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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Kenan Ye

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Conference Jul 2026

Dual-Prototype Disentanglement Learning for Vision-Language Skeleton Representation

Auxiliary visual and language modalities can improve self-supervised skeleton action representation learning by supplying object, scene, and semantic cues that joint coordinates lack. Existing cross-modal training signals are often defined at the sample level or aligned in a single global space, making them sensitive t...

Kenan Ye, Shengjie Zhao, Shuang Liang · 0 citations
Open access Jul 2026

CrossVLS: Cross-Modal Vision-Language Prototypes for Self-Supervised Skeleton Action Representation Learning

Results show that prototype-mediated vision-language transfer can improve skeleton representations for the behavior-interpretation stage of positioning and tracking pipelines, and CrossVLS is proposed, which is a cross-modal vision-language-guided framework that transfers semantic knowledge from red, green, and blue fr...

Kenan Ye, Shengjie Zhao, Shuang Liang · 0 citations

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