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Video Anomaly Understanding Evaluation on UCF-Crime

7.22CLSSRVAU-R1
2.88324.00915.1356.2609Feb 1, 2026

Evaluation results

MethodLinks
SRVAU-R12026.027.226.769.166.566.9636.66
Qwen2.5-VL-7B2026.024.83.738.957.054.2528.78
VAU-R12026.024.422.988.715.893.3925.49
InternVL2.5-2B2026.024.43.088.095.693.4724.74
Qwen2.5-VL-3B2026.024.312.888.75.953.2725.1
InternVL2.5-8B-MPO2026.023.793.28.235.773.4824.47
Qwen2-VL-2B2026.023.472.487.754.492.8221.02
HolmesVAU2026.023.051.976.33.082.3916.79