Approaches Toward Physical and General Video Anomaly Detection

Benchmark Model Rank Results
general-action-video-anomaly-detection-on-something-something-v2Pooled Image Level kNN#1Avg. ROC-AUC: 0.58Architecture: ViT
general-action-video-anomaly-detection-on-something-something-v2Video Level features kNN#3Avg. ROC-AUC: 0.52Architecture: TimeSformer
physical-video-anomaly-detection-on-phantomPooled Image Level kNN#1Avg. ROC-AUC: 0.78Architecture: ViT
physical-video-anomaly-detection-on-phantomVideo Level features kNN#2Avg. ROC-AUC: 0.76Architecture: TimeSformer