Valentinetemi/asl-sign-detection-mediapipe-rf
Real-time ASL sign language detector using MediaPipe hand landmarks + XGBoost — 98.43% accuracy, skin-tone agnostic, no CNN
This tool helps people who are deaf or hard of hearing communicate more easily by recognizing American Sign Language (ASL) alphabet signs. You show your hand to a camera, and the system identifies the ASL letter you're making, displaying the result and even saying it aloud. It's designed for anyone needing a real-time sign language interpreter, particularly in communities with limited accessibility resources.
Use this if you need to quickly and accurately identify static ASL alphabet signs using just a camera, especially in diverse lighting conditions or for users with varying skin tones.
Not ideal if you need to interpret dynamic, moving signs (like 'J' or 'Z'), if you require interpretation of full sentences, or if you specifically need Nigerian Sign Language (NSL) rather than ASL.
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Last pushed
Mar 27, 2026
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