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Author

You-Fu Li

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Conference Aug 2026

Sparsity-Aware Vision Transformer Network for Efficient Event-Based Action Recognition

Event cameras can capture human motion with low latency and high dynamic range, providing an emerging sensing paradigm for action recognition. A large body of recent work converts event data into a sequence of dense frames and feeds them into a video classification model for prediction. Although the frame-based methods...

Bo-Cheng Xie, Jian Liu, You-Xuan Fang et al. · 0 citations
2025

EPA: Boosting Event-based Video Frame Interpolation with Perceptually Aligned Learning

This novel E-VFI framework diverges from approaches reliant on direct image-level supervision by constructing multilevel, degradation-insensitive semantic perceptual supervisory signals to enhance the perceptual realism and multi-scene generalization of the model's predictions.

Yuhan Liu, Linghui Fu, Zheng Yang et al. · 1 citation

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