_train_dataset,\n", " batch_size=batch_size,\n", " shuffle=True\n", ")\n", "\n", "# Loading validation data\n", "pneumo_val_dataset = datasets.ImageFolder(\n", " os.path.join(base_dir_1, 'val'), # Path to validation images\n", " transform=transform\n", ")\n", "\n", "pneumo_val_loader = DataLoader(\n", " pneumo_val_dataset,\n", " batch_size=batch_size,\n", " shuffle=False\n", ")\n", "\n", "# Loading testing data\n", "pneumo_test_dataset = datasets.ImageFolder(\n", " os.path.join(base_dir_1, 'test'), # Path to testing images\n", " transform=transform\n", ")\n", "\n", "pneumo_test_loader = DataLoader(\n", " pneumo_test_dataset,\n", " batch_size=batch_size,\n", " shuffle=False\n", ")\n", "\n", "# Displaying the class indices and number of images\n", "print(\"pneumo_train_loader (class indices) : \", pneumo_train_dataset.class_to_idx)\n", "print(\"Number of images in training dataset: \", len(pneumo_train_dataset))\n", "print(\"pneumo_val_loader (class indices) : \", pneumo_val_dataset.class_to_idx)\n", "print(\"Number of images in validation dataset: \", len(pneumo_val_dataset))\n", "print(\"pneumo_test_loader (class indices) : \", pneumo_test_dataset.class_to_idx)\n", "print(\"Number of images in testing dataset: \", len(pneumo_test_dataset))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "GQBpn-fH4_zB", "outputId": "eeb58909-8327-41e8-ca74-ad557cb294a5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training Loader 🔻\n", "Shape of images in batch: torch.Size([8, 3, 224, 224])\n", "Labels for the batch: tensor([1, 1, 1, 1, 0, 1, 1, 1])\n", "\n", "Test Loader 🔻\n", "Shape of images in batch: torch.Size([8, 3, 224, 224])\n", "Labels for the batch: tensor([0, 0, 0, 0, 0, 0, 0, 0])\n", "\n", "Validation Loader 🔻\n", "Shape of images in batch: torch.Size([8, 3, 224, 224])\n", "Labels for the batch: tensor([0, 0, 0, 0, 0, 0, 0, 0])\n" ] } ], "source": [ "# Verifying the Image Dimensions\n", "\n", "# Function to verify image dimensions and print labels\n", "def verify_image_dimensions_1(data_loader, generator_name):\n", " # Getting a batch of images and labels\n", " for images, labels in data_loader:\n", " print(f\"\\n{generator_name} 🔻\")\n", " # Printing the shape of the images and labels\n", " print(f\"Shape of images in batch: {images.shape}\")\n", " print(f\"Labels for the batch: {labels}\")\n", " break # Only need the first batch\n", "\n", "# Verifying the dimensions for each data loader\n", "verify_image_dimensions_1(pneumo_train_loader, \"Training Loader\")\n", "verify_image_dimensions_1(pneumo_test_loader, \"Test Loader\")\n", "verify_image_dimensions_1(pneumo_val_loader, \"Validation Loader\")" ] }, { "cell_type": "markdown", "metadata": { "id": "9it9xHyb4_zB" }, "source": [ "
\n", "
\n", "\n", "**Image Data Analysis on Training DataLoader - Pneumonia : Chest (X-Ray)**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 487 }, "id": "BuORooA34_zB", "outputId": "6093fa6a-f814-4da4-85bb-a05b24c014aa" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1. Class Distribution (⭐ RUN ONLY ONCE)\n", "\n", "from collections import Counter\n", "\n", "# Function to plot class distribution\n", "def plot_class_distribution(data_loader):\n", " # Initializing a list to hold all labels\n", " all_labels = []\n", "\n", " # Iterating over the DataLoader to collect all labels\n", " for _, labels in data_loader:\n", " all_labels.extend(labels.numpy()) # Converting labels to NumPy array and adding to the list\n", "\n", " # Counting occurrences of each class\n", " class_counts = Counter(all_labels)\n", "\n", " # Extracting class labels and their respective counts\n", " class_labels = list(class_counts.keys())\n", " counts = list(class_counts.values())\n", "\n", " # Plotting the class distribution\n", " plt.figure(figsize=(8, 5))\n", " plt.bar(class_labels, counts, color=['skyblue', 'salmon'])\n", " plt.title('Class Distribution')\n", " plt.xlabel('Class')\n", " plt.ylabel('Number of Images')\n", " plt.xticks(class_labels) # Setting x-ticks to class labels\n", " plt.show()\n", "\n", "# Calling the function for the training DataLoader\n", "plot_class_distribution(pneumo_train_loader)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 487 }, "id": "vf6KmUO04_zC", "outputId": "e808f79b-3217-43d5-93ea-8a0a35af2d81" }, "outputs": [ { "data": { "image/png": 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1qsn7M128eLHT8gtNTQegdHkYw7cDAAAAgHPx/30AAAAAF4RkAAAAwAUhGQAAAHBBSAYAAABcEJIBAAAAF4RkAAAAwAUPEykhubm5OnTokKpUqXJZHv0KAACAS2OM0alTp1SnTp2LP9zHnZM0Z2dnm6eeeso0aNDAeHt7m2uvvdZMnjzZ5ObmWjW5ubnmP//5jwkMDDTe3t6mS5cu5ueff3bazh9//GH69etnqlSpYvz8/MwjjzxiTp065VSzbds2c8sttxi73W7q1q1rXnjhhXz9LFq0yDRr1szY7XbTqlUrs2zZskIfy8GDB50m3OfFixcvXrx48eJVNl8HDx68aLZz65XkF154QXPmzNG8efN03XXXadOmTRo4cKD8/Pz02GOPSZKmTZumV199VfPmzVPDhg31n//8R2FhYfrxxx/l7e0tSerfv78OHz6sFStWKCsrSwMHDtTQoUM1f/58SVJaWpq6du2q0NBQzZ07V9u3b9cjjzwif39/DR06VJK0bt069e3bV1OmTNE999yj+fPnq3v37tq8ebNatWp10WPJe7TqwYMH5XA4LsdwAQAA4BKkpaUpKCjIym0X4tYn7t1zzz0KCAjQ22+/bS3r2bOnfHx89P7778sYozp16ujxxx/X6NGjJUmpqakKCAhQbGys+vTpo59++kktW7bUxo0b1b59e0lSXFyc7r77bv3222+qU6eO5syZoyeffFLJycmy2WySpHHjxmnJkiXatWuXJKl3795KT0/X0qVLrV46duyoNm3aaO7cuRc9lrS0NPn5+Sk1NZWQDAAAUAYVJa+59Yt7nTp1Unx8vH7++WdJ0rZt2/Tdd9/prrvukiQlJSUpOTlZoaGh1mf8/PwUHByshIQESVJCQoL8/f2tgCxJoaGh8vT01Pr1662a2267zQrIkhQWFqbdu3frxIkTVs25+8mryduPq4yMDKWlpTm9AAAAcGVw6+0W48aNU1pampo3by4vLy/l5OToueeeU//+/SVJycnJkqSAgACnzwUEBFjrkpOTVatWLaf1FSpUULVq1ZxqGjZsmG8beeuqVq2q5OTkC+7H1ZQpU/T0008X57ABAABQxrn1SvKiRYv0wQcfaP78+dq8ebPmzZunl156SfPmzXNnW4Uyfvx4paamWq+DBw+6uyUAAACUELdeSR4zZozGjRunPn36SJJat26t/fv3a8qUKYqIiFBgYKAkKSUlRbVr17Y+l5KSojZt2kiSAgMDdeTIEaftZmdn6/jx49bnAwMDlZKS4lST9/5iNXnrXdntdtnt9uIcNgAAAMo4t15J/vPPP/PNUefl5aXc3FxJUsOGDRUYGKj4+HhrfVpamtavX6+QkBBJUkhIiE6ePKnExESrZuXKlcrNzVVwcLBVs2bNGmVlZVk1K1asULNmzVS1alWr5tz95NXk7QcAAABXD7eG5HvvvVfPPfecli1bpn379umTTz7RjBkzdP/990uSPDw8NHLkSD377LP67LPPtH37dj388MOqU6eOunfvLklq0aKFunXrpiFDhmjDhg1au3atoqKi1KdPH9WpU0eS1K9fP9lsNg0aNEg7d+7UwoULNXPmTEVHR1u9jBgxQnFxcZo+fbp27dqlSZMmadOmTYqKiir1cQEAAICbFfppGZdBWlqaGTFihKlXr571MJEnn3zSZGRkWDV5DxMJCAgwdrvddOnSxezevdtpO3/88Yfp27evqVy5snE4HGbgwIEXfJjINddcY6ZOnZqvn0WLFpmmTZsam81mrrvuuiI9TCQ1NdVIMqmpqUUcBQAAAJSGouQ1t86TfCVhnmQAAICyrdzMkwwAAACURYRkAAAAwAUhGQAAAHBBSAYAAABcEJIBAAAAF4RkAAAAwAUhGQAAAHBRwd0NoPg+vPfDItX3/bzvZeoEAADgysKVZAAAAMAFIRkAAABwQUgGAAAAXBCSAQAAABeEZAAAAMAFIRkAAABwQUgGAAAAXBCSAQAAABeEZAAAAMAFIRkAAABwQUgGAAAAXBCSAQAAABeEZAAAAMAFIRkAAABwQUgGAAAAXBCSAQAAABeEZAAAAMAFIRkAAABwQUgGAAAAXBCSAQAAABeEZAAAAMAFIRkAAABwQUgGAAAAXBCSAQAAABeEZAAAAMAFIRkAAABwQUgGAAAAXBCSAQAAABduDckNGjSQh4dHvldkZKQk6ezZs4qMjFT16tVVuXJl9ezZUykpKU7bOHDggMLDw+Xr66tatWppzJgxys7OdqpZvXq12rZtK7vdrsaNGys2NjZfL7Nnz1aDBg3k7e2t4OBgbdiw4bIdNwAAAMo2t4bkjRs36vDhw9ZrxYoVkqR//OMfkqRRo0bp888/1+LFi/XNN9/o0KFD6tGjh/X5nJwchYeHKzMzU+vWrdO8efMUGxurCRMmWDVJSUkKDw/XHXfcoa1bt2rkyJEaPHiwli9fbtUsXLhQ0dHRmjhxojZv3qwbbrhBYWFhOnLkSCmNBAAAAMoSD2OMcXcTeUaOHKmlS5dqz549SktLU82aNTV//nz16tVLkrRr1y61aNFCCQkJ6tixo7788kvdc889OnTokAICAiRJc+fO1dixY3X06FHZbDaNHTtWy5Yt044dO6z99OnTRydPnlRcXJwkKTg4WDfddJNmzZolScrNzVVQUJCGDx+ucePGFar3tLQ0+fn5KTU1VQ6HoySH5bw+vPfDItX3/bzvZeoEAACg7CtKXisz9yRnZmbq/fff1yOPPCIPDw8lJiYqKytLoaGhVk3z5s1Vr149JSQkSJISEhLUunVrKyBLUlhYmNLS0rRz506r5txt5NXkbSMzM1OJiYlONZ6engoNDbVqCpKRkaG0tDSnFwAAAK4MZSYkL1myRCdPntSAAQMkScnJybLZbPL393eqCwgIUHJyslVzbkDOW5+37kI1aWlpOnPmjI4dO6acnJwCa/K2UZApU6bIz8/PegUFBRX5mAEAAFA2lZmQ/Pbbb+uuu+5SnTp13N1KoYwfP16pqanW6+DBg+5uCQAAACWkgrsbkKT9+/fr66+/1scff2wtCwwMVGZmpk6ePOl0NTklJUWBgYFWjessFHmzX5xb4zojRkpKihwOh3x8fOTl5SUvL68Ca/K2URC73S673V70gwUAAECZVyauJMfExKhWrVoKDw+3lrVr104VK1ZUfHy8tWz37t06cOCAQkJCJEkhISHavn270ywUK1askMPhUMuWLa2ac7eRV5O3DZvNpnbt2jnV5ObmKj4+3qoBAADA1cXtV5Jzc3MVExOjiIgIVajw/9vx8/PToEGDFB0drWrVqsnhcGj48OEKCQlRx44dJUldu3ZVy5Yt9dBDD2natGlKTk7WU089pcjISOsq77BhwzRr1iw98cQTeuSRR7Ry5UotWrRIy5Yts/YVHR2tiIgItW/fXh06dNArr7yi9PR0DRw4sHQHAwAAAGWC20Py119/rQMHDuiRRx7Jt+7ll1+Wp6enevbsqYyMDIWFhen111+31nt5eWnp0qV69NFHFRISokqVKikiIkKTJ0+2aho2bKhly5Zp1KhRmjlzpurWrau33npLYWFhVk3v3r119OhRTZgwQcnJyWrTpo3i4uLyfZkPAAAAV4cyNU9yecY8yQAAAGVbuZwnGQAAACgrCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAu3B6Sf//9dz344IOqXr26fHx81Lp1a23atMlab4zRhAkTVLt2bfn4+Cg0NFR79uxx2sbx48fVv39/ORwO+fv7a9CgQTp9+rRTzQ8//KBbb71V3t7eCgoK0rRp0/L1snjxYjVv3lze3t5q3bq1vvjii8tz0AAAACjT3BqST5w4oZtvvlkVK1bUl19+qR9//FHTp09X1apVrZpp06bp1Vdf1dy5c7V+/XpVqlRJYWFhOnv2rFXTv39/7dy5UytWrNDSpUu1Zs0aDR061Fqflpamrl27qn79+kpMTNSLL76oSZMm6Y033rBq1q1bp759+2rQoEHasmWLunfvru7du2vHjh2lMxgAAAAoMzyMMcZdOx83bpzWrl2rb7/9tsD1xhjVqVNHjz/+uEaPHi1JSk1NVUBAgGJjY9WnTx/99NNPatmypTZu3Kj27dtLkuLi4nT33Xfrt99+U506dTRnzhw9+eSTSk5Ols1ms/a9ZMkS7dq1S5LUu3dvpaena+nSpdb+O3bsqDZt2mju3LkXPZa0tDT5+fkpNTVVDofjksalsD6898Mi1ff9vO9l6gQAAKDsK0pec+uV5M8++0zt27fXP/7xD9WqVUs33nij3nzzTWt9UlKSkpOTFRoaai3z8/NTcHCwEhISJEkJCQny9/e3ArIkhYaGytPTU+vXr7dqbrvtNisgS1JYWJh2796tEydOWDXn7ievJm8/rjIyMpSWlub0AgAAwJXBrSH5119/1Zw5c9SkSRMtX75cjz76qB577DHNmzdPkpScnCxJCggIcPpcQECAtS45OVm1atVyWl+hQgVVq1bNqaagbZy7j/PV5K13NWXKFPn5+VmvoKCgIh8/AAAAyia3huTc3Fy1bdtWzz//vG688UYNHTpUQ4YMKdTtDe42fvx4paamWq+DBw+6uyUAAACUELeG5Nq1a6tly5ZOy1q0aKEDBw5IkgIDAyVJKSkpTjUpKSnWusDAQB05csRpfXZ2to4fP+5UU9A2zt3H+Wry1ruy2+1yOBxOLwAAAFwZ3BqSb775Zu3evdtp2c8//6z69etLkho2bKjAwEDFx8db69PS0rR+/XqFhIRIkkJCQnTy5EklJiZaNStXrlRubq6Cg4OtmjVr1igrK8uqWbFihZo1a2bNpBESEuK0n7yavP0AAADg6uHWkDxq1Ch9//33ev7557V3717Nnz9fb7zxhiIjIyVJHh4eGjlypJ599ll99tln2r59ux5++GHVqVNH3bt3l/TXledu3bppyJAh2rBhg9auXauoqCj16dNHderUkST169dPNptNgwYN0s6dO7Vw4ULNnDlT0dHRVi8jRoxQXFycpk+frl27dmnSpEnatGmToqKiSn1cAAAA4F4V3Lnzm266SZ988onGjx+vyZMnq2HDhnrllVfUv39/q+aJJ55Qenq6hg4dqpMnT+qWW25RXFycvL29rZoPPvhAUVFR6tKlizw9PdWzZ0+9+uqr1no/Pz999dVXioyMVLt27VSjRg1NmDDBaS7lTp06af78+Xrqqaf073//W02aNNGSJUvUqlWr0hkMAAAAlBlunSf5SsI8yQAAAGVbuZknGQAAACiLCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAu3BqSJ02aJA8PD6dX8+bNrfVnz55VZGSkqlevrsqVK6tnz55KSUlx2saBAwcUHh4uX19f1apVS2PGjFF2drZTzerVq9W2bVvZ7XY1btxYsbGx+XqZPXu2GjRoIG9vbwUHB2vDhg2X5ZgBAABQ9rn9SvJ1112nw4cPW6/vvvvOWjdq1Ch9/vnnWrx4sb755hsdOnRIPXr0sNbn5OQoPDxcmZmZWrdunebNm6fY2FhNmDDBqklKSlJ4eLjuuOMObd26VSNHjtTgwYO1fPlyq2bhwoWKjo7WxIkTtXnzZt1www0KCwvTkSNHSmcQAAAAUKZ4GGOMu3Y+adIkLVmyRFu3bs23LjU1VTVr1tT8+fPVq1cvSdKuXbvUokULJSQkqGPHjvryyy91zz336NChQwoICJAkzZ07V2PHjtXRo0dls9k0duxYLVu2TDt27LC23adPH508eVJxcXGSpODgYN10002aNWuWJCk3N1dBQUEaPny4xo0bV2DvGRkZysjIsN6npaUpKChIqampcjgcJTI+F/PhvR8Wqb7v530vUycAAABlX1pamvz8/AqV19x+JXnPnj2qU6eOrr32WvXv318HDhyQJCUmJiorK0uhoaFWbfPmzVWvXj0lJCRIkhISEtS6dWsrIEtSWFiY0tLStHPnTqvm3G3k1eRtIzMzU4mJiU41np6eCg0NtWoKMmXKFPn5+VmvoKCgSxwJAAAAlBVuDcnBwcGKjY1VXFyc5syZo6SkJN166606deqUkpOTZbPZ5O/v7/SZgIAAJScnS5KSk5OdAnLe+rx1F6pJS0vTmTNndOzYMeXk5BRYk7eNgowfP16pqanW6+DBg8UaAwAAAJQ9Fdy587vuusv67+uvv17BwcGqX7++Fi1aJB8fHzd2dnF2u112u93dbQAAAOAycPvtFufy9/dX06ZNtXfvXgUGBiozM1MnT550qklJSVFgYKAkKTAwMN9sF3nvL1bjcDjk4+OjGjVqyMvLq8CavG0AAADg6lKmQvLp06f1yy+/qHbt2mrXrp0qVqyo+Ph4a/3u3bt14MABhYSESJJCQkK0fft2p1koVqxYIYfDoZYtW1o1524jryZvGzabTe3atXOqyc3NVXx8vFUDAACAq4tbQ/Lo0aP1zTffaN++fVq3bp3uv/9+eXl5qW/fvvLz89OgQYMUHR2tVatWKTExUQMHDlRISIg6duwoSeratatatmyphx56SNu2bdPy5cv11FNPKTIy0roVYtiwYfr111/1xBNPaNeuXXr99de1aNEijRo1yuojOjpab775pubNm6effvpJjz76qNLT0zVw4EC3jAsAAADcy633JP/222/q27ev/vjjD9WsWVO33HKLvv/+e9WsWVOS9PLLL8vT01M9e/ZURkaGwsLC9Prrr1uf9/Ly0tKlS/Xoo48qJCRElSpVUkREhCZPnmzVNGzYUMuWLdOoUaM0c+ZM1a1bV2+99ZbCwsKsmt69e+vo0aOaMGGCkpOT1aZNG8XFxeX7Mh8AAACuDm6dJ/lKUpR590oK8yQDAAAUXrmaJxkAAAAoawjJAAAAgAtCMgAAAOCCkAwAAAC4ICQDAAAALgjJAAAAgItiheRff/21pPsAAAAAyoxiheTGjRvrjjvu0Pvvv6+zZ8+WdE8AAACAWxUrJG/evFnXX3+9oqOjFRgYqH/+85/asGFDSfcGAAAAuEWxQnKbNm00c+ZMHTp0SO+8844OHz6sW265Ra1atdKMGTN09OjRku4TAAAAKDWX9MW9ChUqqEePHlq8eLFeeOEF7d27V6NHj1ZQUJAefvhhHT58uKT6BAAAAErNJYXkTZs26V//+pdq166tGTNmaPTo0frll1+0YsUKHTp0SPfdd19J9QkAAACUmgrF+dCMGTMUExOj3bt36+6779a7776ru+++W56ef2Xuhg0bKjY2Vg0aNCjJXgEAAIBSUayQPGfOHD3yyCMaMGCAateuXWBNrVq19Pbbb19ScwAAoGz68N4Pi1Tf9/O+l6kT4PIoVkjes2fPRWtsNpsiIiKKs3kAAADArYp1T3JMTIwWL16cb/nixYs1b968S24KAAAAcKdiheQpU6aoRo0a+ZbXqlVLzz///CU3BQAAALhTsULygQMH1LBhw3zL69evrwMHDlxyUwAAAIA7FSsk16pVSz/88EO+5du2bVP16tUvuSkAAADAnYoVkvv27avHHntMq1atUk5OjnJycrRy5UqNGDFCffr0KekeAQAAgFJVrNktnnnmGe3bt09dunRRhQp/bSI3N1cPP/ww9yQDAACg3CtWSLbZbFq4cKGeeeYZbdu2TT4+PmrdurXq169f0v0BAAAApa5YITlP06ZN1bRp05LqBQAAACgTihWSc3JyFBsbq/j4eB05ckS5ublO61euXFkizQEAAADuUKyQPGLECMXGxio8PFytWrWSh4dHSfcFAACuIEV5jDWPsEZZUKyQvGDBAi1atEh33313SfcDAAAAuF2xpoCz2Wxq3LhxSfcCAAAAlAnFCsmPP/64Zs6cKWNMSfcDAAAAuF2xbrf47rvvtGrVKn355Ze67rrrVLFiRaf1H3/8cYk0BwAAALhDsUKyv7+/7r///pLuBQAAACgTihWSY2JiSroPAAAAoMwo1j3JkpSdna2vv/5a//3vf3Xq1ClJ0qFDh3T69OkSaw4AAABwh2JdSd6/f7+6deumAwcOKCMjQ3/7299UpUoVvfDCC8rIyNDcuXNLuk8AAACg1BTrSvKIESPUvn17nThxQj4+Ptby+++/X/Hx8SXWHAAAAOAOxbqS/O2332rdunWy2WxOyxs0aKDff/+9RBoDAAAA3KVYV5Jzc3OVk5OTb/lvv/2mKlWqXHJTAAAAgDsVKyR37dpVr7zyivXew8NDp0+f1sSJE4v9qOqpU6fKw8NDI0eOtJadPXtWkZGRql69uipXrqyePXsqJSXF6XMHDhxQeHi4fH19VatWLY0ZM0bZ2dlONatXr1bbtm1lt9vVuHFjxcbG5tv/7Nmz1aBBA3l7eys4OFgbNmwo1nEAAACg/CvW7RbTp09XWFiYWrZsqbNnz6pfv37as2ePatSooQ8//LDI29u4caP++9//6vrrr3daPmrUKC1btkyLFy+Wn5+foqKi1KNHD61du1aSlJOTo/DwcAUGBmrdunU6fPiwHn74YVWsWFHPP/+8JCkpKUnh4eEaNmyYPvjgA8XHx2vw4MGqXbu2wsLCJEkLFy5UdHS05s6dq+DgYL3yyisKCwvT7t27VatWreIMEQAAl82H9xb9d21h9P2872XZLlAeFetKct26dbVt2zb9+9//1qhRo3TjjTdq6tSp2rJlS5FD5enTp9W/f3+9+eabqlq1qrU8NTVVb7/9tmbMmKE777xT7dq1U0xMjNatW6fvv/9ekvTVV1/pxx9/1Pvvv682bdrorrvu0jPPPKPZs2crMzNTkjR37lw1bNhQ06dPV4sWLRQVFaVevXrp5ZdftvY1Y8YMDRkyRAMHDlTLli01d+5c+fr66p133inO8AAAAKCcK/Y8yRUqVNCDDz6oadOm6fXXX9fgwYOdZroorMjISIWHhys0NNRpeWJiorKyspyWN2/eXPXq1VNCQoIkKSEhQa1bt1ZAQIBVExYWprS0NO3cudOqcd12WFiYtY3MzEwlJiY61Xh6eio0NNSqKUhGRobS0tKcXgAAALgyFOt2i3ffffeC6x9++OFCbWfBggXavHmzNm7cmG9dcnKybDab/P39nZYHBAQoOTnZqjk3IOetz1t3oZq0tDSdOXNGJ06cUE5OToE1u3btOm/vU6ZM0dNPP12o4wQAoDy4XLdxAOVRsULyiBEjnN5nZWXpzz//lM1mk6+vb6FC8sGDBzVixAitWLFC3t7exWnDrcaPH6/o6GjrfVpamoKCgtzYEQAAAEpKsULyiRMn8i3bs2ePHn30UY0ZM6ZQ20hMTNSRI0fUtm1ba1lOTo7WrFmjWbNmafny5crMzNTJkyedrianpKQoMDBQkhQYGJhvFoq82S/OrXGdESMlJUUOh0M+Pj7y8vKSl5dXgTV52yiI3W6X3W4v1LECAHAhXMEFyp5i35PsqkmTJpo6dWq+q8zn06VLF23fvl1bt261Xu3bt1f//v2t/65YsaLTE/x2796tAwcOKCQkRJIUEhKi7du368iRI1bNihUr5HA41LJlS6vG9SmAK1assLZhs9nUrl07p5rc3FzFx8dbNQAAALi6FOtK8nk3VqGCDh06VKjaKlWqqFWrVk7LKlWqpOrVq1vLBw0apOjoaFWrVk0Oh0PDhw9XSEiIOnbsKOmv+Zpbtmyphx56SNOmTVNycrKeeuopRUZGWld5hw0bplmzZumJJ57QI488opUrV2rRokVatmyZtd/o6GhFRESoffv26tChg1555RWlp6dr4MCBJTEsAIBSVNSrskx7BqAgxQrJn332mdN7Y4wOHz6sWbNm6eabby6RxiTp5Zdflqenp3r27KmMjAyFhYXp9ddft9Z7eXlp6dKlevTRRxUSEqJKlSopIiJCkydPtmoaNmyoZcuWadSoUZo5c6bq1q2rt956y5ojWZJ69+6to0ePasKECUpOTlabNm0UFxeX78t8AAAUFrdQAOWbhzHGFPVDnp7Od2l4eHioZs2auvPOOzV9+nTVrl27xBosL9LS0uTn56fU1FQ5HI5S2SdXSwAgv8v5s5HgWzr4fYXLpSh5rVhXknNzc4vVGAAAAFAelNgX9wAAAIArRbGuJJ87P/DFzJgxozi7AAAAANymWCF5y5Yt2rJli7KystSsWTNJ0s8//ywvLy+neY89PDxKpksAAACgFBUrJN97772qUqWK5s2bp6pVq0r66wEjAwcO1K233qrHH3+8RJsEAFx5+BIcgLKsWPckT58+XVOmTLECsiRVrVpVzz77rKZPn15izQEAAADuUKwryWlpaTp69Gi+5UePHtWpU6cuuSkAAEoLV7QBFKRYIfn+++/XwIEDNX36dHXo0EGStH79eo0ZM0Y9evQo0QYBAOUDYRPAlaRYIXnu3LkaPXq0+vXrp6ysrL82VKGCBg0apBdffLFEGwQAAABKW7FCsq+vr15//XW9+OKL+uWXXyRJjRo1UqVKlUq0OQAAAMAdLulhIocPH9bhw4fVpEkTVapUScV4wjUAAABQ5hQrJP/xxx/q0qWLmjZtqrvvvluHDx+WJA0aNIjp3wAAAFDuFSskjxo1ShUrVtSBAwfk6+trLe/du7fi4uJKrDkAAADAHYp1T/JXX32l5cuXq27duk7LmzRpov3795dIYwAAAIC7FOtKcnp6utMV5DzHjx+X3W6/5KYAAAAAdyrWleRbb71V7777rp555hlJkoeHh3JzczVt2jTdcccdJdogAMB9mPsYwNWqWCF52rRp6tKlizZt2qTMzEw98cQT2rlzp44fP661a9eWdI8AAABAqSrW7RatWrXSzz//rFtuuUX33Xef0tPT1aNHD23ZskWNGjUq6R4BAACAUlXkK8lZWVnq1q2b5s6dqyeffPJy9AQAAAC4VZGvJFesWFE//PDD5egFAAAAKBOKdbvFgw8+qLfffrukewEAAADKhGJ9cS87O1vvvPOOvv76a7Vr106VKlVyWj9jxowSaQ4AUPKYsQIALq5IIfnXX39VgwYNtGPHDrVt21aS9PPPPzvVeHh4lFx3AAAAgBsUKSQ3adJEhw8f1qpVqyT99RjqV199VQEBAZelOQAAAMAdinRPsjHG6f2XX36p9PT0Em0IAAAAcLdifXEvj2toBgAAAK4ERQrJHh4e+e455h5kAAAAXGmKdE+yMUYDBgyQ3W6XJJ09e1bDhg3LN7vFxx9/XHIdAgAAAKWsSCE5IiLC6f2DDz5Yos0AAAAAZUGRQnJMTMzl6gMAAAAoMy7pi3sAAADAlYiQDAAAALgo1mOpAQCXV1EfHd33876XqRMAuDoRkgHgClDUUA0AuDButwAAAABcEJIBAAAAF4RkAAAAwIVbQ/KcOXN0/fXXy+FwyOFwKCQkRF9++aW1/uzZs4qMjFT16tVVuXJl9ezZUykpKU7bOHDggMLDw+Xr66tatWppzJgxys7OdqpZvXq12rZtK7vdrsaNGys2NjZfL7Nnz1aDBg3k7e2t4OBgbdiw4bIcMwAAAMo+t4bkunXraurUqUpMTNSmTZt055136r777tPOnTslSaNGjdLnn3+uxYsX65tvvtGhQ4fUo0cP6/M5OTkKDw9XZmam1q1bp3nz5ik2NlYTJkywapKSkhQeHq477rhDW7du1ciRIzV48GAtX77cqlm4cKGio6M1ceJEbd68WTfccIPCwsJ05MiR0hsMAAAAlBkexhjj7ibOVa1aNb344ovq1auXatasqfnz56tXr16SpF27dqlFixZKSEhQx44d9eWXX+qee+7RoUOHFBAQIEmaO3euxo4dq6NHj8pms2ns2LFatmyZduzYYe2jT58+OnnypOLi4iRJwcHBuummmzRr1ixJUm5uroKCgjR8+HCNGzeuUH2npaXJz89PqampcjgcJTkk58UUUUD5wgwUQOHw+wqXS1HyWpm5JzknJ0cLFixQenq6QkJClJiYqKysLIWGhlo1zZs3V7169ZSQkCBJSkhIUOvWra2ALElhYWFKS0uzrkYnJCQ4bSOvJm8bmZmZSkxMdKrx9PRUaGioVVOQjIwMpaWlOb0AAABwZXB7SN6+fbsqV64su92uYcOG6ZNPPlHLli2VnJwsm80mf39/p/qAgAAlJydLkpKTk50Cct76vHUXqklLS9OZM2d07Ngx5eTkFFiTt42CTJkyRX5+ftYrKCioWMcPAACAssftDxNp1qyZtm7dqtTUVH300UeKiIjQN9984+62Lmr8+PGKjo623qelpRGUgStEUW6L4H8LA8CVye0h2WazqXHjxpKkdu3aaePGjZo5c6Z69+6tzMxMnTx50ulqckpKigIDAyVJgYGB+WahyJv94twa1xkxUlJS5HA45OPjIy8vL3l5eRVYk7eNgtjtdtnt9uIdNIBSxb3AAICicntIdpWbm6uMjAy1a9dOFStWVHx8vHr27ClJ2r17tw4cOKCQkBBJUkhIiJ577jkdOXJEtWrVkiStWLFCDodDLVu2tGq++OILp32sWLHC2obNZlO7du0UHx+v7t27Wz3Ex8crKiqqNA4ZQDlGAAeAK5NbQ/L48eN11113qV69ejp16pTmz5+v1atXa/ny5fLz89OgQYMUHR2tatWqyeFwaPjw4QoJCVHHjh0lSV27dlXLli310EMPadq0aUpOTtZTTz2lyMhI6yrvsGHDNGvWLD3xxBN65JFHtHLlSi1atEjLli2z+oiOjlZERITat2+vDh066JVXXlF6eroGDhzolnEBAACAe7k1JB85ckQPP/ywDh8+LD8/P11//fVavny5/va3v0mSXn75ZXl6eqpnz57KyMhQWFiYXn/9devzXl5eWrp0qR599FGFhISoUqVKioiI0OTJk62ahg0batmyZRo1apRmzpypunXr6q233lJYWJhV07t3bx09elQTJkxQcnKy2rRpo7i4uHxf5gMAAMDVoczNk1xeMU8yUHZxSwRQvvD7CpdLuZwnGQAAACgrCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuytzDRABcvZiFAgBQVnAlGQAAAHBBSAYAAABcEJIBAAAAF4RkAAAAwAUhGQAAAHBBSAYAAABcEJIBAAAAF4RkAAAAwAUPEwFw2fBwEABAecWVZAAAAMAFIRkAAABwQUgGAAAAXHBPMoAi4T5jAMDVgJAMAADKlKL8Y7zv530vYye4mnG7BQAAAOCCkAwAAAC4ICQDAAAALrgnGbhC8QU7AACKjyvJAAAAgAtCMgAAAOCCkAwAAAC4ICQDAAAALvjiHlBO8EU8AABKD1eSAQAAABeEZAAAAMAFIRkAAABwQUgGAAAAXBCSAQAAABeEZAAAAMAFIRkAAABwQUgGAAAAXLg1JE+ZMkU33XSTqlSpolq1aql79+7avXu3U83Zs2cVGRmp6tWrq3LlyurZs6dSUlKcag4cOKDw8HD5+vqqVq1aGjNmjLKzs51qVq9erbZt28put6tx48aKjY3N18/s2bPVoEEDeXt7Kzg4WBs2bCjxYwYAAEDZ59aQ/M033ygyMlLff/+9VqxYoaysLHXt2lXp6elWzahRo/T5559r8eLF+uabb3To0CH16NHDWp+Tk6Pw8HBlZmZq3bp1mjdvnmJjYzVhwgSrJikpSeHh4brjjju0detWjRw5UoMHD9by5cutmoULFyo6OloTJ07U5s2bdcMNNygsLExHjhwpncEAAABAmeFhjDHubiLP0aNHVatWLX3zzTe67bbblJqaqpo1a2r+/Pnq1auXJGnXrl1q0aKFEhIS1LFjR3355Ze65557dOjQIQUEBEiS5s6dq7Fjx+ro0aOy2WwaO3asli1bph07dlj76tOnj06ePKm4uDhJUnBwsG666SbNmjVLkpSbm6ugoCANHz5c48aNy9drRkaGMjIyrPdpaWkKCgpSamqqHA7HZRujcxX1McV9P+97mTpBaeCx1ACQH7/bUBRpaWny8/MrVF4rU/ckp6amSpKqVasmSUpMTFRWVpZCQ0OtmubNm6tevXpKSEiQJCUkJKh169ZWQJaksLAwpaWlaefOnVbNudvIq