diff --git "a/YOLOv8_TO.ipynb" "b/YOLOv8_TO.ipynb" new file mode 100644--- /dev/null +++ "b/YOLOv8_TO.ipynb" @@ -0,0 +1,135 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from ultralytics import YOLO\n", + "\n", + "#To initialize a model from scratch:\n", + "#model = YOLO('yolov8n-segreg.yaml')\n", + "\n", + "# To load a pretrained model: (Available pretrained are nano, medium and xlarge)\n", + "model = YOLO('./trained_models/nano.pt')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true, + "tags": [] + }, + "outputs": [], + "source": [ + "# To train the model on a dataset:\n", + "\n", + "model.train(data = './datasets/mmc_random/data.yaml', \n", + " mosaic = 1.0,\n", + " hsv_h= 0.5, # (float) image HSV-Hue augmentation (fraction)\n", + " hsv_s= 0.5, # (float) image HSV-Saturation augmentation (fraction)\n", + " hsv_v= 0.5, # (float) image HSV-Value augmentation (fraction)\n", + " degrees= 25.0, # (float) image rotation (+/- deg)\n", + " translate= 0.2, # (float) image translation (+/- fraction)\n", + " scale= 0.75, # (float) image scale (+/- gain)\n", + " shear= 10.0, # (float) image shear (+/- deg)\n", + " perspective= 0.001, # (float) image perspective (+/- fraction), range 0-0.001\n", + " flipud= 0.5, # (float) image flip up-down (probability)\n", + " fliplr= 0.5,\n", + " epochs=1, \n", + " batch=6,\n", + " reg_gain = 1.0, # Weight to deactivate the design variable regression loss in the total loss function.\n", + " amp = True,\n", + " warmup_epochs=0,\n", + " imgsz=int(640),\n", + " workers=12,\n", + " lr0=3e-4,\n", + " cache = \"ram\",\n", + " cos_lr = True,\n", + " single_cls=True,\n", + " rect=False,\n", + " overlap_mask=False,\n", + " mask_ratio=1,\n", + " optimizer = \"AdamW\",\n", + " pretrained=False,\n", + " patience=100,\n", + " weight_decay=1e-2, \n", + " val=True,\n", + " resume=False,\n", + " device='cpu',\n", + " plots=True\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "[W NNPACK.cpp:64] Could not initialize NNPACK! Reason: Unsupported hardware.\n", + "0: 480x640 23 mmc_components, 601.3ms\n", + "Speed: 3.8ms preprocess, 601.3ms inference, 907.8ms postprocess per image at shape (1, 3, 480, 640)\n", + "/Users/thomasrochefort/opt/anaconda3/envs/yolov8to/lib/python3.11/site-packages/torch/functional.py:507: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /Users/runner/work/pytorch/pytorch/pytorch/aten/src/ATen/native/TensorShape.cpp:3550.)\n", + " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import sys\n", + "sys.path.append('./utils')\n", + "\n", + "from yolo_utils import preprocess_image, run_model, save_results, process_results, plot_results\n", + "\n", + "# Load and preprocess the image\n", + "image_path = '/Users/thomasrochefort/Documents/GitHub/YOLOv8-TO/datasets/mmc_random/train/2023-11-26_10-09-40258_9.png'\n", + "image = preprocess_image(image_path, threshold_value=0.9, upscale=False)\n", + "# Run the model\n", + "results = run_model(model, image, conf=0.05, iou=0.5, imgsz=640)\n", + "# Save the results\n", + "save_results(results, filename='results.jpg')\n", + "# Process the results\n", + "input_image_array_tensor, seg_result, pred_Phi, sum_pred_H, final_H, dice_loss, tversky_loss = process_results(results, image)\n", + "# Plot the results\n", + "plot_results(input_image_array_tensor, seg_result, pred_Phi, sum_pred_H, final_H, dice_loss, tversky_loss, filename='combined_plots.png')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "customyolo", + "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": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}