The American Sign Language Knowledge Graph: Infusing ASL Models with Linguistic Knowledge
The American Sign Language Knowledge Graph (ASLKG) enhances the generalizability and explainability of ASL models by incorporating expert linguistic knowledge. Using ASLKG, we achieve 91% accuracy in isolated sign recognition (ISR), 14% accuracy in predicting semantic features of unseen signs, and 36% accuracy in classifying Youtube-ASL video topics.
Jan 22, 2025