8nbRmZmphITE51qPD09FRoaatW4mjJlivz8/KxXUFDQpR4+AAAAyogyE5Jzc3M1cuRI3XzzzWrVqpUkKTk5WTabTf7+/k61AQEBSk5OtmrODch56/PWXagmLS1NZ86c0bFjx5STk1NgTd42XI0fP16pqanW6+DBg8U7cAAAAJQ5FdzdQJ7IyEjt2LFD3333nbtbKRS73S673e7uNlBM3KoCAAAupExcSY6KitLSpUu1atUq1a1b11oeGBiozMxMnTx50qk+JSVFgYGBVo3rbBd57y9W43A45OPjoxo1asjLy6vAmrxtAAAA4Orh1pBsjFFUVJQ++eQTrVy5Ug0bNnRa365dO1WsWFHx8fHWst27d+vAgQMKCQmRJIWEhGj79u1Os1CsWLFCDodDLVu2tGrO3UZeTd42bDab2rVr51STm5ur+Ph4qwYAAABXD7febhEZGan58+fr008/VZUqVaz7f/38/OTj4yM/Pz8NGjRI0dHRqlatmhwOh4YPH66QkBB17NhRktS1a1e1bNlSDz30kKZNm6bk5GQ99dRTioyMtG6HGDZsmGbNmqUnnnhCjzzyiFauXKlFixZp2bJlVi/R0dGKiIhQ+/bt1aFDB73yyitKT0/XwIEDS39gcNVgxgoAAMomt4bkOXPmSJJuv/12p+UxMTEaMGCAJOnll1+Wp6enevbsqYyMDIWFhen111+3ar28vLR06VI9+uijCgkJUaVKlRQREaHJkydbNQ0bNtSyZcs0atQozZw5U3Xr1tVbb72lsLAwq6Z37946evSoJkyYoOTkZLVp00ZxcXH5vswHAACAK1+Zmie5PCvKvHslhS+fFV9ZGTuuJAPApeF3G4qi3M6TDAAAAJQFhGQAAADABSEZAAAAcEFIBgAAAFwQkgEAAAAXhGQAAADABSEZAAAAcEFIBgAAAFy49Yl7QHlRlId+MLE9AADlH1eSAQAAABeEZAAAAMAFIRkAAABwQUgGAAAAXBCSAQAAABeEZAAAAMAFU8ABJawo08UBAICyiSvJAAAAgAtCMgAAAOCCkAwAAAC4ICQDAAAALgjJAAAAgAtCMgAAAOCCkAwAAAC4YJ5klGlFmXO47+d9L2MnAADgasKVZAAAAMAFIRkAAABwwe0WuGLwOGgAAFBSCMm4ZNw3DAAArjTcbgEAAAC4ICQDAAAALrjdAqWK+4YBAEB5wJVkAAAAwAUhGQAAAHBBSAYAAABcEJIBAAAAF3xxDwAAlFtF/UI48/WjsNx6JXnNmjW69957VadOHXl4eGjJkiVO640xmjBhgmrXri0fHx+FhoZqz549TjXHjx9X//795XA45O/vr0GDBun06dNONT/88INuvfVWeXt7KygoSNOmTcvXy+LFi9W8eXN5e3urdevW+uKLL0r8eAEAAFA+uDUkp6en64YbbtDs2bMLXD9t2jS9+uqrmjt3rtavX69KlSopLCxMZ8+etWr69++vnTt3asWKFVq6dKnWrFmjoUOHWuvT0tLUtWtX1a9fX4mJiXrxxRc1adIkvfHGG1bNunXr1LdvXw0aNEhbtmxR9+7d1b17d+3YsePyHTwAAADKLA9jjHF3E5Lk4eGhTz75RN27d5f011XkOnXq6PHHH9fo0aMlSampqQoICFBsbKz69Omjn376SS1bttTGjRvVvn17SVJcXJzuvvtu/fbbb6pTp47mzJmjJ598UsnJybLZbJKkcePGacmSJdq1a5ckqXfv3kpPT9fSpUutfjp27Kg2bdpo7ty5heo/LS1Nfn5+Sk1NlcPhKKlhuaCy8r+YmPsYAFBecLvF1a0oea3MfnEvKSlJycnJCg0NtZb5+fkpODhYCQkJkqSEhAT5+/tbAVmSQkND5enpqfXr11s1t912mxWQJSksLEy7d+/WiRMnrJpz95NXk7efgmRkZCgtLc3pBQAAgCtDmQ3JycnJkqSAgACn5QEBAda65ORk1apVy2l9hQoVVK1aNaeagrZx7j7OV5O3viBTpkyRn5+f9QoKCirqIQIAAKCMKrMhuawbP368UlNTrdfBgwfd3RIAAABKSJkNyYGBgZKklJQUp+UpKSnWusDAQB05csRpfXZ2to4fP+5UU9A2zt3H+Wry1hfEbrfL4XA4vQAAAHBlKLMhuWHDhgoMDFR8fLy1LC0tTevXr1dISIgkKSQkRCdPnlRiYqJVs3LlSuXm5io4ONiqWbNmjbKysqyaFStWqFmzZqpatapVc+5+8mry9gMAAICri1tD8unTp7V161Zt3bpV0l9f1tu6dasOHDggDw8PjRw5Us8++6w+++wzbd++XQ8//LDq1KljzYDRokULdevWTUOGDNGGDRu0du1aRUVFqU+fPqpTp44kqV+/frLZbBo0aJB27typhQsXaubMmYqOjrb6GDFihOLi4jR9+nTt2rVLkyZN0qZNmxQVFVXaQwIAAIAywK1P3Nu0aZPuuOMO631ecI2IiFBsbKyeeOIJpaena+jQoTp58qRuueUWxcXFydvb2/rMBx98oKioKHXp0kWenp7q2bOnXn31VWu9n5+fvvrqK0VGRqpdu3aqUaOGJkyY4DSXcqdOnTR//nw99dRT+ve//60mTZpoyZIlatWqVSmMQtnEtG4AAOBqVmbmSS7vrrR5kgnJAIArEfMkX92uiHmSAQAAAHchJAMAAAAuCMkAAACAC0IyAAAA4MKts1ugdPFlPAAAgMLhSjIAAADggpAMAAAAuCAkAwAAAC4IyQAAAIALQjIAAADggpAMAAAAuCAkAwAAAC4IyQAAAIALQjIAAADggpAMAAAAuCAkAwAAAC4IyQAAAIALQjIAAADggpAMAAAAuCAkAwAAAC4quLsBAACA0vLhvR8Wurbv530vYyco67iSDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALggJAMAAAAuCMkAAACAC0IyAAAA4IKQDAAAALjgiXsAAAAF4Ol8VzeuJAMAAAAuCMkAAACAC263AAAAuETcmnHl4UoyAAAA4IKQDAAAALggJAMAAAAuuCfZxezZs/Xiiy8qOTlZN9xwg1577TV16NDB3W0BAIArRFHuX5a4h9lduJJ8joULFyo6OloTJ07U5s2bdcMNNygsLExHjhxxd2sAAAAoRR7GGOPuJsqK4OBg3XTTTZo1a5YkKTc3V0FBQRo+fLjGjRt3wc+mpaXJz89PqampcjgcpdFukf8lCgAArmxcdb6wouQ1brf4P5mZmUpMTNT48eOtZZ6engoNDVVCQkK++oyMDGVkZFjvU1NTJf01+KXlz6w/S21fAACg7Hu729vubkGS9I9F/3B3CwXKy2mFuUZMSP4/x44dU05OjgICApyWBwQEaNeuXfnqp0yZoqeffjrf8qCgoMvWIwAAQHkw2G+wu1u4oFOnTsnPz++CNYTkYho/fryio6Ot97m5uTp+/LiqV68uDw+Py77/tLQ0BQUF6eDBg6V2e0d5wvhcHGN0YYzPhTE+F8b4XBjjc2GMz8UVd4yMMTp16pTq1Klz0VpC8v+pUaOGvLy8lJKS4rQ8JSVFgYGB+ertdrvsdrvTMn9//8vZYoEcDgd/gS6A8bk4xujCGJ8LY3wujPG5MMbnwhifiyvOGF3sCnIeZrf4PzabTe3atVN8fLy1LDc3V/Hx8QoJCXFjZwAAAChtXEk+R3R0tCIiItS+fXt16NBBr7zyitLT0zVw4EB3twYAAIBSREg+R+/evXX06FFNmDBBycnJatOmjeLi4vJ9ma8ssNvtmjhxYr5bPvAXxufiGKMLY3wujPG5MMbnwhifC2N8Lq40xoh5kgEAAAAX3JMMAAAAuCAkAwAAAC4IyQAAAIALQjIAAADggpBchj333HPq1KmTfH19C/2gEmOMJkyYoNq1a8vHx0ehoaHas2ePU83x48fVv39/ORwO+fv7a9CgQTp9+vRlOILLq6jHsW/fPnl4eBT4Wrx4sVVX0PoFCxaUxiGVqOL8Od9+++35jn3YsGFONQcOHFB4eLh8fX1Vq1YtjRkzRtnZ2ZfzUC6Loo7P8ePHNXz4cDVr1kw+Pj6qV6+eHnvsMaWmpjrVlefzZ/bs2WrQoIG8vb0VHBysDRs2XLB+8eLFat68uby9vdW6dWt98cUXTusL8/OoPCnK+Lz55pu69dZbVbVqVVWtWlWhoaH56gcMGJDvXOnWrdvlPozLpijjExsbm+/Yvb29nWqu5vOnoJ/FHh4eCg8Pt2qupPNnzZo1uvfee1WnTh15eHhoyZIlF/3M6tWr1bZtW9ntdjVu3FixsbH5aor6My0fgzJrwoQJZsaMGSY6Otr4+fkV6jNTp041fn5+ZsmSJWbbtm3m73//u2nYsKE5c+aMVdOtWzdzww03mO+//958++23pnHjxqZv376X6Sgun6IeR3Z2tjl8+LDT6+mnnzaVK1c2p06dsuokmZiYGKe6c8evvCjOn3Pnzp3NkCFDnI49NTXVWp+dnW1atWplQkNDzZYtW8wXX3xhatSoYcaPH3+5D6fEFXV8tm/fbnr06GE+++wzs3fvXhMfH2+aNGlievbs6VRXXs+fBQsWGJvNZt555x2zc+dOM2TIEOPv729SUlIKrF+7dq3x8vIy06ZNMz/++KN56qmnTMWKFc327dutmsL8PCovijo+/fr1M7NnzzZbtmwxP/30kxkwYIDx8/Mzv/32m1UTERFhunXr5nSuHD9+vLQOqUQVdXxiYmKMw+FwOvbk5GSnmqv5/Pnjjz+cxmbHjh3Gy8vLxMTEWDVX0vnzxRdfmCeffNJ8/PHHRpL55JNPLlj/66+/Gl9fXxMdHW1+/PFH89prrxkvLy8TFxdn1RR1zAtCSC4HYmJiChWSc3NzTWBgoHnxxRetZSdPnjR2u918+OGHxhhjfvzxRyPJbNy40ar58ssvjYeHh/n9999LvPfLpaSOo02bNuaRRx5xWlaYv6BlXXHHp3PnzmbEiBHnXf/FF18YT09Pp19mc+bMMQ6Hw2RkZJRI76WhpM6fRYsWGZvNZrKysqxl5fX86dChg4mMjLTe5+TkmDp16pgpU6YUWP/AAw+Y8PBwp2XBwcHmn//8pzGmcD+PypOijo+r7OxsU6VKFTNv3jxrWUREhLnvvvtKulW3KOr4XOz3GuePs5dfftlUqVLFnD592lp2JZ0/5yrMz9AnnnjCXHfddU7LevfubcLCwqz3lzrmxhjD7RZXkKSkJCUnJys0NNRa5ufnp+DgYCUkJEiSEhIS5O/vr/bt21s1oaGh8vT01Pr160u95+IqieNITEzU1q1bNWjQoHzrIiMjVaNGDXXo0EHvvPOOTDmbTvxSxueDDz5QjRo11KpVK40fP15//vmn03Zbt27t9ICdsLAwpaWlaefOnSV/IJdJSf09SE1NlcPhUIUKzs9lKm/nT2ZmphITE51+dnh6eio0NNT62eEqISHBqV7661zIqy/Mz6Pyojjj4+rPP/9UVlaWqlWr5rR89erVqlWrlpo1a6ZHH31Uf/zxR4n2XhqKOz6nT59W/fr1FRQUpPvuu8/pZwjnj7O3335bffr0UaVKlZyWXwnnT3Fc7OdPSYy5xBP3rijJycmSlO8JgQEBAda65ORk1apVy2l9hQoVVK1aNaumPCiJ43j77bfVokULderUyWn55MmTdeedd8rX11dfffWV/vWvf+n06dN67LHHSqz/y62449OvXz/Vr19fderU0Q8//KCxY8dq9+7d+vjjj63tFnR+5a0rL0ri/Dl27JieeeYZDR061Gl5eTx/jh07ppycnAL/bHft2lXgZ853Lpz7syZv2flqyovijI+rsWPHqk6dOk6/tLt166YePXqoYcOG+uWXX/Tvf/9bd911lxISEuTl5VWix3A5FWd8mjVrpnfeeUfXX3+9UlNT9dJLL6lTp07auXOn6taty/lzjg0bNmjHjh16++23nZZfKedPcZzv509aWprOnDmjEydOXPLfWYmQXOrGjRunF1544YI1P/30k5o3b15KHZUthR2fS3XmzBnNnz9f//nPf/KtO3fZjTfeqPT0dL344otlIuRc7vE5N/C1bt1atWvXVpcuXfTLL7+oUaNGxd5uaSmt8yctLU3h4eFq2bKlJk2a5LSuLJ8/cI+pU6dqwYIFWr16tdOX0/r06WP9d+vWrXX99derUaNGWr16tbp06eKOVktNSEiIQkJCrPedOnVSixYt9N///lfPPPOMGzsre95++221bt1aHTp0cFp+NZ8/pYWQXMoef/xxDRgw4II11157bbG2HRgYKElKSUlR7dq1reUpKSlq06aNVXPkyBGnz2VnZ+v48ePW592psONzqcfx0Ucf6c8//9TDDz980drg4GA988wzysjIuKzPiC+M0hqfPMHBwZKkvXv3qlGjRgoMDMz37eCUlBRJumrOn1OnTqlbt26qUqWKPvnkE1WsWPGC9WXp/DmfGjVqyMvLy/qzzJOSknLe8QgMDLxgfWF+HpUXxRmfPC+99JKmTp2qr7/+Wtdff/0Fa6+99lrVqFFDe/fuLVch51LGJ0/FihV14403au/evZI4f/Kkp6drwYIFmjx58kX3U17Pn+I4388fh8MhHx8feXl5XfI5KYnZLcqDon5x76WXXrKWpaamFvjFvU2bNlk1y5cvL7df3CvucXTu3DnfrATn8+yzz5qqVasWu1d3KKk/5++++85IMtu2bTPG/P8v7p377eD//ve/xuFwmLNnz5bcAVxmxR2f1NRU07FjR9O5c2eTnp5eqH2Vl/OnQ4cOJioqynqfk5Njrrnmmgt+ce+ee+5xWhYSEpLvi3sX+nlUnhR1fIwx5oUXXjAOh8MkJCQUah8HDx40Hh4e5tNPP73kfktbccbnXNnZ2aZZs2Zm1KhRxhjOnzwxMTHGbrebY8eOXXQf5fn8OZcK+cW9Vq1aOS3r27dvvi/uXco5aQyzW5Rp+/fvN1u2bLGmKduyZYvZsmWL03RlzZo1Mx9//LH1furUqcbf3998+umn5ocffjD33XdfgVPA3XjjjWb9+vXmu+++M02aNCm3U8Bd6Dh+++0306xZM7N+/Xqnz+3Zs8d4eHiYL7/8Mt82P/vsM/Pmm2+a7du3mz179pjXX3/d+Pr6mgkTJlz24ylpRR2fvXv3msmTJ5tNmzaZpKQk8+mnn5prr73W3HbbbdZn8qaA69q1q9m6dauJi4szNWvWLLdTwBVlfFJTU01wcLBp3bq12bt3r9O0S9nZ2caY8n3+LFiwwNjtdhMbG2t+/PFHM3ToUOPv72/NZPLQQw+ZcePGWfVr1641FSpUMC+99JL56aefzMSJEwucAu5iP4/Ki6KOz9SpU43NZjMfffSR07mS9/P71KlTZvTo0SYhIcEkJSWZr7/+2rRt29Y0adKkXP2DM09Rx+fpp582y5cvN7/88otJTEw0ffr0Md7e3mbnzp1WzdV8/uS55ZZbTO/evfMtv9LOn1OnTlkZR5KZMWOG2bJli9m/f78xxphx48aZhx56yKrPmwJuzJgx5qeffjKzZ88ucAq4C415YRCSy7CIiAgjKd9r1apVVo3+b07WPLm5ueY///mPCQgIMHa73XTp0sXs3r3babt//PGH6du3r6lcubJxOBxm4MCBTsG7vLjYcSQlJeUbL2OMGT9+vAkKCjI5OTn5tvnll1+aNm3amMqVK5tKlSqZG264wcydO7fA2rKuqONz4MABc9ttt5lq1aoZu91uGjdubMaMGeM0T7Ixxuzbt8/cddddxsfHx9SoUcM8/vjjTlOglRdFHZ9Vq1YV+PdRkklKSjLGlP/z57XXXjP16tUzNpvNdOjQwXz//ffWus6dO5uIiAin+kWLFpmmTZsam81mrrvuOrNs2TKn9YX5eVSeFGV86tevX+C5MnHiRGOMMX/++afp2rWrqVmzpqlYsaKpX7++GTJkSJF+gZc1RRmfkSNHWrUBAQHm7rvvNps3b3ba3tV8/hhjzK5du4wk89VXX+Xb1pV2/pzv52vemERERJjOnTvn+0ybNm2MzWYz1157rVMWynOhMS8MD2PK+NxEAAAAQCljnmQAAADABSEZAAAAcEFIBgAAAFwQkgEAAAAXhGQAAADABSEZAAAAcEFIBgAAAFwQkgEAAAAXhGQAcLMBAwaoe/fuJba92NhY+fv7l9j23GnSpElq06aNu9sAcBUiJAPAZTZgwAB5eHjIw8NDNptNjRs31uTJk5WdnS1JmjlzpmJjY0u1Jw8PDy1ZsqTQ9e4K3qNHj1Z8fLz1vqT/QQEA51PB3Q0AwNWgW7duiomJUUZGhr744gtFRkaqYsWKGj9+vPz8/NzdXplVuXJlVa5c2d1tALgKcSUZAEqB3W5XYGCg6tevr0cffVShoaH67LPPJDlfHT169KgCAwP1/PPPW59dt26dbDabdUU1IyNDo0eP1jXXXKNKlSopODhYq1evLnZv+/btk4eHhz7++GPdcccd8vX11Q033KCEhARJ0urVqzVw4EClpqZaV8QnTZpUqF7yrkAvX75cLVq0UOXKldWtWzcdPnzYqlm9erU6dOigSpUqyd/fXzfffLP2798vyfl2i0mTJmnevHn69NNPrT5Wr16tO++8U1FRUU7HdPToUacxA4CiIiQDgBv4+PgoMzMz3/KaNWvqnXfe0aRJk7Rp0yadOnVKDz30kKKiotSlSxdJUlRUlBISErRgwQL98MMP+sc//qFu3bppz549l9TTk08+qdGjR2vr1q1q2rSp+vbtq+zsbHXq1EmvvPKKHA6HDh8+rMOHD2v06NGF7uXPP//USy+9pPfee09r1qzRgQMHrM9nZ2ere/fu6ty5s3744QclJCRo6NCh8vDwyNff6NGj9cADD1gh+/Dhw+rUqZMGDx6s+fPnKyMjw6p9//33dc011+jOO++8pDEBcPUiJANAKTLG6Ouvv9by5cvPG+DuvvtuDRkyRP3799ewYcNUqVIlTZkyRZJ04MABxcTEaPHixbr11lvVqFEjjR49WrfccotiYmIuqbfRo0crPDxcTZs21dNPP639+/dr7969stls8vPzk4eHhwIDAxUYGKjKlSsXupesrCzNnTtX7du3V9u2bRUVFWVd4U1LS1NqaqruueceNWrUSC1atFBERITq1auXr7/KlSvLx8fHuiofGBgom82mHj16SJI+/fRTqzY2Nta6FxwAioN7kgGgFCxdulSVK1dWVlaWcnNz1a9fP+uWhYK89NJLatWqlRYvXqzExETZ7XZJ0vbt25WTk6OmTZs61WdkZKh69eqX1OP1119v/Xft2rUlSUeOHFHz5s0LrC9sL76+vmrUqJHTto8cOSJJqlatmgYMGKCwsDD97W9/U2hoqB544AFr/4Xh7e2thx56SO+8844eeOABbd68WTt27LBuZwGA4iAkA0ApuOOOOzRnzhzZbDbVqVNHFSpc+MfvL7/8okOHDik3N1f79u1T69atJUmnT5+Wl5eXEhMT5eXl5fSZS/2CW8WKFa3/zrsCm5ube976wvZy7nbztm2Msd7HxMToscceU1xcnBYuXKinnnpKK1asUMeOHQvd++DBg9WmTRv99ttviomJ0Z133qn69esX+vMA4IqQDACloFKlSmrcuHGhajMzM/Xggw+qd+/eatasmQYPHqzt27erVq1auvHGG5WTk6MjR47o1ltvvcxd/382m005OTlOy0qylxtvvFE33nijxo8fr5CQEM2fP7/AkFxQH5LUunVrtW/fXm+++abmz5+vWbNmXVI/AMA9yQBQxjz55JNKTU3Vq6++qrFjx6pp06Z65JFHJElNmzZV//799fDDD+vjjz9WUlKSNmzYoClTpmjZsmWXracGDRro9OnTio+P17Fjx/Tnn3+WSC9JSUkaP368EhIStH//fn311Vfas2ePWrRocd4+fvjhB+3evVvHjh1TVlaWtW7w4MGaOnWqjDG6//77S+S4AVy9CMkAUIasXr1ar7zyit577z05HA55enrqvffe07fffqs5c+ZI+uv2hIcffliPP/64mjVrpu7du2vjxo0FftmtpHTq1EnDhg1T7969VbNmTU2bNq1EevH19dWuXbvUs2dPNW3aVEOHDlVkZKT++c9/Flg/ZMgQNWvWTO3bt1fNmjW1du1aa13fvn1VoUIF9e3bV97e3pd+0ACuah7m3BvDAAAop/bt26dGjRpp48aNatu2rbvbAVDOEZIBAOVaVlaW/vjjD40ePVpJSUlOV5cBoLi43QIAUK6tXbtWtWvX1saNGzV37lx3twPgCsGVZAAAAMAFV5IBAAAAF4RkAAAAwAUhGQAAAHBBSAYAAABcEJIBAAAAF4RkAAAAwAUhGQAAAHBBSAYAAABc/D/ZIDO2rT8lswAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 2. Image Characteristics - Image Shape and Pixel Value Distribution (⭐ RUN ONLY ONCE)\n", "\n", "# Function to plot pixel value distribution\n", "def plot_pixel_distribution(data_loader):\n", " # Taking a sample batch to analyze pixel values\n", " # We will get one batch from the data_loader\n", " sample_batch, _ = next(iter(data_loader)) # Getting the first batch of images and labels\n", "\n", " # Flattening the pixel values of the images\n", " pixel_values = sample_batch.flatten()\n", "\n", " plt.figure(figsize=(8, 5))\n", " plt.hist(pixel_values.numpy(), bins=50, color='purple', alpha=0.7) # Converting to numpy\n", " plt.title('Pixel Value Distribution')\n", " plt.xlabel('Pixel Intensity')\n", " plt.ylabel('Frequency')\n", " plt.show()\n", "\n", "# Calling the function for the training DataLoader\n", "plot_pixel_distribution(pneumo_train_loader)" ] }, { "cell_type": "markdown", "metadata": { "id": "QCrcrwj34_zD" }, "source": [ "
\n", "
\n", "\n", "**Lung Cancer : CT-Scan** 🔽" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qNuVbgHh4_zD", "outputId": "10cddaec-c9b6-47c7-90ac-56840bb91fa2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "lung_cancer_train_loader (class indices) : {'adenocarcinoma_left.lower.lobe': 0, 'large.cell.carcinoma_left.hilum': 1, 'normal': 2, 'squamous.cell.carcinoma_left.hilum': 3}\n", "Number of training images : 613\n", "lung_cancer_val_loader (class indices) : {'adenocarcinoma_left.lower.lobe': 0, 'large.cell.carcinoma_left.hilum': 1, 'normal': 2, 'squamous.cell.carcinoma_left.hilum': 3}\n", "Number of validation images : 72\n", "lung_cancer_test_loader (class indices) : {'adenocarcinoma_left.lower.lobe': 0, 'large.cell.carcinoma_left.hilum': 1, 'normal': 2, 'squamous.cell.carcinoma_left.hilum': 3}\n", "Number of testing images : 315\n" ] } ], "source": [ "# Defining the path to the dataset\n", "base_dir_2 = r'Datasets/Lung_Cancer_CT_Scan_Extracted'\n", "\n", "# Setting up parameters\n", "img_height, img_width = 224, 224 # Desired dimensions for resizing\n", "batch_size = 8\n", "\n", "# Defining transforms for the dataset\n", "transform = transforms.Compose([\n", " transforms.Resize((img_height, img_width)), # Resizing images\n", " transforms.ToTensor(), # Converting images to PyTorch tensors\n", " transforms.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5]) # Normalizing pixel values to [-1, 1]\n", "])\n", "\n", "# Loading training data\n", "lung_cancer_train_dataset = datasets.ImageFolder(\n", " os.path.join(base_dir_2, 'train'), # Path to training images\n", " transform=transform\n", ")\n", "\n", "lung_cancer_train_loader = DataLoader(\n", " lung_cancer_train_dataset,\n", " batch_size=batch_size,\n", " shuffle=True\n", ")\n", "\n", "# Loading validation data\n", "lung_cancer_val_dataset = datasets.ImageFolder(\n", " os.path.join(base_dir_2, 'val'), # Path to validation images\n", " transform=transform\n", ")\n", "\n", "lung_cancer_val_loader = DataLoader(\n", " lung_cancer_val_dataset,\n", " batch_size=batch_size,\n", " shuffle=False\n", ")\n", "\n", "# Loading testing data\n", "lung_cancer_test_dataset = datasets.ImageFolder(\n", " os.path.join(base_dir_2, 'test'), # Path to testing images\n", " transform=transform\n", ")\n", "\n", "lung_cancer_test_loader = DataLoader(\n", " lung_cancer_test_dataset,\n", " batch_size=batch_size,\n", " shuffle=False\n", ")\n", "\n", "# Displaying the class indices and the number if images in each DataLoader\n", "print(\"lung_cancer_train_loader (class indices) : \", lung_cancer_train_dataset.class_to_idx)\n", "print(f\"Number of training images : {len(lung_cancer_train_dataset)}\")\n", "print(\"lung_cancer_val_loader (class indices) : \", lung_cancer_val_dataset.class_to_idx)\n", "print(f\"Number of validation images : {len(lung_cancer_val_dataset)}\")\n", "print(\"lung_cancer_test_loader (class indices) : \", lung_cancer_test_dataset.class_to_idx)\n", "print(f\"Number of testing images : {len(lung_cancer_test_dataset)}\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "J6jpuMMP4_zE", "outputId": "4fd5c6e6-3214-413b-af43-6f017ded2ba8" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training DataLoader 🔻\n", "Shape of images in batch: torch.Size([8, 3, 224, 224])\n", "Labels for the batch: tensor([2, 1, 0, 2, 2, 0, 3, 0])\n", "\n", "Validation DataLoader 🔻\n", "Shape of images in batch: torch.Size([8, 3, 224, 224])\n", "Labels for the batch: tensor([0, 0, 0, 0, 0, 0, 0, 0])\n", "\n", "Test DataLoader 🔻\n", "Shape of images in batch: torch.Size([8, 3, 224, 224])\n", "Labels for the batch: tensor([0, 0, 0, 0, 0, 0, 0, 0])\n" ] } ], "source": [ "# Verifying the Image Dimensions\n", "\n", "# Function to verify image dimensions and labels\n", "def verify_image_dimensions(data_loader, name):\n", " # Getting a batch of images and labels\n", " images, labels = next(iter(data_loader))\n", "\n", " print(f\"\\n{name} 🔻\")\n", " # Printing the shape of the images and labels\n", " print(f\"Shape of images in batch: {images.shape}\") # Shape: [batch_size, channels, height, width]\n", " print(f\"Labels for the batch: {labels}\")\n", "\n", "# Verifying dimensions for each DataLoader\n", "verify_image_dimensions(lung_cancer_train_loader, \"Training DataLoader\")\n", "verify_image_dimensions(lung_cancer_val_loader, \"Validation DataLoader\")\n", "verify_image_dimensions(lung_cancer_test_loader, \"Test DataLoader\")" ] }, { "cell_type": "markdown", "metadata": { "id": "0iumSR694_zE" }, "source": [ "
\n", "
\n", "\n", "**Image Data Analysis on Training Generator - Lung Cancer : CT-Scan**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "id": "WaIZVcjc4_zF", "outputId": "d6e68df9-3c88-44da-bd8b-4c6a45493b31" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1. Slice Intensity Distribution & Texture Analysis (⭐ RUN ONLY ONCE)\n", "\n", "def plot_intensity_distribution_by_class(data_loader):\n", " # Getting one batch of images and labels\n", " sample_batch, labels = next(iter(data_loader))\n", "\n", " # Class indices are already in the form of integer labels\n", " class_indices = labels.numpy() # Converting labels to numpy array\n", "\n", " # Identifying the unique classes\n", " unique_classes = np.unique(class_indices)\n", "\n", " # Setting the figure size\n", " plt.figure(figsize=(10, 5))\n", "\n", " # Initializing a counter for subplot positions\n", " plot_index = 1\n", "\n", " # Looping through each class and plotting intensity histogram for one sample of each\n", " for class_id in unique_classes:\n", " # Selecting the first image that matches the current class\n", " class_indices_list = np.where(class_indices == class_id)[0]\n", " if len(class_indices_list) > 0:\n", " image = sample_batch[class_indices_list[0]].numpy() # Converting to numpy for plotting\n", " # Flattening and scaling pixel values if needed (e.g., from [0,1] to [0,255])\n", " image_flat = (image * 255).flatten() if image.min() >= 0 and image.max() <= 1 else image.flatten()\n", "\n", " # Generating the subplot for the current class\n", " plt.subplot(1, len(unique_classes), plot_index)\n", " plt.hist(image_flat, bins=50, color='gray', alpha=0.7)\n", " plt.title(f'Class {class_id} Intensity')\n", " plt.xlabel('Pixel Intensity')\n", " plt.ylabel('Frequency')\n", "\n", " # Incrementing the plot index for the next subplot\n", " plot_index += 1\n", "\n", " # Tight layout to prevent overlap\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# Running the function for the lung cancer training DataLoader\n", "plot_intensity_distribution_by_class(lung_cancer_train_loader)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 487 }, "id": "KQv9r3At4_zF", "outputId": "68505c92-1a24-4930-c9da-f14aa52aefc5" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 2. Statistical Analysis Across Image Slices (⭐ RUN ONLY ONCE)\n", "\n", "def compute_intensity_stats(data_loader):\n", " mean_intensities = []\n", " std_intensities = []\n", "\n", " # Iterating over the DataLoader\n", " for images, labels in data_loader:\n", " # Calculating mean and standard deviation for the batch\n", " mean_batch = images.mean(dim=(0, 2, 3)) # Mean across channels, height, and width\n", " std_batch = images.std(dim=(0, 2, 3)) # Std across channels, height, and width\n", "\n", " mean_intensities.append(mean_batch.numpy()) # Converting to NumPy for easier handling\n", " std_intensities.append(std_batch.numpy()) # Converting to NumPy for easier handling\n", "\n", " mean_intensities = np.concatenate(mean_intensities)\n", " std_intensities = np.concatenate(std_intensities)\n", "\n", " # Plotting the mean and standard deviation distributions\n", " plt.figure(figsize=(12, 5))\n", "\n", " plt.subplot(1, 2, 1)\n", " plt.hist(mean_intensities, bins=30, color='blue', alpha=0.7)\n", " plt.title('Mean Intensity Distribution')\n", " plt.xlabel('Mean Intensity')\n", " plt.ylabel('Frequency')\n", "\n", " plt.subplot(1, 2, 2)\n", " plt.hist(std_intensities, bins=30, color='orange', alpha=0.7)\n", " plt.title('Std Deviation of Intensity')\n", " plt.xlabel('Standard Deviation')\n", " plt.ylabel('Frequency')\n", "\n", " plt.show()\n", "\n", "# Running the function for the lung cancer training DataLoader\n", "compute_intensity_stats(lung_cancer_train_loader)" ] }, { "cell_type": "markdown", "metadata": { "id": "DuQ_s8Dh4_zG" }, "source": [ "
