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Author

Zhe Xue

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2025

Generalizing Single-Frame Supervision to Event-Level Understanding for Video Anomaly Detection

Extensive experiments show SF-VAD achieves state-of-the-art detection results while offering a favorable trade-off between performance and annotation cost, and Frame-guided Progressive Learning (FPL), to generalize sparse frame supervision to event-level anomaly understanding.

Junxi Chen, Liang Li, Yun-Bin Tu et al. · 4 citations

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