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first-minor-project's Introduction

LipChat

LipChat is a lipreading application that decodes text from the movement of a speaker's mouth. It is a remake of the LipNet model, designed for end-to-end sentence-level lipreading.

Image

Features

  • Converts a sequence of video frames to text
  • Uses spatiotemporal convolutions, a recurrent network, and connectionist temporal classification loss
  • Trained entirely end-to-end
  • Achieves high accuracy in converting speech from videos to text(95.2%)

Getting Started

Installation

  1. Clone the repository:

    git clone https://github.com/abuzar0013/First-Minor-Project.git
  2. First, create a Conda environment to easily manage all the required libraries.

    conda create --name LipChat 

    Activate LipChat environment

    conda activate LipChat
  3. Install dependencies:

    pip install -r requirements.txt

Usage

To run this app, please adjust all the file paths according to your system.

  1. Run the LipChat app:

    python streamlitpp.py

    OR

    streamlit run /FIRST-MINOR-PROJECT/app/streamlitapp.py
  2. Follow the on-screen instructions to input video files for lipreading.

Contributing

Contributions are welcome! Please fork the repository and submit a pull request with your changes.

License

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

Acknowledgments

  • Wand et al., 2016; Chung & Zisserman, 2016a for pioneering work in end-to-end lipreading
  • Gergen et al., 2016 for their word-level state-of-the-art accuracy
  • Easton & Basala, 1982 for studies on human lipreading performance

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