\n", "
\n", "\n", "**Tuberculosis - Chest X-Ray** 🔽" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3IWpLdJm4_zH", "outputId": "fe36c127-f27f-4179-b5d4-90fe5cf430e7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tb_train_loader (class indices): {'Normal': 0, 'Tuberculosis': 1}\n", "tb_val_loader (class indices): {'Normal': 0, 'Tuberculosis': 1}\n", "tb_test_loader (class indices): {'Normal': 0, 'Tuberculosis': 1}\n", "Number of training images: 2938\n", "Number of validation images: 630\n", "Number of testing images: 632\n" ] } ], "source": [ "# Defining path to the split dataset\n", "base_dir_3 = r'Datasets/Tuberculosis_Chest_X_Ray_Extracted_Split'\n", "\n", "# Setting up parameters\n", "img_height, img_width = 224, 224\n", "batch_size = 8\n", "\n", "# Defining transforms for the dataset\n", "transform = transforms.Compose([\n", " transforms.Resize((img_height, img_width)), # Resizing images\n", " transforms.ToTensor(), # Converting images to PyTorch tensors\n", " transforms.Normalize(mean=[0.5], std=[0.5]) # Normalizing pixel values to [-1, 1]\n", "])\n", "\n", "# Loading training data\n", "tb_train_dataset = datasets.ImageFolder(\n", " os.path.join(base_dir_3, 'train'), # Path to training images\n", " transform=transform\n", ")\n", "\n", "tb_train_loader = DataLoader(\n", " tb_train_dataset,\n", " batch_size=batch_size,\n", " shuffle=True\n", ")\n", "\n", "# Loading validation data\n", "tb_val_dataset = datasets.ImageFolder(\n", " os.path.join(base_dir_3, 'val'), # Path to validation images\n", " transform=transform\n", ")\n", "\n", "tb_val_loader = DataLoader(\n", " tb_val_dataset,\n", " batch_size=batch_size,\n", " shuffle=False\n", ")\n", "\n", "# Loading testing data\n", "tb_test_dataset = datasets.ImageFolder(\n", " os.path.join(base_dir_3, 'test'), # Path to testing images\n", " transform=transform\n", ")\n", "\n", "tb_test_loader = DataLoader(\n", " tb_test_dataset,\n", " batch_size=batch_size,\n", " shuffle=False\n", ")\n", "\n", "# Displaying the class indices\n", "print(\"tb_train_loader (class indices):\", tb_train_dataset.class_to_idx)\n", "print(\"tb_val_loader (class indices):\", tb_val_dataset.class_to_idx)\n", "print(\"tb_test_loader (class indices):\", tb_test_dataset.class_to_idx)\n", "\n", "# Displaying the number of images in each loader\n", "print(f\"Number of training images: {len(tb_train_loader.dataset)}\")\n", "print(f\"Number of validation images: {len(tb_val_loader.dataset)}\")\n", "print(f\"Number of testing images: {len(tb_test_loader.dataset)}\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "bEDPXst54_zH", "outputId": "9d2a2067-88e0-47cf-bb34-98b37cf5e404" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training Generator 🔻\n", "Shape of images in batch: torch.Size([8, 3, 224, 224])\n", "Labels for the batch: tensor([0, 0, 0, 0, 0, 0, 0, 1])\n", "\n", "Test Generator 🔻\n", "Shape of images in batch: torch.Size([8, 3, 224, 224])\n", "Labels for the batch: tensor([0, 0, 0, 0, 0, 0, 0, 0])\n", "\n", "Validation Generator 🔻\n", "Shape of images in batch: torch.Size([8, 3, 224, 224])\n", "Labels for the batch: tensor([0, 0, 0, 0, 0, 0, 0, 0])\n" ] } ], "source": [ "# Verifying the Image Dimensions\n", "\n", "# Function to verify image dimensions\n", "def verify_image_dimensions(data_loader, loader_name):\n", " # Getting a batch of images and labels\n", " for images, labels in data_loader:\n", " # Printing the shape of the images and labels\n", " print(f\"\\n{loader_name} 🔻\")\n", " print(f\"Shape of images in batch: {images.shape}\") # Shape: (batch_size, channels, height, width)\n", " print(f\"Labels for the batch: {labels}\")\n", " break # We only need the first batch\n", "\n", "# Verifying image dimensions for each DataLoader\n", "\n", "# Training DataLoader\n", "verify_image_dimensions(tb_train_loader, \"Training Generator\")\n", "\n", "# Test DataLoader\n", "verify_image_dimensions(tb_test_loader, \"Test Generator\")\n", "\n", "# Validation DataLoader\n", "verify_image_dimensions(tb_val_loader, \"Validation Generator\")" ] }, { "cell_type": "markdown", "metadata": { "id": "SWX0h6Bf4_zI" }, "source": [ "
\n", "
\n", "\n", "**Image Data Analysis on Training Generator - Tuberculosis : Chest (X-Ray)**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 410 }, "id": "vFsBy5F94_zI", "outputId": "f4ecab83-2641-49ba-ab16-47bb3d836f10" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1. Aspect Ratio Analysis (⭐ RUN ONLY ONCE)\n", "\n", "def analyze_aspect_ratios(data_loader, num_batches=5):\n", " # Initializing an empty list to store aspect ratios\n", " aspect_ratios = []\n", "\n", " # Looping through a specified number of batches from the DataLoader\n", " for _ in range(num_batches):\n", " # Getting a batch of images from the DataLoader\n", " images, _ = next(iter(data_loader)) # `_` is used as we don't need labels here\n", "\n", " # Looping through each image in the batch\n", " for img in images:\n", " # Getting the height and width of the image\n", " height, width = img.shape[1:3] # Since PyTorch tensors are in (N, C, H, W) format\n", " # Calculating the aspect ratio (width divided by height)\n", " aspect_ratios.append(width / height)\n", "\n", " # Plotting the distribution of aspect ratios\n", " plt.figure(figsize=(6, 4))\n", " plt.hist(aspect_ratios, bins=30, color='purple', alpha=0.7)\n", " plt.title(\"Aspect Ratio Distribution\")\n", " plt.xlabel(\"Aspect Ratio (Width/Height)\")\n", " plt.ylabel(\"Frequency\")\n", " plt.show()\n", "\n", "# Calling the function to analyze and plot aspect ratios in the training set\n", "analyze_aspect_ratios(tb_train_loader)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 470 }, "id": "FE8nlLEN4_zJ", "outputId": "fb582595-6610-4f0e-e1f1-3c95109c11e3" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 2. Image Brightness and Contrast Analysis (⭐ RUN ONLY ONCE)\n", "\n", "def analyze_brightness_contrast(data_loader, num_images=10):\n", " brightness = []\n", " contrast = []\n", "\n", " # Looping through the specified number of images\n", " for _ in range(num_images):\n", " images, _ = next(iter(data_loader)) # Getting the next batch of images\n", " for img in images:\n", " # Converting the tensor to a NumPy array\n", " img_np = img.numpy() # Converting to NumPy array\n", "\n", " # Calculating brightness as the mean pixel intensity\n", " brightness.append(np.mean(img_np))\n", " # Calculating contrast as the standard deviation of pixel intensities\n", " contrast.append(np.std(img_np))\n", "\n", " plt.figure(figsize=(12, 5))\n", "\n", " # Brightness Distribution\n", " plt.subplot(1, 2, 1)\n", " plt.hist(brightness, bins=30, color='gold', alpha=0.7)\n", " plt.title(\"Brightness Distribution\")\n", " plt.xlabel(\"Mean Intensity\")\n", " plt.ylabel(\"Frequency\")\n", "\n", " # Contrast Distribution\n", " plt.subplot(1, 2, 2)\n", " plt.hist(contrast, bins=30, color='purple', alpha=0.7)\n", " plt.title(\"Contrast Distribution\")\n", " plt.xlabel(\"Standard Deviation of Intensity\")\n", " plt.ylabel(\"Frequency\")\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# Calling the function to analyze brightness and contrast in the training set\n", "analyze_brightness_contrast(tb_train_loader)" ] }, { "cell_type": "markdown", "metadata": { "id": "e2HIfKnf4_zJ" }, "source": [ "
\n", "
\n", "\n", "#### **Viewing some of the loaded images from each disease categories**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "GfUh4jcN4_zK", "outputId": "49e55df3-5f23-4618-bb1f-e2637a7426e2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training Data Loader Images:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Validation Data Loader Images:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Testing Data Loader Images:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "'''\n", "1. Pneumonia : Chest (X-Ray) (⭐ RUN ONLY ONCE)\n", "'''\n", "\n", "# Function to display one image per class from the data loader\n", "def show_images_per_class_1(data_loader, class_indices, num_classes=2):\n", " # Creating a figure to hold the images\n", " fig, axes = plt.subplots(1, num_classes, figsize=(15, 7))\n", " for class_idx in range(num_classes):\n", " # Getting one image from the specified class\n", " for images, labels in data_loader:\n", " # Finding the images that match the class index\n", " class_images = images[labels == class_idx]\n", " if len(class_images) > 0:\n", " # Displaying the first image from this class\n", " axes[class_idx].imshow(class_images[0].permute(1, 2, 0).numpy()) # Converting from tensor to numpy\n", " # Adding the class name as title (if you have a mapping of indices to class names)\n", " class_name = list(class_indices.keys())[list(class_indices.values()).index(class_idx)]\n", " axes[class_idx].set_title(f'Class: {class_name}', fontsize=14)\n", " axes[class_idx].axis('off')\n", " break # Only need one image per class\n", " plt.show()\n", "\n", "# Showing one image per class from the training data loader\n", "print(\"Training Data Loader Images:\")\n", "show_images_per_class_1(pneumo_train_loader, pneumo_train_dataset.class_to_idx)\n", "\n", "# Showing one image per class from the validation data loader\n", "print(\"Validation Data Loader Images:\")\n", "show_images_per_class_1(pneumo_val_loader, pneumo_val_dataset.class_to_idx)\n", "\n", "# Showing one image per class from the testing data loader\n", "print(\"Testing Data Loader Images:\")\n", "show_images_per_class_1(pneumo_test_loader, pneumo_test_dataset.class_to_idx)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "ZrDYD4Yl4_zK", "outputId": "ca18c1ed-fd20-46cd-ad4f-9f537478ead6" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Data Loader Images:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Validation Data Loader Images:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Testing Data Loader Images:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "'''\n", "2. Lung Cancer : CT-Scan (⭐ RUN ONLY ONCE)\n", "'''\n", "\n", "# Function to display one image per class from the data loader\n", "def show_images_per_class_2(data_loader, class_indices, num_classes=4):\n", " # Creating a figure to hold the images\n", " fig, axes = plt.subplots(1, num_classes, figsize=(20, 5)) # Adjusted figsize for better viewing\n", " for class_idx in range(num_classes):\n", " # Getting one image from the specified class\n", " for images, labels in data_loader:\n", " # Finding the images that match the class index\n", " class_images = images[labels == class_idx]\n", " if len(class_images) > 0:\n", " # Displaying the first image from this class\n", " axes[class_idx].imshow(class_images[0].permute(1, 2, 0).numpy()) # Converting from tensor to numpy\n", " # Adding the class name as title\n", " class_name = list(class_indices.keys())[list(class_indices.values()).index(class_idx)]\n", " axes[class_idx].set_title(f'Class: {class_name}', fontsize=14)\n", " axes[class_idx].axis('off')\n", " break # Only need one image per class\n", " plt.show()\n", "\n", "# Showing one image per class from the training data loader\n", "print(\"Training Data Loader Images:\")\n", "show_images_per_class_2(lung_cancer_train_loader, lung_cancer_train_dataset.class_to_idx)\n", "\n", "# Showing one image per class from the validation data loader\n", "print(\"Validation Data Loader Images:\")\n", "show_images_per_class_2(lung_cancer_val_loader, lung_cancer_val_dataset.class_to_idx)\n", "\n", "# Showing one image per class from the testing data loader\n", "print(\"Testing Data Loader Images:\")\n", "show_images_per_class_2(lung_cancer_test_loader, lung_cancer_test_dataset.class_to_idx)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "W5QlQCY64_zK", "outputId": "2894214c-c115-435c-fc5b-b00bac2efb18" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training Data Loader Images:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Validation Data Loader Images:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Testing Data Loader Images:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "'''\n", "3. Tuberculosis : Chest (X-ray) (⭐ RUN ONLY ONCE)\n", "'''\n", "\n", "# Function to display one image per class from the data loader\n", "def show_images_per_class_3(data_loader, class_indices, num_classes=2):\n", " # Creating a figure to hold the images\n", " fig, axes = plt.subplots(1, num_classes, figsize=(15, 7)) # Adjusted figsize for better viewing\n", " for class_idx in range(num_classes):\n", " # Getting one image from the specified class\n", " for images, labels in data_loader:\n", " # Finding the images that match the class index\n", " class_images = images[labels == class_idx]\n", " if len(class_images) > 0:\n", " # Displaying the first image from this class\n", " axes[class_idx].imshow(class_images[0].permute(1, 2, 0).numpy()) # Converting from tensor to numpy\n", " # Adding the class name as title\n", " class_name = list(class_indices.keys())[list(class_indices.values()).index(class_idx)]\n", " axes[class_idx].set_title(f'Class: {class_name}', fontsize=14)\n", " axes[class_idx].axis('off')\n", " break # Only need one image per class\n", " plt.show()\n", "\n", "# Showing one image per class from the training data loader\n", "print(\"Training Data Loader Images:\")\n", "show_images_per_class_3(tb_train_loader, tb_train_dataset.class_to_idx)\n", "\n", "# Showing one image per class from the validation data loader\n", "print(\"Validation Data Loader Images:\")\n", "show_images_per_class_3(tb_val_loader, tb_val_dataset.class_to_idx)\n", "\n", "# Showing one image per class from the testing data loader\n", "print(\"Testing Data Loader Images:\")\n", "show_images_per_class_3(tb_test_loader, tb_test_dataset.class_to_idx)" ] }, { "cell_type": "markdown", "metadata": { "id": "NJPw5POr4_zL" }, "source": [ "### **STEP - 3 : Image Preprocessing**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "RgZqLHHQ4_zL", "outputId": "75ac6167-5e0e-4d78-bd62-6c5241680064" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pneumo_train_loader (class indices): {'NORMAL': 0, 'PNEUMONIA': 1}\n", "Number of training images in pneumonia dataset: 5216\n", "lung_cancer_train_loader (class indices): {'adenocarcinoma_left.lower.lobe': 0, 'large.cell.carcinoma_left.hilum': 1, 'normal': 2, 'squamous.cell.carcinoma_left.hilum': 3}\n", "Number of training images in lung cancer dataset: 613\n", "tb_train_loader (class indices): {'Normal': 0, 'Tuberculosis': 1}\n", "Number of training images in tuberculosis dataset: 2938\n" ] } ], "source": [ "# Displaying class indices and dataset sizes (Only for Training Dataset Components) (⭐ RUN ONLY ONCE)\n", "\n", "print(\"pneumo_train_loader (class indices):\", pneumo_train_dataset.class_to_idx)\n", "print(\"Number of training images in pneumonia dataset:\", len(pneumo_train_dataset))\n", "print(\"lung_cancer_train_loader (class indices):\", lung_cancer_train_dataset.class_to_idx)\n", "print(\"Number of training images in lung cancer dataset:\", len(lung_cancer_train_dataset))\n", "print(\"tb_train_loader (class indices):\", tb_train_dataset.class_to_idx)\n", "print(\"Number of training images in tuberculosis dataset:\", len(tb_train_dataset))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "l_cenp144_zL", "outputId": "bb0cc384-f288-4589-c792-b55f5d0f8076" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Pneumonia:\n", "pneumo_train_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "pneumo_test_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "pneumo_val_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "\n", "Tuberculosis:\n", "tb_train_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "tb_test_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "tb_val_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "\n", "Lung Cancer:\n", "lung_cancer_train_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "lung_cancer_test_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "lung_cancer_val_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n" ] } ], "source": [ "# Function to print image dimensions, batch size, and channel information (⭐ RUN ONLY ONCE)\n", "def print_image_dimensions_and_channels(data_loaders, dataset_name):\n", " print(f\"\\n{dataset_name}:\")\n", " for loader_name, loader in data_loaders.items():\n", " for images, labels in loader:\n", " print(f\"{loader_name} - Image batch shape: {images.shape}\")\n", " print(f\"Batch size: {images.shape[0]} | Channels: {images.shape[1]} | Height: {images.shape[2]} | Width: {images.shape[3]}\")\n", " break # Just inspecting the first batch for each loader\n", "\n", "# Data loaders for each dataset\n", "data_loaders = {\n", " 'Pneumonia': {\n", " 'pneumo_train_loader': pneumo_train_loader,\n", " 'pneumo_test_loader': pneumo_test_loader,\n", " 'pneumo_val_loader': pneumo_val_loader\n", " },\n", " 'Tuberculosis': {\n", " 'tb_train_loader': tb_train_loader,\n", " 'tb_test_loader': tb_test_loader,\n", " 'tb_val_loader': tb_val_loader\n", " },\n", " 'Lung Cancer': {\n", " 'lung_cancer_train_loader': lung_cancer_train_loader,\n", " 'lung_cancer_test_loader': lung_cancer_test_loader,\n", " 'lung_cancer_val_loader': lung_cancer_val_loader\n", " }\n", "}\n", "\n", "# Calling the function for each dataset\n", "for dataset_name, loaders in data_loaders.items():\n", " print_image_dimensions_and_channels(loaders, dataset_name)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 87 }, "id": "v7Ew9lpx4_zM", "outputId": "3682abf6-42dd-4e11-a8df-be0280088dd8" }, "outputs": [ { "data": { "text/plain": [ "'\\nBelow are the Image Preprocessing methods that will be applied to the images of the dataloaders🔻\\n1. Histogram Equalization\\n2. CLAHE (Contrast Limited Adaptive Histogram Equalization)\\n3. Gaussian Blur\\n4. Resizing with Anti-Aliasing\\n5. Edge Enhancement (Sharpening)\\n6. Intensity Normalization\\n7. Tensor Conversion and Normalization to [-1, 1] Range\\n8. Brightness and Contrast\\n'" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''\n", "Below are the Image Preprocessing methods that will be applied to the images of the dataloaders🔻\n", "\n", "1. Histogram Equalization\n", "2. CLAHE (Contrast Limited Adaptive Histogram Equalization)\n", "3. Gaussian Blur\n", "4. Resizing with Anti-Aliasing\n", "5. Edge Enhancement (Sharpening)\n", "6. Intensity Normalization\n", "7. Tensor Conversion and Normalization to [-1, 1] Range\n", "8. Brightness and Contrast\n", "'''" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qUr4vdvG4_zM", "outputId": "3718b598-c65b-4f95-a03f-bdae0231c5c0" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Pneumonia:\n", "train_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "test_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "val_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "\n", "Lung Cancer:\n", "train_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "test_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "val_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "\n", "Tuberculosis:\n", "train_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "test_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n", "val_loader - Image batch shape: torch.Size([8, 3, 224, 224])\n", "Batch size: 8 | Channels: 3 | Height: 224 | Width: 224\n" ] } ], "source": [ "# Putting Data Preprocessing methods to work\n", "\n", "# Defining parameters\n", "img_height, img_width = 224, 224 # Desired dimensions for resizing\n", "batch_size = 8\n", "\n", "# Preprocessing functions\n", "def adjust_brightness_contrast(image, alpha=1.2, beta=50):\n", " \"\"\"\n", " Adjusting brightness and contrast of the image.