/AmericanSignLanguage

American Sign Language Detection using Mediapipe and Python

Primary LanguagePythonApache License 2.0Apache-2.0


hand-gesture-recognition-using-mediapipe

Estimate hand pose using MediaPipe(Python version).
This is a sample program that recognizes hand signs and finger gestures with a simple MLP using the detected key points.

This repository contains the following contents.

  • Sample program
  • Hand sign recognition model(TFLite)
  • Learning data for hand sign recognition and notebook for learning

Requirements

  • mediapipe 0.8.1
  • OpenCV 3.4.2 or Later
  • Tensorflow 2.3.0 or Later
    tf-nightly 2.5.0.dev or later (Only when creating a TFLite for an LSTM model)
  • scikit-learn 0.23.2 or Later (Only if you want to display the confusion matrix)
  • matplotlib 3.3.2 or Later (Only if you want to display the confusion matrix)

Demo

Here's how to run the demo using your webcam.

python main.py

https://youtu.be/UR0TmihRfRA