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Video Anomaly Detection

4 papers across 4 sessions

Poster Session 1

1 paper
Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Generalizing Single-Frame Supervision to Event-Level Understanding for Video Anomaly Detection
#5505 · Junxi Chen, Liang Li, Yunbin Tu, Li Su, Zhe Xue, Qingming Huang

Poster Session 4

1 paper
Thursday, December 4, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Do LVLMs Truly Understand Video Anomalies? Revealing Hallucination via Co-Occurrence Patterns
#4901 · Menghao Zhang, Huazheng Wang, Pengfei Ren, Kangheng Lin, Qi Qi, Haifeng Sun, Zirui Zhuang, Lei Zhang, Jianxin Liao, Jingyu Wang

This paper reveals that LVLMs in video anomaly detection rely on pre-trained statistical shortcuts instead of scene-aware reasoning.

Poster Session 5

1 paper
Friday, December 5, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
A2Seek: Towards Reasoning-Centric Benchmark for Aerial Anomaly Understanding
#4503 · Mengjingcheng Mo, Xinyang Tong, Mingpi Tan, Jiaxu Leng, JianKang Zheng, Yiran Liu, Haosheng Chen, Ji Gan, Weisheng Li, Xinbo Gao

We introduce A2Seek, a reasoning-centric benchmark for aerial anomaly understanding, and A2Seek-R1, a method designed to seek and interpret anomalies.

Poster Session 6

1 paper
Friday, December 5, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
VADTree: Explainable Training-Free Video Anomaly Detection via Hierarchical Granularity-Aware Tree
#2415 · Wenlong Li, Yifei Xu, Yuan Rao, Zhenhua Wang, Shuiguang Deng