\n", " Parameters:\n", " - image: Input image (numpy array).\n", " - alpha: Contrast control [1.0-3.0].\n", " - beta: Brightness control [0-100].\n", " Returns:\n", " - Adjusted image.\n", " \"\"\"\n", " return cv2.convertScaleAbs(image, alpha=alpha, beta=beta)\n", "\n", "def apply_histogram_equalization(image):\n", " \"\"\"Applying histogram equalization to enhance contrast.\"\"\"\n", " channels = cv2.split(image)\n", " eq_channels = [cv2.equalizeHist(ch) for ch in channels]\n", " return cv2.merge(eq_channels)\n", "\n", "def apply_clahe(image, clip_limit=2.0, tile_grid_size=(8, 8)):\n", " \"\"\"Applying CLAHE for local contrast enhancement.\"\"\"\n", " clahe = cv2.createCLAHE(clipLimit=clip_limit, tileGridSize=tile_grid_size)\n", " channels = cv2.split(image)\n", " clahe_channels = [clahe.apply(ch) for ch in channels]\n", " return cv2.merge(clahe_channels)\n", "\n", "def apply_gaussian_blur(image, kernel_size=(3, 3)):\n", " \"\"\"Applying Gaussian blur for denoising.\"\"\"\n", " return cv2.GaussianBlur(image, kernel_size, 0)\n", "\n", "def apply_sharpening(image):\n", " \"\"\"Applying edge enhancement using a sharpening filter.\"\"\"\n", " kernel = np.array([[0, -1, 0],\n", " [-1, 5, -1],\n", " [0, -1, 0]])\n", " return cv2.filter2D(image, -1, kernel)\n", "\n", "def normalize_image(image):\n", " \"\"\"Normalizing the image to zero mean and unit variance.\"\"\"\n", " image = (image - np.mean(image)) / np.std(image)\n", " return image\n", "\n", "def resize_image(image, width, height):\n", " \"\"\"Resizing the image to the desired dimensions with anti-aliasing.\"\"\"\n", " return cv2.resize(image, (width, height), interpolation=cv2.INTER_CUBIC)\n", "\n", "# Data Augmentation Pipeline\n", "train_transforms = transforms.Compose([\n", " transforms.RandomHorizontalFlip(), # Horizontal flip\n", " transforms.RandomRotation(30), # Random rotation\n", " transforms.RandomResizedCrop(224), # Random crop and resize\n", " transforms.ColorJitter(brightness=0.3, contrast=0.3, saturation=0.2, hue=0.2), # Random color adjustment\n", " transforms.ToTensor(), # Converting to tensor\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) # Normalizing for RGB\n", "])\n", "\n", "val_test_transforms = transforms.Compose([\n", " transforms.Resize(224), # Resizing for validation and test\n", " transforms.ToTensor(), # Converting to tensor\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) # Normalizing for RGB\n", "])\n", "\n", "# Custom dataset class with preprocessing and data augmentation\n", "class CustomImageDataset(Dataset):\n", " def __init__(self, img_dir, transform=None):\n", " self.img_dir = img_dir\n", " self.classes = sorted(os.listdir(img_dir)) # Getting class names\n", " self.class_to_idx = {cls_name: idx for idx, cls_name in enumerate(self.classes)}\n", " self.image_paths = []\n", " self.labels = []\n", " self.transform = transform\n", "\n", " # Collecting image paths and labels\n", " for cls_name, label in self.class_to_idx.items():\n", " class_dir = os.path.join(img_dir, cls_name)\n", " for img_name in os.listdir(class_dir):\n", " img_path = os.path.join(class_dir, img_name)\n", " self.image_paths.append(img_path)\n", " self.labels.append(label)\n", "\n", " def __len__(self):\n", " return len(self.image_paths)\n", "\n", " def __getitem__(self, idx):\n", " # Loading the image in RGB format\n", " img_path = self.image_paths[idx]\n", " image = cv2.imread(img_path, cv2.IMREAD_COLOR) # Load as BGR\n", " if image is None:\n", " raise ValueError(f\"Image not found: {img_path}\")\n", "\n", " # Converting BGR to RGB\n", " image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n", "\n", " # Applying preprocessing steps\n", " image = apply_histogram_equalization(image)\n", " image = apply_clahe(image)\n", " image = apply_gaussian_blur(image)\n", " image = apply_sharpening(image)\n", "\n", " # Adjusting brightness and contrast\n", " image = adjust_brightness_contrast(image, alpha=1.2, beta=50)\n", "\n", " # Resizing image\n", " image = resize_image(image, img_width, img_height)\n", "\n", " # Normalizing image\n", " image = normalize_image(image)\n", "\n", " # Converting to PIL Image for transformations\n", " image = Image.fromarray(image.astype(np.uint8))\n", "\n", " # Applying the transformation (augmentation or normalizing)\n", " if self.transform:\n", " image = self.transform(image)\n", "\n", " # Getting label\n", " label = self.labels[idx]\n", "\n", " return image, label\n", "\n", "\n", "# Function to create data loaders with the applied preprocessing techniques and data augmentation\n", "def create_data_loaders(base_dirs, batch_size=8):\n", " data_loaders = {}\n", "\n", " for dataset_name, base_dir in base_dirs.items():\n", " # Creating datasets\n", " train_dataset = CustomImageDataset(os.path.join(base_dir, 'train'), transform=train_transforms)\n", " test_dataset = CustomImageDataset(os.path.join(base_dir, 'test'), transform=val_test_transforms)\n", " val_dataset = CustomImageDataset(os.path.join(base_dir, 'val'), transform=val_test_transforms)\n", "\n", " train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True, drop_last=True)\n", " test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False, drop_last=True)\n", " val_loader = DataLoader(val_dataset, batch_size=batch_size, shuffle=False, drop_last=True)\n", "\n", "\n", " # Storing the data loaders for later use\n", " data_loaders[dataset_name] = {\n", " 'train_loader': train_loader,\n", " 'test_loader': test_loader,\n", " 'val_loader': val_loader\n", " }\n", "\n", " return data_loaders\n", "\n", "# Dataset paths\n", "base_dirs = {\n", " \"Pneumonia\": r'Datasets/Pneumonia_Chest_X_Ray_Extracted',\n", " \"Lung Cancer\": r'Datasets/Lung_Cancer_CT_Scan_Extracted',\n", " \"Tuberculosis\": r'Datasets/Tuberculosis_Chest_X_Ray_Extracted_Split'\n", "}\n", "\n", "# Creating data loaders with preprocessing and data augmentation\n", "data_loaders = create_data_loaders(base_dirs, batch_size)\n", "\n", "# Function to print image dimensions, batch size, and channel information\n", "def print_image_dimensions_and_channels(data_loaders, dataset_name):\n", " print(f\"\\n{dataset_name}:\")\n", " for loader_name, loader in data_loaders.items():\n", " for images, labels in loader:\n", " print(f\"{loader_name} - Image batch shape: {images.shape}\")\n", " print(f\"Batch size: {images.shape[0]} | Channels: {images.shape[1]} | Height: {images.shape[2]} | Width: {images.shape[3]}\")\n", " break # Just inspecting the first batch for each loader\n", "\n", "# Calling the function for each dataset\n", "for dataset_name, loaders in data_loaders.items():\n", " print_image_dimensions_and_channels(loaders, dataset_name)" ] }, { "cell_type": "markdown", "metadata": { "id": "GSbeq_bT4_zN" }, "source": [ "
\n", "
\n", "\n", "### **STEP - 4 : Model Selection and Architecture Development**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "vL1l0VztyFA7" }, "outputs": [], "source": [ "from torchvision.models import densenet121\n", "from torchvision.transforms import Resize\n", "\n", "# Simplified ViT-like transformer module\n", "class SimpleViT(nn.Module):\n", " def __init__(self, input_dim, num_heads, mlp_dim, num_layers):\n", " super(SimpleViT, self).__init__()\n", " # Reduced TransformerEncoder layer complexity\n", " self.transformer_blocks = nn.ModuleList([\n", " nn.TransformerEncoderLayer(\n", " d_model=input_dim,\n", " nhead=num_heads,\n", " dim_feedforward=mlp_dim,\n", " dropout=0.1\n", " ) for _ in range(num_layers)\n", " ])\n", "\n", " def forward(self, x):\n", " # Flattening the spatial dimensions\n", " B, C, H, W = x.shape\n", " x = x.flatten(2).permute(2, 0, 1) # Reshaping for transformer\n", " for block in self.transformer_blocks:\n", " x = block(x)\n", " x = x.permute(1, 2, 0).reshape(B, C, H, W) # Restoring the original shape\n", " return x\n", "\n", "\n", "# Adjusted Hybrid DenseNet + Simplified ViT Architecture\n", "class LightweightHybridDenseNetViT(nn.Module):\n", " def __init__(self):\n", " super(LightweightHybridDenseNetViT, self).__init__()\n", "\n", " # Loading a lighter DenseNet backbone\n", " self.densenet = densenet121(pretrained=False) # Base DenseNet backbone\n", "\n", " # Reducing the output channels from DenseNet to smaller dimensions\n", " self.conv_reduce = nn.Conv2d(1024, 64, kernel_size=1) # Fewer channels\n", "\n", " # ViT processing module with reduced complexity\n", " self.vit = SimpleViT(input_dim=64, num_heads=2, mlp_dim=128, num_layers=1)\n", "\n", " # Task-specific classification heads\n", " self.fc_pneumonia = nn.Linear(64, 1) # Binary classification (Pneumonia)\n", " self.fc_tuberculosis = nn.Linear(64, 1) # Binary classification (Tuberculosis)\n", " self.fc_lung_cancer = nn.Linear(64, 4) # Multi-class output (Lung Cancer)\n", "\n", " def forward(self, x):\n", " # Extracting DenseNet features\n", " x = self.densenet.features(x) # Extracting DenseNet feature maps\n", " x = self.conv_reduce(x) # Reducing the number of feature channels\n", "\n", " # Passing through simplified ViT module\n", " x = self.vit(x)\n", "\n", " # Applying Global Average Pooling (GAP)\n", " x = x.mean(dim=[2, 3]) # Pooling across spatial dimensions\n", "\n", " # Task-specific classification\n", " pneumonia_output = torch.sigmoid(self.fc_pneumonia(x)) # Binary sigmoid output\n", " tuberculosis_output = torch.sigmoid(self.fc_tuberculosis(x)) # Binary sigmoid output\n", " lung_cancer_output = self.fc_lung_cancer(x) # Multi-class logits\n", "\n", " return pneumonia_output, tuberculosis_output, lung_cancer_output" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "78z6Xbg4zAFW", "outputId": "988d96f0-db7a-4861-92a6-ec8edd9c1087" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Device : cpu\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "e:\\anaconda3\\envs\\CVIP_ENV\\Lib\\site-packages\\torchvision\\models\\_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", " warnings.warn(\n", "e:\\anaconda3\\envs\\CVIP_ENV\\Lib\\site-packages\\torchvision\\models\\_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=None`.\n", " warnings.warn(msg)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Pneumonia output: torch.Size([8, 1])\n", "Tuberculosis output: torch.Size([8, 1])\n", "Lung Cancer output: torch.Size([8, 4])\n" ] } ], "source": [ "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "print(\"Device : \", device)\n", "\n", "# Example usage (Dummy Input)\n", "model = LightweightHybridDenseNetViT().to(device)\n", "sample_input = torch.randn(8, 3, 224, 224).to(device) # Batch of 8 images\n", "pneumonia_out, tuberculosis_out, lung_cancer_out = model(sample_input)\n", "\n", "print(\"Pneumonia output:\", pneumonia_out.shape)\n", "print(\"Tuberculosis output:\", tuberculosis_out.shape)\n", "print(\"Lung Cancer output:\", lung_cancer_out.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "IikNLzyW4_zO" }, "source": [ "
\n", "
\n", "\n", "### STEP - 5 : Model Training and Validation" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "rQyec3JNzPVW" }, "outputs": [], "source": [ "import torch.optim as optim\n", "from tqdm import tqdm\n", "\n", "def calculate_accuracy(predictions, labels, threshold=0.5):\n", " \"\"\"Calculating accuracy for binary classification tasks.\"\"\"\n", " preds = (predictions > threshold).float()\n", " return (preds == labels).float().mean().item()\n", "\n", "def train_model(model, train_loader_dict, val_loader_dict, num_epochs):\n", "\n", " # Defining optimizers and schedulers\n", " optimizer = optim.Adam(model.parameters(), lr=1e-4)\n", " scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=5, gamma=0.1)\n", "\n", " # Defining loss functions\n", " bce_loss = nn.BCELoss() # Binary Cross Entropy\n", " ce_loss = nn.CrossEntropyLoss() # Cross Entropy Loss\n", "\n", " for epoch in range(num_epochs):\n", " print(f\"Epoch {epoch + 1}/{num_epochs}\")\n", " print(\"-\" * 50)\n", "\n", " # Metrics placeholders\n", " train_loss = {\"pneumonia\": 0, \"tuberculosis\": 0, \"lung_cancer\": 0}\n", " train_acc = {\"pneumonia\": 0, \"tuberculosis\": 0, \"lung_cancer\": 0}\n", " val_loss = {\"pneumonia\": 0, \"tuberculosis\": 0, \"lung_cancer\": 0}\n", " val_acc = {\"pneumonia\": 0, \"tuberculosis\": 0, \"lung_cancer\": 0}\n", "\n", " # Training over individual disease loaders\n", " model.train()\n", " for task, loader in train_loader_dict.items():\n", " for inputs, labels in tqdm(loader, desc=f\"Training {task.capitalize()}\"):\n", " inputs = inputs.to(device)\n", " # Handling labels conversion for the specific disease\n", " if task == 'pneumonia':\n", " labels = labels.to(device).float()\n", " loss = bce_loss(model(inputs)[0], labels.unsqueeze(1))\n", " acc = calculate_accuracy(model(inputs)[0], labels.unsqueeze(1))\n", " elif task == 'tuberculosis':\n", " labels = labels.to(device).float()\n", " loss = bce_loss(model(inputs)[1], labels.unsqueeze(1))\n", " acc = calculate_accuracy(model(inputs)[1], labels.unsqueeze(1))\n", " elif task == 'lung_cancer':\n", " labels = labels.to(device).long()\n", " loss = ce_loss(model(inputs)[2], labels)\n", " acc = (model(inputs)[2].argmax(1) == labels).float().mean().item()\n", "\n", " # Backward pass\n", " optimizer.zero_grad()\n", " loss.backward()\n", " optimizer.step()\n", "\n", " # Accumulate metrics\n", " train_loss[task] += loss.item()\n", " train_acc[task] += acc\n", "\n", " # Average training metrics\n", " for task in train_loss:\n", " train_loss[task] /= len(train_loader_dict[task])\n", " train_acc[task] /= len(train_loader_dict[task])\n", "\n", " # Validation phase\n", " model.eval()\n", " with torch.no_grad():\n", " for task, loader in val_loader_dict.items():\n", " for inputs, labels in tqdm(loader, desc=f\"Validating {task.capitalize()}\"):\n", " inputs = inputs.to(device)\n", " if task == 'pneumonia':\n", " labels = labels.to(device).float()\n", " loss = bce_loss(model(inputs)[0], labels.unsqueeze(1))\n", " acc = calculate_accuracy(model(inputs)[0], labels.unsqueeze(1))\n", " elif task == 'tuberculosis':\n", " labels = labels.to(device).float()\n", " loss = bce_loss(model(inputs)[1], labels.unsqueeze(1))\n", " acc = calculate_accuracy(model(inputs)[1], labels.unsqueeze(1))\n", " elif task == 'lung_cancer':\n", " labels = labels.to(device).long()\n", " loss = ce_loss(model(inputs)[2], labels)\n", " acc = (model(inputs)[2].argmax(1) == labels).float().mean().item()\n", "\n", " # Accumulating metrics\n", " val_loss[task] += loss.item()\n", " val_acc[task] += acc\n", "\n", " # Averaging validation metrics\n", " for task in val_loss:\n", " val_loss[task] /= len(val_loader_dict[task])\n", " val_acc[task] /= len(val_loader_dict[task])\n", "\n", " # Printing metrics\n", " print(\"Training Loss and Accuracy:\")\n", " for task in train_loss:\n", " print(f\" {task.capitalize()} - Loss: {train_loss[task]:.4f}, Accuracy: {train_acc[task] * 100:.2f}%\")\n", "\n", " print(\"Validation Loss and Accuracy:\")\n", " for task in val_loss:\n", " print(f\" {task.capitalize()} - Loss: {val_loss[task]:.4f}, Accuracy: {val_acc[task] * 100:.2f}%\")\n", "\n", " # Stepping the scheduler\n", " scheduler.step()\n", " print(\"Training complete.