To do this finger recognition part, they first had to manually add those 21 points to some 30,000 images of hands in various poses and lighting situations for the machine learning system to ingest ...

Each image was annotated using MediaPipe, ... Alsharif, B., et. al. (2024) Transfer learning with YOLOV8 for real-time recognition system of American Sign Language Alphabet. Franklin Open.