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Nikalal Kaldera

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Open access Sep 2026

DiMoP: Diffusion-Driven Motion Representation Learning With Frame-Level Pseudo-Classification for Skeleton-Based Action Recognition

Robust skeleton-based action recognition requires representations that capture a wide spectrum of motions, from subtle to moderate and strong ones. Existing methods often focus on strong motions. This paper introduces DiMoP, a masking- and diffusion-driven motion representation learning method with frame-level pseudo-c...

Shanaka Ramesh Gunasekara, Wan-Qing Li, Nikalal Kaldera et al. · 0 citations

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