\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "T2DFC3JBzU7Z", "outputId": "37c2df5b-2728-4aea-eece-0e15ea70bc33" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [1:37:33<00:00, 8.98s/it]\n", "Training Tuberculosis: 100%|██████████| 367/367 [49:46<00:00, 8.14s/it]\n", "Training Lung_cancer: 100%|██████████| 76/76 [07:52<00:00, 6.21s/it]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:06<00:00, 3.39s/it]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [10:32<00:00, 8.11s/it]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:57<00:00, 6.43s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.4485, Accuracy: 79.45%\n", " Tuberculosis - Loss: 0.3559, Accuracy: 87.40%\n", " Lung_cancer - Loss: 1.2547, Accuracy: 35.69%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 0.6277, Accuracy: 75.00%\n", " Tuberculosis - Loss: 0.3235, Accuracy: 91.19%\n", " Lung_cancer - Loss: 1.1734, Accuracy: 40.28%\n", "Epoch 2/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:22<00:00, 2.49it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:51<00:00, 3.28it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:21<00:00, 3.49it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.34it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.53it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.17it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.3980, Accuracy: 82.36%\n", " Tuberculosis - Loss: 0.2757, Accuracy: 90.50%\n", " Lung_cancer - Loss: 1.1932, Accuracy: 43.91%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.0123, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3003, Accuracy: 89.74%\n", " Lung_cancer - Loss: 1.0841, Accuracy: 44.44%\n", "Epoch 3/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:22<00:00, 2.49it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:52<00:00, 3.26it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:20<00:00, 3.70it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.29it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.34it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.28it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.3588, Accuracy: 84.14%\n", " Tuberculosis - Loss: 0.2600, Accuracy: 91.45%\n", " Lung_cancer - Loss: 1.1116, Accuracy: 48.03%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.3843, Accuracy: 50.00%\n", " Tuberculosis - Loss: 1.4662, Accuracy: 27.88%\n", " Lung_cancer - Loss: 1.1177, Accuracy: 45.83%\n", "Epoch 4/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:28<00:00, 2.43it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:51<00:00, 3.29it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.83it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.30it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.45it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.11it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.3357, Accuracy: 85.39%\n", " Tuberculosis - Loss: 0.2563, Accuracy: 91.14%\n", " Lung_cancer - Loss: 1.0960, Accuracy: 49.34%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6812, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3323, Accuracy: 87.50%\n", " Lung_cancer - Loss: 1.2308, Accuracy: 40.28%\n", "Epoch 5/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:25<00:00, 2.45it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.35it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.90it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.59it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.61it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.84it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.3118, Accuracy: 86.89%\n", " Tuberculosis - Loss: 0.2479, Accuracy: 91.18%\n", " Lung_cancer - Loss: 1.0600, Accuracy: 51.64%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.2585, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6471, Accuracy: 69.87%\n", " Lung_cancer - Loss: 1.1297, Accuracy: 45.83%\n", "Epoch 6/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.92it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.43it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.54it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.35it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.3103, Accuracy: 87.15%\n", " Tuberculosis - Loss: 0.2213, Accuracy: 92.64%\n", " Lung_cancer - Loss: 1.0180, Accuracy: 53.12%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.4418, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5441, Accuracy: 76.60%\n", " Lung_cancer - Loss: 1.1404, Accuracy: 44.44%\n", "Epoch 7/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.90it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.38it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.43it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2880, Accuracy: 87.56%\n", " Tuberculosis - Loss: 0.2138, Accuracy: 92.81%\n", " Lung_cancer - Loss: 1.0181, Accuracy: 51.97%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.3866, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.8153, Accuracy: 59.29%\n", " Lung_cancer - Loss: 1.1733, Accuracy: 41.67%\n", "Epoch 8/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.36it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.90it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.42it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.61it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.04it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2668, Accuracy: 88.98%\n", " Tuberculosis - Loss: 0.2151, Accuracy: 92.85%\n", " Lung_cancer - Loss: 1.0242, Accuracy: 52.30%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.1560, Accuracy: 50.00%\n", " Tuberculosis - Loss: 1.3264, Accuracy: 38.46%\n", " Lung_cancer - Loss: 1.2516, Accuracy: 36.11%\n", "Epoch 9/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.90it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.40it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.55it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.69it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2616, Accuracy: 88.65%\n", " Tuberculosis - Loss: 0.2010, Accuracy: 93.43%\n", " Lung_cancer - Loss: 1.0136, Accuracy: 54.28%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.4110, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5485, Accuracy: 72.92%\n", " Lung_cancer - Loss: 1.1089, Accuracy: 43.06%\n", "Epoch 10/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.89it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.25it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.55it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2641, Accuracy: 89.13%\n", " Tuberculosis - Loss: 0.2045, Accuracy: 92.92%\n", " Lung_cancer - Loss: 0.9987, Accuracy: 53.12%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7067, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4338, Accuracy: 82.37%\n", " Lung_cancer - Loss: 1.0785, Accuracy: 41.67%\n", "Epoch 11/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:17<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.94it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.17it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.66it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.08it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2489, Accuracy: 90.34%\n", " Tuberculosis - Loss: 0.2015, Accuracy: 92.71%\n", " Lung_cancer - Loss: 0.9996, Accuracy: 56.09%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7082, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.8173, Accuracy: 59.46%\n", " Lung_cancer - Loss: 1.1755, Accuracy: 38.89%\n", "Epoch 12/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:16<00:00, 2.54it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:47<00:00, 3.40it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.92it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.23it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.64it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.12it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2556, Accuracy: 89.59%\n", " Tuberculosis - Loss: 0.2040, Accuracy: 92.81%\n", " Lung_cancer - Loss: 0.9943, Accuracy: 51.32%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.5402, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.9446, Accuracy: 53.04%\n", " Lung_cancer - Loss: 1.2818, Accuracy: 37.50%\n", "Epoch 13/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:17<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.92it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.61it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.62it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.16it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2452, Accuracy: 90.11%\n", " Tuberculosis - Loss: 0.1933, Accuracy: 93.12%\n", " Lung_cancer - Loss: 1.0163, Accuracy: 51.48%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7192, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6057, Accuracy: 70.51%\n", " Lung_cancer - Loss: 1.1613, Accuracy: 38.89%\n", "Epoch 14/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.92it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.61it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.66it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.16it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2551, Accuracy: 89.23%\n", " Tuberculosis - Loss: 0.1952, Accuracy: 93.36%\n", " Lung_cancer - Loss: 0.9756, Accuracy: 54.61%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6398, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.7491, Accuracy: 63.14%\n", " Lung_cancer - Loss: 1.1783, Accuracy: 40.28%\n", "Epoch 15/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:17<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:50<00:00, 3.33it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.87it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.58it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.54it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.46it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2477, Accuracy: 89.67%\n", " Tuberculosis - Loss: 0.1959, Accuracy: 93.49%\n", " Lung_cancer - Loss: 0.9786, Accuracy: 55.10%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8223, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3609, Accuracy: 86.38%\n", " Lung_cancer - Loss: 1.0880, Accuracy: 44.44%\n", "Epoch 16/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.91it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.25it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.62it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.17it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2504, Accuracy: 89.57%\n", " Tuberculosis - Loss: 0.1949, Accuracy: 93.29%\n", " Lung_cancer - Loss: 0.9984, Accuracy: 52.63%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.9239, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3149, Accuracy: 88.62%\n", " Lung_cancer - Loss: 1.0502, Accuracy: 44.44%\n", "Epoch 17/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.85it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.50it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.69it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.27it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2552, Accuracy: 89.59%\n", " Tuberculosis - Loss: 0.1931, Accuracy: 93.02%\n", " Lung_cancer - Loss: 0.9897, Accuracy: 53.45%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6310, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6939, Accuracy: 65.22%\n", " Lung_cancer - Loss: 1.1264, Accuracy: 40.28%\n", "Epoch 18/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.36it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.88it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.51it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.59it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2533, Accuracy: 89.63%\n", " Tuberculosis - Loss: 0.1978, Accuracy: 93.32%\n", " Lung_cancer - Loss: 0.9704, Accuracy: 56.09%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 2.0193, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.2692, Accuracy: 90.38%\n", " Lung_cancer - Loss: 1.0737, Accuracy: 43.06%\n", "Epoch 19/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.86it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.49it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.54it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.40it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2419, Accuracy: 90.01%\n", " Tuberculosis - Loss: 0.1941, Accuracy: 93.49%\n", " Lung_cancer - Loss: 0.9851, Accuracy: 56.09%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7809, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6274, Accuracy: 69.71%\n", " Lung_cancer - Loss: 1.1871, Accuracy: 40.28%\n", "Epoch 20/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.94it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.59it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.54it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.14it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2496, Accuracy: 90.34%\n", " Tuberculosis - Loss: 0.1952, Accuracy: 93.46%\n", " Lung_cancer - Loss: 0.9848, Accuracy: 53.62%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8239, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5080, Accuracy: 78.21%\n", " Lung_cancer - Loss: 1.1332, Accuracy: 40.28%\n", "Epoch 21/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:17<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.95it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.47it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.58it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2542, Accuracy: 89.03%\n", " Tuberculosis - Loss: 0.1991, Accuracy: 93.15%\n", " Lung_cancer - Loss: 0.9767, Accuracy: 54.11%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7519, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5465, Accuracy: 74.68%\n", " Lung_cancer - Loss: 1.1154, Accuracy: 43.06%\n", "Epoch 22/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.89it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.29it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.59it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2514, Accuracy: 89.55%\n", " Tuberculosis - Loss: 0.1974, Accuracy: 92.98%\n", " Lung_cancer - Loss: 0.9645, Accuracy: 54.93%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8078, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3693, Accuracy: 86.38%\n", " Lung_cancer - Loss: 1.1175, Accuracy: 41.67%\n", "Epoch 23/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.86it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.48it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.60it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.09it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2473, Accuracy: 89.24%\n", " Tuberculosis - Loss: 0.1891, Accuracy: 93.43%\n", " Lung_cancer - Loss: 0.9971, Accuracy: 52.14%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7252, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6565, Accuracy: 67.95%\n", " Lung_cancer - Loss: 1.1487, Accuracy: 41.67%\n", "Epoch 24/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.34it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.88it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.44it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.56it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2559, Accuracy: 89.13%\n", " Tuberculosis - Loss: 0.1993, Accuracy: 92.88%\n", " Lung_cancer - Loss: 0.9955, Accuracy: 55.10%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6689, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6637, Accuracy: 66.99%\n", " Lung_cancer - Loss: 1.1711, Accuracy: 40.28%\n", "Epoch 25/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:25<00:00, 2.46it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.35it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.85it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.41it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.52it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2470, Accuracy: 89.46%\n", " Tuberculosis - Loss: 0.2024, Accuracy: 93.32%\n", " Lung_cancer - Loss: 1.0007, Accuracy: 54.61%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6493, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6359, Accuracy: 68.75%\n", " Lung_cancer - Loss: 1.1772, Accuracy: 40.28%\n", "Epoch 26/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:22<00:00, 2.48it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:50<00:00, 3.32it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.89it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.30it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.45it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2529, Accuracy: 89.61%\n", " Tuberculosis - Loss: 0.1991, Accuracy: 93.29%\n", " Lung_cancer - Loss: 0.9908, Accuracy: 54.44%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7250, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3741, Accuracy: 85.58%\n", " Lung_cancer - Loss: 1.0810, Accuracy: 43.06%\n", "Epoch 27/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:22<00:00, 2.48it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.35it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.85it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.57it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.54it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.83it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2584, Accuracy: 89.55%\n", " Tuberculosis - Loss: 0.1968, Accuracy: 93.26%\n", " Lung_cancer - Loss: 0.9858, Accuracy: 55.76%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8280, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4863, Accuracy: 78.53%\n", " Lung_cancer - Loss: 1.1178, Accuracy: 40.28%\n", "Epoch 28/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.93it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.49it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.55it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.62it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2401, Accuracy: 90.01%\n", " Tuberculosis - Loss: 0.2000, Accuracy: 93.15%\n", " Lung_cancer - Loss: 0.9938, Accuracy: 54.44%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6079, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5372, Accuracy: 75.64%\n", " Lung_cancer - Loss: 1.1211, Accuracy: 41.67%\n", "Epoch 29/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.92it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.49it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.56it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2399, Accuracy: 90.26%\n", " Tuberculosis - Loss: 0.2000, Accuracy: 92.92%\n", " Lung_cancer - Loss: 0.9670, Accuracy: 53.62%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6201, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6685, Accuracy: 67.15%\n", " Lung_cancer - Loss: 1.1415, Accuracy: 38.89%\n", "Epoch 30/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:50<00:00, 3.34it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.86it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.43it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.43it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.74it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2451, Accuracy: 