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cs.CV2026
BoT-Feedback: Grounding Multimodal Reasoning in Biomechanical Evidence for Explainable Human Action Feedback
Xu Dong, Wanqing Li, Anthony Adeyemi-Ejeye +1
Multimodal Large Language Models (MLLMs) have demonstrated impressive capabilities in visual understanding and multimodal reasoning, yet they remain fundamentally limited in Human…
cs.CV2026
Moving Beyond More Views: Redundancy-Aware Ego-Exo Fusion for Proficiency Estimation
Xu Dong, Wanqing Li, Anthony Adeyemi-Ejeye +1
EgoExo proficiency estimation aims to assess action quality by integrating fine-grained motion cues from egocentric (1st-person) views with spatial context from multiple exocentric…
cs.CV2024★ 1 cited
Interpretable Long-term Action Quality Assessment
Xu Dong, Xinran Liu, Wanqing Li +2
Long-term Action Quality Assessment (AQA) evaluates the execution of activities in videos. However, the length presents challenges in fine-grained interpretability, with current AQ…