Update README

README.md

@@ -10,4 +10,121 @@ language:
 - kn
 - hi
 pretty_name: TEXTRON_INDIC_DATASETS
----
+---
+
+ # TEXTRON Paper Release Dataset (WACV 2024)
+
+Welcome to the TEXTRON Paper Release Dataset for the WACV 2024 conference! This dataset contains handwritten and printed text detection datasets in three different languages. This README provides essential information on the dataset structure, contents, and how to use the data effectively for your research purposes.
+
+## Table of Contents
+- [Introduction](#introduction)
+- [Dataset Overview](#dataset-overview)
+- [Languages](#languages)
+- [Dataset Structure](#dataset-structure)
+- [File Formats](#file-formats)
+- [Citation](#citation)
+- [License](#license)
+- [Contact](#contact)
+
+## Introduction
+
+The TEXTRON Paper Release Dataset is a collection of handwritten and printed text detection datasets curated specifically for the WACV 2024 conference. This dataset aims to support research and development in the field of text detection across various languages and text types.
+
+## Dataset Overview
+
+- **Dataset Name:** TEXTRON Paper Release Dataset (WACV 2024)
+- **Conference:** WACV 2024
+- **Text Types:** Handwritten and Printed
+- ***Handwritten Languages:*** Devanagari, Kannada, Telugu
+- ***Printed Languages:*** Gujarati, Malayalam, Tamil
+
+## Dataset Details
+
+The dataset comprises text samples from three different languages for each Printed and Handwriten text types:
+
+
+| Language   | Handwritten Images |
+|------------|--------------------|
+| Devanagari | 220                |
+| Telugu     | 85                 |
+| Kannada    | 46                 |
+
+
+| Language   | Printed Images |
+|------------|--------------------|
+| Gujarati   | 323                |
+| Malayalam  | 225                |
+| Tamil      | 225                |
+
+
+
+
+
+## Dataset Structure
+
+The dataset is organized into the following directory structure:
+
+```
+TEXTRON_Paper_Release_Dataset_WACV_2024/
+|
+├── Handwritten
+│   ├── PhDIndic11_Devanagari
+│   │   ├── images
+│   │   └── txt
+│   ├── PhDIndic11_Kannada
+│   │   ├── images
+│   │   └── txt
+│   └── PhDIndic11_Telugu
+│       ├── images
+│       └── txt
+├── Printed
+│   ├── Gujarati
+│   │   ├── images
+│   │   └── txt
+│   ├── Malayalam
+│   │   ├── images
+│   │   └── txt
+│   └── Tamil
+│       ├── images
+│       └── txt
+└── README.md
+```
+
+- **Images:** This directory contains the raw images of handwritten and printed text samples in each language.
+- **Annotations:** This directory contains annotation files corresponding to the images, providing information about the location of word level bounding boxes. All the files contain ***text*** class describing class of annotation
+
+## File Formats
+
+- **Image Files:** Images are provided in the format of JPG.
+- **Annotation Files:** Annotations are provided in TXT format detailing the bounding boxes and corresponding text content.
+
+## Citation
+
+If you use this dataset in your research work, please cite the following paper:
+
+```
+@InProceedings{TEXTRON,
+    author    = {Dhruv Kudale and Badri Vishal Kasuba and Venkatapathy Subramanian and Parag Chaudhuri and Ganesh Ramakrishnan},
+    title     = {TEXTRON: Weakly Supervised Multilingual Text Detection Through Data Programming},
+    booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
+    month     = {January},
+    year      = {2024},
+    pages     = {2871-2880},
+    url       = {https://arxiv.org/abs/2402.09811}
+}
+```
+
+## License
+
+The TEXTRON Paper Release Dataset is released under [GNU]. Please refer to the LICENSE file in this repository for more details.
+
+## Contact
+
+For any inquiries or issues regarding the dataset, please contact:
+
+
+Name: Ganesh Ramakrishnan\
+Mail: [email protected]\
+Affl: IIT Bombay
+
+Thank you for using the TEXTRON Paper Release Dataset! We hope this resource proves valuable in your research endeavors.