2 papers
cs.SD2026
Emotion as a Distribution: Joint Valence-Arousal Probability Learning for Speaker-Independent Multimodal Emotion Recognition
Tingyi Lin, Wen-Ren Yang, Kuanwei Chen
Human emotion is graded and frequently mixed, yet most multimodal recognizers collapse it onto a single hard label. We argue the recognizer should instead expose a distribution ove…
cs.CV2026
SignDATA: Data Pipeline for Sign Language Translation
Kuanwei Chen, Tingyi Lin
Sign-language datasets are difficult to preprocess consistently because they vary in annotation schema, clip timing, signer framing, and privacy constraints. Existing work usually…