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

Author

Zuoheng Liu

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Open access Jul 2026

Lightweight mmWave radar human action recognition via knowledge distillation and physically enhanced representation

This paper introduces a physically enhanced input representation module that alleviates the representation limitations of sparse mmWave radar point clouds by explicitly incorporating inter-frame centroid differences and normalized timestamps as auxiliary motion and temporal cues and employs a high-accuracy dual-branch teacher model to guide a student model.

Feng-Dai Liu, Yi-Nan Wang, Zuoheng Liu et al. · 0 citations

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