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--- |
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license: apache-2.0 |
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language: |
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- ks |
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pretty_name: Kahmiri_image_and_text_dataset |
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task_categories: |
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- object-detection |
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tags: |
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- text |
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- kashmiri |
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- dataset |
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- ocr |
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- text recognition |
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- images |
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- text and |
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size_categories: |
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- 10K<n<100K |
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--- |
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### 40K Kashmiri Words with images |
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Kashmiri (words) Image and Text Dataset for OCR Models |
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This repository contains a dataset specifically curated for training and testing Optical Character Recognition (OCR) models on Kashmiri language text. The dataset includes a large collection of images with their corresponding labels in a CSV file, designed to aid in the development of robust OCR solutions for the Kashmiri script. |
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--- |
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Directory Structure: |
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``` |
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Zip File/ |
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├── images/ |
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│ ├── 000001.png |
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│ ├── 000002.png |
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│ ├── 000003.png |
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│ ├── ... |
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│ ├── 031000.png |
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├── labels.csv |
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``` |
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Description: |
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Zip File/: The root directory containing all the dataset files and subfolders. |
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**images/**: A folder housing 40,799 image files, sequentially named from 000001.png to 040799.png. Each image contains text written in the Kashmiri language. |
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**labels.csv**: A CSV file mapping each image file to its corresponding text label. The file format includes two columns: |
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## Sample fromat |
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| Image ID | Text | Image File | |
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|----------|-------------------------|-------------| |
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| 000001 | لیونڈ| | |
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| 000002 | لایم | | |
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| 000003 | ٹیرف|  | |
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| 000004 | تلاان || |
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| 000005 | آرکیالوجیکل |  | |
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| 000006 | چتوڈکہ |  | |
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| 000007 | پریانشو |  | |
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| 000008 |کالیسٹریٹسنک |  | |
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| 000009 | جولاے | | |
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Usage |
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This dataset is suitable for: |
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Training OCR Models: Develop OCR systems for the Kashmiri script. |
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Testing OCR Algorithms: Benchmark and evaluate OCR performance on a diverse set of Kashmiri text images. |
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Research: Conduct linguistic or technical research on OCR in low-resource languages. |
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Example Usage in Python |
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## 1 |
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Extract the Zip file then ; |
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## 2 |
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``` |
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import pandas as pd |
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from PIL import Image |
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# Load labels |
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labels = pd.read_csv('labels.csv') |
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# Example: Display an image and its corresponding label |
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image_path = 'images/000001.png' |
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image = Image.open(image_path) |
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print(f"Label: {labels[labels['image_name'] == '000001.png']['text_label'].values[0]}") |
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image.show() |
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``` |
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Dataset Details |
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Number of Images: 40,799 |
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Language: Kashmiri |
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File Format: |
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Images: .png |
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Labels: .csv |
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--- |
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Contribution |
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If you encounter any issues or have suggestions for improving this dataset, feel free to open an issue or submit a pull request. |
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--- |
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License |
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This dataset is released under the Creative Commons Attribution 4.0 International License (CC BY 4.0). Please provide appropriate credit when using this dataset in your projects. |
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Citation: |
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``` |
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@misc{dataset2024, |
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title = {Omarrran/40K_kashmiri_text_and_image_dataset}, |
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author = {HAQ NAWAZ MALIK}, |
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year = {2024}, |
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url = {https://huggingface.co/datasets/Omarrran/40K_kashmiri_text_and_image_dataset/}, |
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note = {Contains 40,799 images with labels } |
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} |
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``` |
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