90.26%\n", " Tuberculosis - Loss: 0.1992, Accuracy: 93.19%\n", " Lung_cancer - Loss: 0.9796, Accuracy: 55.92%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8303, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5070, Accuracy: 77.72%\n", " Lung_cancer - Loss: 1.1125, Accuracy: 40.28%\n", "Epoch 31/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:22<00:00, 2.48it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:50<00:00, 3.32it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.89it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.52it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.53it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.02it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2507, Accuracy: 89.70%\n", " Tuberculosis - Loss: 0.1951, Accuracy: 93.26%\n", " Lung_cancer - Loss: 0.9826, Accuracy: 56.41%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.5816, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.9656, Accuracy: 52.24%\n", " Lung_cancer - Loss: 1.1989, Accuracy: 38.89%\n", "Epoch 32/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.36it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.86it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.50it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.60it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2445, Accuracy: 89.61%\n", " Tuberculosis - Loss: 0.1959, Accuracy: 92.88%\n", " Lung_cancer - Loss: 0.9866, Accuracy: 52.30%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8205, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3483, Accuracy: 87.34%\n", " Lung_cancer - Loss: 1.0787, Accuracy: 44.44%\n", "Epoch 33/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:17<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.88it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.58it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.63it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.32it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2433, Accuracy: 89.70%\n", " Tuberculosis - Loss: 0.2013, Accuracy: 93.05%\n", " Lung_cancer - Loss: 0.9876, Accuracy: 55.76%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7686, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4390, Accuracy: 81.73%\n", " Lung_cancer - Loss: 1.1155, Accuracy: 41.67%\n", "Epoch 34/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.86it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.53it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.54it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2548, Accuracy: 89.38%\n", " Tuberculosis - Loss: 0.2004, Accuracy: 92.98%\n", " Lung_cancer - Loss: 0.9797, Accuracy: 54.44%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7307, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5859, Accuracy: 72.12%\n", " Lung_cancer - Loss: 1.1505, Accuracy: 41.67%\n", "Epoch 35/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.93it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.63it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.56it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.58it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2544, Accuracy: 89.53%\n", " Tuberculosis - Loss: 0.2006, Accuracy: 93.15%\n", " Lung_cancer - Loss: 1.0051, Accuracy: 51.15%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6876, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5394, Accuracy: 75.64%\n", " Lung_cancer - Loss: 1.1054, Accuracy: 41.67%\n", "Epoch 36/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.92it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.52it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.54it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.18it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2478, Accuracy: 89.99%\n", " Tuberculosis - Loss: 0.1939, Accuracy: 93.46%\n", " Lung_cancer - Loss: 1.0016, Accuracy: 53.29%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7098, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5094, Accuracy: 77.56%\n", " Lung_cancer - Loss: 1.1060, Accuracy: 40.28%\n", "Epoch 37/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.85it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.42it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.59it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2552, Accuracy: 89.65%\n", " Tuberculosis - Loss: 0.1975, Accuracy: 93.02%\n", " Lung_cancer - Loss: 0.9816, Accuracy: 55.43%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8764, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3190, Accuracy: 88.62%\n", " Lung_cancer - Loss: 1.1198, Accuracy: 41.67%\n", "Epoch 38/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.35it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.89it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.49it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.58it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.02it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2407, Accuracy: 89.99%\n", " Tuberculosis - Loss: 0.1901, Accuracy: 93.39%\n", " Lung_cancer - Loss: 0.9923, Accuracy: 52.47%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7799, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4238, Accuracy: 82.53%\n", " Lung_cancer - Loss: 1.1384, Accuracy: 44.44%\n", "Epoch 39/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.35it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.90it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.42it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.51it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2489, Accuracy: 89.63%\n", " Tuberculosis - Loss: 0.2009, Accuracy: 93.02%\n", " Lung_cancer - Loss: 0.9719, Accuracy: 54.44%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7645, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5443, Accuracy: 74.68%\n", " Lung_cancer - Loss: 1.1327, Accuracy: 43.06%\n", "Epoch 40/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.49it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.34it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.83it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.46it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.52it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.78it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2436, Accuracy: 89.88%\n", " Tuberculosis - Loss: 0.1964, Accuracy: 93.12%\n", " Lung_cancer - Loss: 0.9863, Accuracy: 53.12%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8441, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4484, Accuracy: 81.09%\n", " Lung_cancer - Loss: 1.0992, Accuracy: 43.06%\n", "Epoch 41/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:28<00:00, 2.43it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:52<00:00, 3.25it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.83it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.37it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.48it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.48it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2553, Accuracy: 88.80%\n", " Tuberculosis - Loss: 0.1990, Accuracy: 93.43%\n", " Lung_cancer - Loss: 0.9886, Accuracy: 54.61%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7469, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3938, Accuracy: 83.81%\n", " Lung_cancer - Loss: 1.1618, Accuracy: 41.67%\n", "Epoch 42/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.93it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.56it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.51it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.84it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2485, Accuracy: 89.78%\n", " Tuberculosis - Loss: 0.1938, Accuracy: 93.22%\n", " Lung_cancer - Loss: 0.9699, Accuracy: 55.92%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8627, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.2897, Accuracy: 90.22%\n", " Lung_cancer - Loss: 1.1270, Accuracy: 43.06%\n", "Epoch 43/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:50<00:00, 3.32it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.84it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.46it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.54it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.62it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2494, Accuracy: 89.46%\n", " Tuberculosis - Loss: 0.1979, Accuracy: 92.98%\n", " Lung_cancer - Loss: 1.0005, Accuracy: 52.96%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7068, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5219, Accuracy: 76.92%\n", " Lung_cancer - Loss: 1.1534, Accuracy: 43.06%\n", "Epoch 44/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:23<00:00, 2.48it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.35it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.93it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.19it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.53it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2491, Accuracy: 89.67%\n", " Tuberculosis - Loss: 0.2044, Accuracy: 93.36%\n", " Lung_cancer - Loss: 0.9944, Accuracy: 52.80%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7848, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3569, Accuracy: 86.54%\n", " Lung_cancer - Loss: 1.0880, Accuracy: 41.67%\n", "Epoch 45/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.91it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.57it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.61it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.84it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2490, Accuracy: 89.69%\n", " Tuberculosis - Loss: 0.1992, Accuracy: 92.95%\n", " Lung_cancer - Loss: 1.0063, Accuracy: 53.62%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6338, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6016, Accuracy: 70.51%\n", " Lung_cancer - Loss: 1.2311, Accuracy: 38.89%\n", "Epoch 46/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.92it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.42it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.50it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2498, Accuracy: 89.23%\n", " Tuberculosis - Loss: 0.1952, Accuracy: 93.32%\n", " Lung_cancer - Loss: 0.9946, Accuracy: 52.96%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.9328, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.2696, Accuracy: 90.54%\n", " Lung_cancer - Loss: 1.0640, Accuracy: 43.06%\n", "Epoch 47/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:50<00:00, 3.31it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.89it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.23it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.51it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2559, Accuracy: 89.03%\n", " Tuberculosis - Loss: 0.1984, Accuracy: 93.12%\n", " Lung_cancer - Loss: 0.9838, Accuracy: 54.93%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.9440, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3446, Accuracy: 87.18%\n", " Lung_cancer - Loss: 1.0885, Accuracy: 41.67%\n", "Epoch 48/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.34it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.86it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.42it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.56it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2549, Accuracy: 89.24%\n", " Tuberculosis - Loss: 0.1976, Accuracy: 93.32%\n", " Lung_cancer - Loss: 0.9704, Accuracy: 56.09%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6318, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.7533, Accuracy: 62.34%\n", " Lung_cancer - Loss: 1.1663, Accuracy: 40.28%\n", "Epoch 49/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.49it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:50<00:00, 3.31it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.87it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.27it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.49it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2491, Accuracy: 89.70%\n", " Tuberculosis - Loss: 0.2004, Accuracy: 93.12%\n", " Lung_cancer - Loss: 0.9928, Accuracy: 54.93%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8940, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3222, Accuracy: 87.98%\n", " Lung_cancer - Loss: 1.0649, Accuracy: 43.06%\n", "Epoch 50/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:23<00:00, 2.48it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.35it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.86it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.42it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.53it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 4.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2425, Accuracy: 89.84%\n", " Tuberculosis - Loss: 0.2032, Accuracy: 92.81%\n", " Lung_cancer - Loss: 0.9958, Accuracy: 53.62%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8669, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4312, Accuracy: 81.57%\n", " Lung_cancer - Loss: 1.1276, Accuracy: 40.28%\n", "Epoch 51/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:22<00:00, 2.48it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.34it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.86it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.36it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.50it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2543, Accuracy: 89.47%\n", " Tuberculosis - Loss: 0.1949, Accuracy: 93.12%\n", " Lung_cancer - Loss: 0.9957, Accuracy: 52.63%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8212, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5306, Accuracy: 75.80%\n", " Lung_cancer - Loss: 1.1078, Accuracy: 40.28%\n", "Epoch 52/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:22<00:00, 2.49it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.35it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.87it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.54it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.56it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.53it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2561, Accuracy: 89.46%\n", " Tuberculosis - Loss: 0.1953, Accuracy: 93.43%\n", " Lung_cancer - Loss: 0.9549, Accuracy: 55.10%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.5987, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.9634, Accuracy: 51.44%\n", " Lung_cancer - Loss: 1.1892, Accuracy: 40.28%\n", "Epoch 53/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.49it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:50<00:00, 3.32it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.84it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.55it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.57it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2538, Accuracy: 89.70%\n", " Tuberculosis - Loss: 0.1975, Accuracy: 93.15%\n", " Lung_cancer - Loss: 0.9839, Accuracy: 52.80%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8459, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4366, Accuracy: 82.05%\n", " Lung_cancer - Loss: 1.0999, Accuracy: 40.28%\n", "Epoch 54/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.91it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.57it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.59it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.43it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2511, Accuracy: 89.70%\n", " Tuberculosis - Loss: 0.1934, Accuracy: 93.49%\n", " Lung_cancer - Loss: 0.9694, Accuracy: 55.26%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8280, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3359, Accuracy: 87.66%\n", " Lung_cancer - Loss: 1.1165, Accuracy: 43.06%\n", "Epoch 55/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:22<00:00, 2.48it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.34it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.88it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.39it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.52it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2537, Accuracy: 89.55%\n", " Tuberculosis - Loss: 0.1849, Accuracy: 93.70%\n", " Lung_cancer - Loss: 0.9713, Accuracy: 55.43%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7213, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5590, Accuracy: 74.20%\n", " Lung_cancer - Loss: 1.0983, Accuracy: 41.67%\n", "Epoch 56/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.36it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.81it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.50it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.52it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.37it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2435, Accuracy: 90.18%\n", " Tuberculosis - Loss: 0.1914, Accuracy: 93.36%\n", " Lung_cancer - Loss: 0.9732, Accuracy: 52.63%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.9649, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.2757, Accuracy: 90.06%\n", " Lung_cancer - Loss: 1.0696, Accuracy: 44.44%\n", "Epoch 57/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:26<00:00, 2.45it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:51<00:00, 3.30it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.87it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.45it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.49it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.32it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2444, Accuracy: 90.03%\n", " Tuberculosis - Loss: 0.1965, Accuracy: 93.15%\n", " Lung_cancer - Loss: 0.9803, Accuracy: 55.59%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8307, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5110, Accuracy: 77.24%\n", " Lung_cancer - Loss: 1.1930, Accuracy: 41.67%\n", "Epoch 58/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.36it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.92it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.54it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.54it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.07it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2444, Accuracy: 89.86%\n", " Tuberculosis - Loss: 0.2003, Accuracy: 