hand-signs

This app recognises 3 hand signs - fist, high five and victory hand [ rock, paper, scissors basically :) ] with live feed camera. It uses a HandSigns.mlmodel which has been trained using Custom Vision from Microsoft.

-This project is about recognition of hand signs of numbers using CNN model and opencv. System requrements -Python -OpenCv -Keras -numpy

An image processing project in my third year at Computer department in Faculty of Engineering Cairo University.

Real-time sign language recognition with MediaPipe hand/face/pose landmarks and a two-stream (appearance + motion) 1D-CNN + Transformer with motion-gated attention. Trained on 36-class ASL static gestures (val 93.6% / test 89.6%), live Streamlit webcam inference with confidence thresholding, top-3 predictions, and validation sampling.