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ISL(Indian Sign Language) Web Application Platform

This platform converts sign language into text, allowing for better communication between deaf and hearing individuals.

How To Execute ?

1.Navigate to the Project Directory:

cd SignToText/

2.Start Virtual Environment

python3 -m venv env

3.Activate the Virutal Environment:

source env/bin/activate

4.Run the Application

python app.py

Database setup

Below is the database schema for the application:

Database Setup

Model Training using YOLO

Key Note: you can improve the models accuracy by training the more photos with different Lighting effects and position of hand. Use YOLO for training purpose and replace "runs" with your "path/to/your/best.pt"

Training Images

Final Real Time sign detection

Watch Video

Watch Video

License

This project is licensed under the MIT License - see the LICENSE file for details.

About

This project is a web application designed for real-time hand sign detection, leveraging YOLO for the object detection component. The platform converts sign language into text, facilitating communication between deaf and hearing individuals.

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