README.md

In this guide you can learn about

• What is SignTrack
• How it works
• Showcase
  • Data Collection
  • Model Train
  • SignTrack Main
  • Dataset
• Dependances
• Setup
• Troubleshoting

What is SignTrack

SignTrack is a sign language transcriber. It analyzes, processes, and recognizes sign language in real-time, with exceptional accuracy and efficiency. SignTrack helps make computers more open for everyone by taking a human-centric approach to computing.

How it works

SignTrack utilizes a state-of-the-art LSTM model that predicts based on a sequence of data, enabling the detection of whole phrases and moving signs. To further improve precision and efficiency, SignTrack has been trained only on key hand and pose landmarks, that have been extracted using MediaPipe. That way it also remains accurate on every skin shade.

Showcase