92.88%\n", " Lung_cancer - Loss: 0.9884, Accuracy: 53.78%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7771, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3322, Accuracy: 87.50%\n", " Lung_cancer - Loss: 1.0886, Accuracy: 44.44%\n", "Epoch 59/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.35it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.89it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.56it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.56it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2470, Accuracy: 89.76%\n", " Tuberculosis - Loss: 0.1932, Accuracy: 93.66%\n", " Lung_cancer - Loss: 0.9865, Accuracy: 53.45%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7898, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4424, Accuracy: 81.09%\n", " Lung_cancer - Loss: 1.1036, Accuracy: 43.06%\n", "Epoch 60/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.87it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.45it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.58it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.54it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2489, Accuracy: 89.69%\n", " Tuberculosis - Loss: 0.1983, Accuracy: 93.26%\n", " Lung_cancer - Loss: 0.9650, Accuracy: 56.74%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6450, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.7088, Accuracy: 64.74%\n", " Lung_cancer - Loss: 1.1643, Accuracy: 41.67%\n", "Epoch 61/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:50<00:00, 3.33it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:20<00:00, 3.76it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.07it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.46it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.83it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2502, Accuracy: 89.21%\n", " Tuberculosis - Loss: 0.1921, Accuracy: 93.39%\n", " Lung_cancer - Loss: 0.9797, Accuracy: 53.12%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7796, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3183, Accuracy: 88.30%\n", " Lung_cancer - Loss: 1.0732, Accuracy: 43.06%\n", "Epoch 62/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:23<00:00, 2.47it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.34it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.89it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.35it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.44it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.19it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2526, Accuracy: 89.24%\n", " Tuberculosis - Loss: 0.1955, Accuracy: 93.26%\n", " Lung_cancer - Loss: 0.9779, Accuracy: 54.77%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8080, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3720, Accuracy: 86.38%\n", " Lung_cancer - Loss: 1.0686, Accuracy: 40.28%\n", "Epoch 63/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:23<00:00, 2.47it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:51<00:00, 3.29it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.82it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.52it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.54it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.18it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2545, Accuracy: 89.44%\n", " Tuberculosis - Loss: 0.1925, Accuracy: 93.36%\n", " Lung_cancer - Loss: 0.9882, Accuracy: 53.78%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8903, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3477, Accuracy: 87.18%\n", " Lung_cancer - Loss: 1.0800, Accuracy: 41.67%\n", "Epoch 64/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:25<00:00, 2.45it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:51<00:00, 3.30it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:20<00:00, 3.78it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.43it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.49it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.55it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2488, Accuracy: 89.26%\n", " Tuberculosis - Loss: 0.1849, Accuracy: 93.56%\n", " Lung_cancer - Loss: 0.9827, Accuracy: 54.11%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8020, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6387, Accuracy: 68.91%\n", " Lung_cancer - Loss: 1.1311, Accuracy: 38.89%\n", "Epoch 65/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.36it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.88it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.25it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.55it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.10it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2479, Accuracy: 90.15%\n", " Tuberculosis - Loss: 0.1978, Accuracy: 93.36%\n", " Lung_cancer - Loss: 0.9754, Accuracy: 55.76%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7416, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5508, Accuracy: 74.20%\n", " Lung_cancer - Loss: 1.1668, Accuracy: 38.89%\n", "Epoch 66/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.35it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.85it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.53it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.60it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.69it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2599, Accuracy: 89.11%\n", " Tuberculosis - Loss: 0.1924, Accuracy: 93.26%\n", " Lung_cancer - Loss: 0.9919, Accuracy: 54.11%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7901, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6186, Accuracy: 69.55%\n", " Lung_cancer - Loss: 1.1485, Accuracy: 38.89%\n", "Epoch 67/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:50<00:00, 3.33it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.82it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.35it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.49it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2499, Accuracy: 89.55%\n", " Tuberculosis - Loss: 0.2004, Accuracy: 93.32%\n", " Lung_cancer - Loss: 0.9978, Accuracy: 56.09%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7323, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5936, Accuracy: 70.67%\n", " Lung_cancer - Loss: 1.1678, Accuracy: 38.89%\n", "Epoch 68/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.49it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.91it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.63it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.64it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.54it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2537, Accuracy: 89.72%\n", " Tuberculosis - Loss: 0.1954, Accuracy: 93.29%\n", " Lung_cancer - Loss: 0.9725, Accuracy: 56.91%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7153, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.7704, Accuracy: 60.90%\n", " Lung_cancer - Loss: 1.1673, Accuracy: 43.06%\n", "Epoch 69/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:17<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:47<00:00, 3.41it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.88it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.52it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.66it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.37it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2524, Accuracy: 89.03%\n", " Tuberculosis - Loss: 0.2002, Accuracy: 93.29%\n", " Lung_cancer - Loss: 1.0101, Accuracy: 53.29%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8317, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.2331, Accuracy: 91.99%\n", " Lung_cancer - Loss: 1.1207, Accuracy: 37.50%\n", "Epoch 70/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:16<00:00, 2.54it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.90it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.52it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.58it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2443, Accuracy: 90.16%\n", " Tuberculosis - Loss: 0.1942, Accuracy: 93.46%\n", " Lung_cancer - Loss: 1.0281, Accuracy: 52.47%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7948, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4931, Accuracy: 78.04%\n", " Lung_cancer - Loss: 1.1423, Accuracy: 43.06%\n", "Epoch 71/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:17<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:51<00:00, 3.30it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:20<00:00, 3.78it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.38it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.39it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2425, Accuracy: 90.18%\n", " Tuberculosis - Loss: 0.1945, Accuracy: 93.15%\n", " Lung_cancer - Loss: 0.9874, Accuracy: 52.30%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8215, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.2820, Accuracy: 89.58%\n", " Lung_cancer - Loss: 1.0551, Accuracy: 44.44%\n", "Epoch 72/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.49it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.90it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.57it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.64it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.07it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2527, Accuracy: 89.90%\n", " Tuberculosis - Loss: 0.1967, Accuracy: 93.43%\n", " Lung_cancer - Loss: 0.9786, Accuracy: 53.12%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.9645, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.2616, Accuracy: 90.71%\n", " Lung_cancer - Loss: 1.0651, Accuracy: 45.83%\n", "Epoch 73/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:47<00:00, 3.41it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.90it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.60it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.64it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.05it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2497, Accuracy: 89.72%\n", " Tuberculosis - Loss: 0.1948, Accuracy: 93.32%\n", " Lung_cancer - Loss: 0.9794, Accuracy: 53.78%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7896, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4442, Accuracy: 81.41%\n", " Lung_cancer - Loss: 1.1245, Accuracy: 41.67%\n", "Epoch 74/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:17<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.88it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.53it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.62it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2593, Accuracy: 89.21%\n", " Tuberculosis - Loss: 0.1933, Accuracy: 93.36%\n", " Lung_cancer - Loss: 0.9993, Accuracy: 53.62%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8597, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3597, Accuracy: 86.22%\n", " Lung_cancer - Loss: 1.0783, Accuracy: 41.67%\n", "Epoch 75/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.35it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.89it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.24it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.46it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2495, Accuracy: 90.09%\n", " Tuberculosis - Loss: 0.1942, Accuracy: 93.22%\n", " Lung_cancer - Loss: 0.9796, Accuracy: 53.95%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8318, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4489, Accuracy: 80.61%\n", " Lung_cancer - Loss: 1.1218, Accuracy: 40.28%\n", "Epoch 76/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.84it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.57it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.61it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2540, Accuracy: 88.63%\n", " Tuberculosis - Loss: 0.2055, Accuracy: 92.78%\n", " Lung_cancer - Loss: 1.0126, Accuracy: 52.47%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8133, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6845, Accuracy: 67.15%\n", " Lung_cancer - Loss: 1.1915, Accuracy: 37.50%\n", "Epoch 77/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.88it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.56it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.53it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.62it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2493, Accuracy: 89.57%\n", " Tuberculosis - Loss: 0.1973, Accuracy: 93.22%\n", " Lung_cancer - Loss: 1.0127, Accuracy: 53.12%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8605, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3689, Accuracy: 85.90%\n", " Lung_cancer - Loss: 1.0844, Accuracy: 43.06%\n", "Epoch 78/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.90it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.48it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.58it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.10it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2530, Accuracy: 89.59%\n", " Tuberculosis - Loss: 0.2018, Accuracy: 92.88%\n", " Lung_cancer - Loss: 0.9936, Accuracy: 51.81%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8698, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4093, Accuracy: 83.65%\n", " Lung_cancer - Loss: 1.0860, Accuracy: 41.67%\n", "Epoch 79/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:49<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.90it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.33it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.60it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.03it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2541, Accuracy: 89.82%\n", " Tuberculosis - Loss: 0.1930, Accuracy: 93.26%\n", " Lung_cancer - Loss: 0.9931, Accuracy: 52.80%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6558, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5723, Accuracy: 73.08%\n", " Lung_cancer - Loss: 1.1546, Accuracy: 43.06%\n", "Epoch 80/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.49it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.87it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.48it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.64it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.28it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2517, Accuracy: 89.30%\n", " Tuberculosis - Loss: 0.2016, Accuracy: 93.19%\n", " Lung_cancer - Loss: 0.9838, Accuracy: 54.93%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 2.0116, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.2749, Accuracy: 90.71%\n", " Lung_cancer - Loss: 1.0777, Accuracy: 41.67%\n", "Epoch 81/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.88it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.41it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.57it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2406, Accuracy: 90.47%\n", " Tuberculosis - Loss: 0.2018, Accuracy: 93.29%\n", " Lung_cancer - Loss: 0.9808, Accuracy: 56.25%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7689, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6697, Accuracy: 66.99%\n", " Lung_cancer - Loss: 1.1613, Accuracy: 38.89%\n", "Epoch 82/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.91it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.13it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.53it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.05it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2475, Accuracy: 89.86%\n", " Tuberculosis - Loss: 0.1976, Accuracy: 93.22%\n", " Lung_cancer - Loss: 0.9970, Accuracy: 54.28%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7724, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5071, Accuracy: 76.92%\n", " Lung_cancer - Loss: 1.1293, Accuracy: 40.28%\n", "Epoch 83/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.49it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.92it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.58it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.58it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.09it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2543, Accuracy: 89.38%\n", " Tuberculosis - Loss: 0.1953, Accuracy: 93.26%\n", " Lung_cancer - Loss: 0.9541, Accuracy: 57.07%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7686, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5530, Accuracy: 74.52%\n", " Lung_cancer - Loss: 1.2047, Accuracy: 38.89%\n", "Epoch 84/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.94it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.43it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.62it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.09it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2454, Accuracy: 89.92%\n", " Tuberculosis - Loss: 0.2050, Accuracy: 93.19%\n", " Lung_cancer - Loss: 0.9918, Accuracy: 52.80%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7139, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5053, Accuracy: 77.72%\n", " Lung_cancer - Loss: 1.1006, Accuracy: 41.67%\n", "Epoch 85/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.81it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.42it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.61it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2598, Accuracy: 89.07%\n", " Tuberculosis - Loss: 0.1957, Accuracy: 93.19%\n", " Lung_cancer - Loss: 0.9820, Accuracy: 54.44%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8602, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4344, Accuracy: 81.41%\n", " Lung_cancer - Loss: 1.1061, Accuracy: 40.28%\n", "Epoch 86/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:21<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:47<00:00, 3.42it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.93it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.64it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.65it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2545, Accuracy: 89.30%\n", " Tuberculosis - Loss: 0.1990, Accuracy: 93.22%\n", " Lung_cancer - Loss: 0.9662, Accuracy: 55.59%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7895, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.7084, Accuracy: 64.58%\n", " Lung_cancer - Loss: 1.1438, Accuracy: 38.89%\n", "Epoch 