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arXiv (Cornell University)
An End-to-End Two-Stream Network Based on RGB Flow and Representation Flow for Human Action Recognition
November 2024 • Steven Y. J. Lai, Tsun-Hin Cheung, Kin Yip Fung, Tianshan Liu, Kin‐Man Lam
With the rapid advancements in deep learning, computer vision tasks have seen significant improvements, making two-stream neural networks a popular focus for video based action recognition. Traditional models using RGB and optical flow streams achieve strong performance but at a high computational cost. To address this, we introduce a representation flow algorithm to replace the optical flow branch in the egocentric action recognition model, enabling end-to-end training while reducing computational cost and predic…
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