ResearchBenchmarksReal-World Anomaly Detection on XD-Violence HIVAU-70kFollow37.16Error RateTransNet36.122843.123950.12557.1261Mar 18, 2026Evaluation ResultsMethodMethodLinksError RateCorrection RateTransNetSampling Rate (fps)=0.1Sampling Rate (fps)=0.12026.0337.1639VSUMMSampling Rate (fps)=0.1Sampling Rate (fps)=0.12026.0357.3551.6UniformSampling Rate (fps)=0.1Sampling Rate (fps)=0.12026.0359.5354.2InfoShotSampling Rate (fps)=0.1Sampling Rate (fps)=0.12026.0363.0958.4