87/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.96it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.54it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.66it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.43it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2403, Accuracy: 90.22%\n", " Tuberculosis - Loss: 0.1959, Accuracy: 93.36%\n", " Lung_cancer - Loss: 0.9984, Accuracy: 54.11%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8535, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4171, Accuracy: 82.69%\n", " Lung_cancer - Loss: 1.1139, Accuracy: 40.28%\n", "Epoch 88/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:17<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:47<00:00, 3.40it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.96it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.58it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.66it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2470, Accuracy: 90.05%\n", " Tuberculosis - Loss: 0.2040, Accuracy: 93.15%\n", " Lung_cancer - Loss: 0.9996, Accuracy: 55.43%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8854, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.2691, Accuracy: 90.71%\n", " Lung_cancer - Loss: 1.0604, Accuracy: 41.67%\n", "Epoch 89/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:23<00:00, 2.48it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.39it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.91it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.39it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.63it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.03it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2440, Accuracy: 90.24%\n", " Tuberculosis - Loss: 0.1923, Accuracy: 93.46%\n", " Lung_cancer - Loss: 1.0163, Accuracy: 52.30%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7018, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6193, Accuracy: 70.19%\n", " Lung_cancer - Loss: 1.1330, Accuracy: 38.89%\n", "Epoch 90/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.50it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:47<00:00, 3.40it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.91it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.57it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.62it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.33it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2482, Accuracy: 89.51%\n", " Tuberculosis - Loss: 0.2051, Accuracy: 93.36%\n", " Lung_cancer - Loss: 1.0055, Accuracy: 55.76%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8069, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4409, Accuracy: 80.45%\n", " Lung_cancer - Loss: 1.0969, Accuracy: 43.06%\n", "Epoch 91/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:47<00:00, 3.41it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.96it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.56it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.61it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.20it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2533, Accuracy: 89.38%\n", " Tuberculosis - Loss: 0.1932, Accuracy: 93.43%\n", " Lung_cancer - Loss: 0.9714, Accuracy: 55.43%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.5950, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.7933, Accuracy: 60.26%\n", " Lung_cancer - Loss: 1.1344, Accuracy: 41.67%\n", "Epoch 92/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.93it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.36it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.64it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2375, Accuracy: 90.20%\n", " Tuberculosis - Loss: 0.1945, Accuracy: 93.15%\n", " Lung_cancer - Loss: 0.9839, Accuracy: 53.29%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8433, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.4352, Accuracy: 81.73%\n", " Lung_cancer - Loss: 1.1243, Accuracy: 43.06%\n", "Epoch 93/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.89it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.50it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.60it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.19it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2598, Accuracy: 89.19%\n", " Tuberculosis - Loss: 0.1945, Accuracy: 93.22%\n", " Lung_cancer - Loss: 0.9848, Accuracy: 57.24%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7574, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6687, Accuracy: 66.67%\n", " Lung_cancer - Loss: 1.1190, Accuracy: 41.67%\n", "Epoch 94/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:19<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:47<00:00, 3.40it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.93it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.53it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.65it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.50it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2515, Accuracy: 89.69%\n", " Tuberculosis - Loss: 0.1916, Accuracy: 93.39%\n", " Lung_cancer - Loss: 0.9915, Accuracy: 52.47%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8003, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5415, Accuracy: 75.00%\n", " Lung_cancer - Loss: 1.1501, Accuracy: 38.89%\n", "Epoch 95/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:17<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:47<00:00, 3.42it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.96it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.54it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.61it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.27it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2494, Accuracy: 89.67%\n", " Tuberculosis - Loss: 0.1987, Accuracy: 92.92%\n", " Lung_cancer - Loss: 0.9801, Accuracy: 55.76%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.8128, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5456, Accuracy: 74.36%\n", " Lung_cancer - Loss: 1.1130, Accuracy: 41.67%\n", "Epoch 96/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:47<00:00, 3.42it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.90it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.43it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.56it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.06it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2518, Accuracy: 89.59%\n", " Tuberculosis - Loss: 0.1877, Accuracy: 93.90%\n", " Lung_cancer - Loss: 1.0003, Accuracy: 50.99%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7006, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.8142, Accuracy: 58.81%\n", " Lung_cancer - Loss: 1.1924, Accuracy: 40.28%\n", "Epoch 97/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:17<00:00, 2.53it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.95it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.27it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.60it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2542, Accuracy: 88.96%\n", " Tuberculosis - Loss: 0.1883, Accuracy: 93.36%\n", " Lung_cancer - Loss: 1.0056, Accuracy: 52.80%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7260, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5939, Accuracy: 70.67%\n", " Lung_cancer - Loss: 1.1488, Accuracy: 38.89%\n", "Epoch 98/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.91it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.56it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.69it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.07it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2562, Accuracy: 89.30%\n", " Tuberculosis - Loss: 0.2024, Accuracy: 93.12%\n", " Lung_cancer - Loss: 0.9994, Accuracy: 53.45%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6873, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.6044, Accuracy: 70.99%\n", " Lung_cancer - Loss: 1.1593, Accuracy: 43.06%\n", "Epoch 99/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:20<00:00, 2.51it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.37it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.89it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.53it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:16<00:00, 4.64it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 5.22it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2580, Accuracy: 89.21%\n", " Tuberculosis - Loss: 0.1993, Accuracy: 93.26%\n", " Lung_cancer - Loss: 0.9854, Accuracy: 53.29%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.7945, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.3678, Accuracy: 86.38%\n", " Lung_cancer - Loss: 1.0917, Accuracy: 41.67%\n", "Epoch 100/100\n", "--------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Pneumonia: 100%|██████████| 652/652 [04:18<00:00, 2.52it/s]\n", "Training Tuberculosis: 100%|██████████| 367/367 [01:48<00:00, 3.38it/s]\n", "Training Lung_cancer: 100%|██████████| 76/76 [00:19<00:00, 3.92it/s]\n", "Validating Pneumonia: 100%|██████████| 2/2 [00:00<00:00, 3.62it/s]\n", "Validating Tuberculosis: 100%|██████████| 78/78 [00:17<00:00, 4.51it/s]\n", "Validating Lung_cancer: 100%|██████████| 9/9 [00:01<00:00, 6.00it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training Loss and Accuracy:\n", " Pneumonia - Loss: 0.2463, Accuracy: 90.11%\n", " Tuberculosis - Loss: 0.1972, Accuracy: 93.15%\n", " Lung_cancer - Loss: 0.9847, Accuracy: 54.77%\n", "Validation Loss and Accuracy:\n", " Pneumonia - Loss: 1.6924, Accuracy: 50.00%\n", " Tuberculosis - Loss: 0.5240, Accuracy: 76.12%\n", " Lung_cancer - Loss: 1.1479, Accuracy: 38.89%\n", "Training complete.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# Training parameters\n", "num_epochs = 100\n", "\n", "# Instantiating model\n", "model = LightweightHybridDenseNetViT().to(device)\n", "\n", "train_loader = {\n", " 'pneumonia': data_loaders['Pneumonia']['train_loader'],\n", " 'tuberculosis': data_loaders['Tuberculosis']['train_loader'],\n", " 'lung_cancer': data_loaders['Lung Cancer']['train_loader']\n", "}\n", "\n", "val_loader = {\n", " 'pneumonia': data_loaders['Pneumonia']['val_loader'],\n", " 'tuberculosis': data_loaders['Tuberculosis']['val_loader'],\n", " 'lung_cancer': data_loaders['Lung Cancer']['val_loader']\n", "}\n", "\n", "train_model(model, train_loader, val_loader, num_epochs)" ] }, { "cell_type": "markdown", "metadata": { "id": "RdDg0sRo4_zS" }, "source": [ "
\n", "
\n", "\n", "### STEP - 6 : Model Testing, Performance Evaluation and Visualization" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "9lF9GwqI0GYb" }, "outputs": [], "source": [ "def plot_roc_curve(labels, scores, task_name, is_multiclass=False, n_classes=4):\n", " \"\"\"Plots the ROC curve for binary or multiclass classification.\"\"\"\n", " plt.figure()\n", " if is_multiclass:\n", " # Computing ROC curve and ROC area for each class\n", " fpr = {}\n", " tpr = {}\n", " roc_auc = {}\n", " for i in range(n_classes):\n", " fpr[i], tpr[i], _ = roc_curve(labels[:, i], scores[:, i])\n", " roc_auc[i] = auc(fpr[i], tpr[i])\n", " plt.plot(fpr[i], tpr[i], label=f'Class {i} (area = {roc_auc[i]:.2f})')\n", "\n", " # Macro-average\n", " all_fpr = np.unique(np.concatenate([fpr[i] for i in range(n_classes)]))\n", " mean_tpr = np.zeros_like(all_fpr)\n", " for i in range(n_classes):\n", " mean_tpr += np.interp(all_fpr, fpr[i], tpr[i])\n", " mean_tpr /= n_classes\n", " macro_auc = auc(all_fpr, mean_tpr)\n", " plt.plot(all_fpr, mean_tpr, label=f'Macro-average (area = {macro_auc:.2f})', linestyle='--')\n", " else:\n", " fpr, tpr, _ = roc_curve(labels, scores)\n", " roc_auc = auc(fpr, tpr)\n", " plt.plot(fpr, tpr, label=f'ROC curve (area = {roc_auc:.2f})')\n", "\n", " plt.plot([0, 1], [0, 1], 'k--', lw=2)\n", " plt.xlabel('False Positive Rate')\n", " plt.ylabel('True Positive Rate')\n", " plt.title(f'ROC Curve - {task_name}')\n", " plt.legend(loc='lower right')\n", " plt.grid()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "d8uks0MbFCJ1" }, "outputs": [], "source": [ "loss_fn_dict = {\n", " 'pneumonia': torch.nn.BCEWithLogitsLoss(),\n", " 'tuberculosis': torch.nn.BCEWithLogitsLoss(),\n", " 'lung_cancer': torch.nn.CrossEntropyLoss()\n", "}" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "cQKQymuT4_zS" }, "outputs": [], "source": [ "def test_model(model, test_loader_dict, device):\n", " \"\"\"Testing the model with precision, recall, F1, confusion matrix, and ROC-AUC.\"\"\"\n", " model.eval()\n", " with torch.no_grad():\n", " # Placeholder for all predictions and labels\n", " predictions_dict = {'pneumonia': [], 'tuberculosis': [], 'lung_cancer': []}\n", " scores_dict = {'pneumonia': [], 'tuberculosis': [], 'lung_cancer': []}\n", " labels_dict = {'pneumonia': [], 'tuberculosis': [], 'lung_cancer': []}\n", "\n", " total_loss = {'pneumonia': 0.0, 'tuberculosis': 0.0, 'lung_cancer': 0.0} # 🌟\n", " correct_predictions = {'pneumonia': 0, 'tuberculosis': 0, 'lung_cancer': 0} # 🌟\n", " total_samples = {'pneumonia': 0, 'tuberculosis': 0, 'lung_cancer': 0} # 🌟\n", "\n", " for task, loader in test_loader_dict.items():\n", " for inputs, labels in tqdm(loader, desc=f\"Testing {task.capitalize()}\"):\n", " inputs, labels = inputs.to(device), labels.to(device) # 🌟\n", " outputs = model(inputs)\n", "\n", " if task == 'pneumonia':\n", " scores = torch.sigmoid(outputs[0]).cpu().numpy()\n", " predictions = (scores > 0.5).astype(int)\n", " loss = loss_fn_dict[task](outputs[0].squeeze(), labels.float()) # 🌟\n", " elif task == 'tuberculosis':\n", " scores = torch.sigmoid(outputs[1]).cpu().numpy()\n", " predictions = (scores > 0.5).astype(int)\n", " loss = loss_fn_dict[task](outputs[1].squeeze(), labels.float()) # 🌟\n", " elif task == 'lung_cancer':\n", " scores = torch.softmax(outputs[2], dim=1).cpu().numpy()\n", " predictions = scores.argmax(axis=1)\n", " loss = loss_fn_dict[task](outputs[2], labels) # 🌟\n", "\n", " total_loss[task] += loss.item() # 🌟\n", " correct_predictions[task] += (predictions == labels.cpu().numpy()).sum() # 🌟\n", " total_samples[task] += labels.size(0) # 🌟\n", "\n", " predictions_dict[task].extend(predictions)\n", " scores_dict[task].extend(scores)\n", " labels_dict[task].extend(labels.cpu().numpy())\n", "\n", " # Metrics\n", " for task in predictions_dict.keys():\n", " labels = np.array(labels_dict[task])\n", " scores = np.array(scores_dict[task])\n", " predictions = np.array(predictions_dict[task])\n", "\n", " avg_loss = total_loss[task] / len(test_loader_dict[task]) # 🌟\n", " accuracy = correct_predictions[task] / total_samples[task] # 🌟\n", "\n", " if task == 'lung_cancer': # Multiclass metrics\n", " precision = precision_score(labels, predictions, average='macro')\n", " recall = recall_score(labels, predictions, average='macro')\n", " f1 = f1_score(labels, predictions, average='macro')\n", " cm = confusion_matrix(labels, predictions)\n", " auc_score = roc_auc_score(labels, scores, multi_class='ovr')\n", " plot_roc_curve(np.eye(4)[labels], scores, task, is_multiclass=True, n_classes=4)\n", " else: # Binary metrics\n", " precision = precision_score(labels, predictions)\n", " recall = recall_score(labels, predictions)\n", " f1 = f1_score(labels, predictions)\n", " cm = confusion_matrix(labels, predictions)\n", " auc_score = roc_auc_score(labels, scores)\n", " plot_roc_curve(labels, scores, task)\n", "\n", " print(f\"Task: {task}\")\n", " print(f\"Loss: {avg_loss:.4f}, Accuracy: {accuracy:.4f}\")\n", " print(f\"Precision: {precision:.4f}, Recall: {recall:.4f}, F1 Score: {f1:.4f}\")\n", " print(f\"Confusion Matrix: \\n{cm}\")\n", " print(f\"ROC-AUC: {auc_score:.4f}\")\n", " print(\"\\n\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "8hwCThzizoBp", "outputId": "07982ffb-2eb7-4dc3-af9b-a34546158721" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Testing Pneumonia: 100%|██████████| 78/78 [06:15<00:00, 4.82s/it]\n", "Testing Tuberculosis: 100%|██████████| 79/79 [02:28<00:00, 1.88s/it]\n", "Testing Lung_cancer: 100%|██████████| 39/39 [04:35<00:00, 7.07s/it]\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Task: pneumonia\n", "Loss: 0.6798, Accuracy: 5.0000\n", "Precision: 0.6250, Recall: 1.0000, F1 Score: 0.7692\n", "Confusion Matrix: \n", "[[ 0 234]\n", " [ 0 390]]\n", "ROC-AUC: 0.5538\n", "\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Task: tuberculosis\n", "Loss: 0.8219, Accuracy: 1.3418\n", "Precision: 0.1677, Recall: 1.0000, F1 Score: 0.2873\n", "Confusion Matrix: \n", "[[ 0 526]\n", " [ 0 106]]\n", "ROC-AUC: 0.7807\n", "\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Task: lung_cancer\n", "Loss: 1.9837, Accuracy: 0.1859\n", "Precision: 0.0753, Recall: 0.2615, F1 Score: 0.0987\n", "Confusion Matrix: \n", "[[ 0 1 91 28]\n", " [ 0 0 44 7]\n", " [ 0 0 54 0]\n", " [ 0 0 83 4]]\n", "ROC-AUC: 0.6911\n", "\n", "\n" ] } ], "source": [ "# Defining the test loader dictionary\n", "test_loader = {\n", " 'pneumonia': data_loaders['Pneumonia']['test_loader'],\n", " 'tuberculosis': data_loaders['Tuberculosis']['test_loader'],\n", " 'lung_cancer': data_loaders['Lung Cancer']['test_loader']\n", "}\n", "\n", "# Calling the test_model function\n", "test_model(model, test_loader, device)" ] }, { "cell_type": "markdown", "metadata": { "id": "FLJsVIdtz8FP" }, "source": [ "
\n", "
\n", "\n", "### STEP - 7 : Model Saving" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OiBCo3zi4_zS", "outputId": "911c2f8d-f043-4d07-87f8-2088cf6946af" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved the best model to '/content/drive/MyDrive/CVIP_PROJ_model.pth'\n" ] } ], "source": [ "# Saving the best model to disk\n", "torch.save(model.state_dict(), \"model_FINAL.pth\")\n", "print(\"Saved the best model to './model_FINAL.pth'\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "FloitsqT4_zS" }, "outputs": [], "source": [] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "machine_shape": "hm", "provenance": [] }, "kaggle": { "accelerator": "nvidiaTeslaT4", "dataSources": [ { "datasetId": 6273851, "sourceId": 10160357, "sourceType": "datasetVersion" }, { "datasetId": 6273885, "sourceId": 10160403, "sourceType": "datasetVersion" }, { "datasetId": 6273898, "sourceId": 10160417, "sourceType": "datasetVersion" } ], "dockerImageVersionId": 30804, "isGpuEnabled": true, "isInternetEnabled": true, "language": "python", "sourceType": "notebook" }, "kernelspec": { "display_name": "AlooBonda", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 0 }