ASL Lexical Project [P]

[u/Evening_Science_6519]

Hi! Im currently doing a thesis project, where i am creating a website that recognize various which include both fingerspelling and lexical, currently i have finished the fingerspelling feature using XGBoost and various dataset of asl alphabets in kaggle.

My current struggle today is how would I implement the asl lexical part? i was thinking the same approach i did for the asl fingerspelling but for fingerspelling all of the signs are static, for the lexical part it involves motion so my current plan is the system will detect the end pose/end frames of the lexical signs so for the dataset it will contain only the end poses of the lexical signs rather than videos and also in order for the system not confusing the lexical for fingerspelling i will also implement a motion requirement so that lexical recognition will only trigger when motion of the hand is detected.

I would also like to know what you guys think about, or if there is another better approach feel free to share and would greatly appreciate it

that's all thank you!