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Datasets:
Omarrran
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40K_kashmiri_text_and_image_dataset

Tasks:
Object Detection
Modalities:
Image
Text
Languages:
Kashmiri
Size:
10K<n<100K
Tags:
text
kashmiri
dataset
ocr
text recognition
images
DOI:
License:
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metadata
license: apache-2.0
language:
  - ks
pretty_name: Kahmiri_image_and_text_dataset
task_categories:
  - object-detection
tags:
  - text
  - kashmiri
  - dataset
  - ocr
  - text recognition
  - images
  - text and
size_categories:
  - 10K<n<100K

40K Kashmiri Words with images

Kashmiri (words) Image and Text Dataset for OCR Models

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.

Directory Structure:

Zip File/
├── images/
│   ├── 000001.png
│   ├── 000002.png
│   ├── 000003.png
│   ├── ...
│   ├── 031000.png
├── labels.csv

Description:

Zip File/: The root directory containing all the dataset files and subfolders.

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.

labels.csv: A CSV file mapping each image file to its corresponding text label. The file format includes two columns:

Sample fromat

Image ID Text Image File
000001 لیونڈ image/png
000002 لایم image/png
000003 ٹیرف image/png
000004 تلاان image/png
000005 آرکیالوجیکل image/png
000006 چتوڈکہ image/png
000007 پریانشو image/png
000008 کالیسٹریٹسنک image/png
000009 جولاے image/png

Usage

This dataset is suitable for:

Training OCR Models: Develop OCR systems for the Kashmiri script.

Testing OCR Algorithms: Benchmark and evaluate OCR performance on a diverse set of Kashmiri text images.

Research: Conduct linguistic or technical research on OCR in low-resource languages.

Example Usage in Python

1

Extract the Zip file then ;

2 

import pandas as pd
from PIL import Image

# Load labels
labels = pd.read_csv('labels.csv')

# Example: Display an image and its corresponding label
image_path = 'images/000001.png'
image = Image.open(image_path)
print(f"Label: {labels[labels['image_name'] == '000001.png']['text_label'].values[0]}")
image.show()

Dataset Details

Number of Images: 40,799

Language: Kashmiri

File Format:

Images: .png

Labels: .csv

Contribution

If you encounter any issues or have suggestions for improving this dataset, feel free to open an issue or submit a pull request.

License

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.

Citation:

@misc{dataset2024,
  title        = {Omarrran/40K_kashmiri_text_and_image_dataset},
  author       = {HAQ NAWAZ MALIK},
  year         = {2024},
  url          = {https://huggingface.co/datasets/Omarrran/40K_kashmiri_text_and_image_dataset/},
  note         = {Contains 40,799 images with labels }
}