Anomaly Detection on BTCV + LITS
72.3Image AUROC (det.)SimpleNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SimpleNetEvaluation Setting=single-class, FPS=102025.04 | 72.3 | 97.5 | 80.7 | — | — | |
| hyperbolic frameworkBackbone=WideResNet50, Feature extractor dimensionality=1024, Patch size=3, Optimizer=Adam, Learning rate=10^-3, Batch size=32, Epochs=502025.05 | 65.94 | — | — | — | — | |
| Multi-ADMethod Category=Distillation-based2026.02 | 62.6 | 97.6 | — | — | — | |
| STFPMMethod Category=Reconstruction-based2026.02 | 61.8 | 91.2 | — | — | — | |
| STFPMBackbone=WideResNet502025.05 | 61.48 | — | — | — | — | |
| MKDMethod Category=Distillation-based2026.02 | 60.7 | 96.1 | — | — | — | |
| InvADEvaluation Setting=single-class, FPS=882025.04 | 60.6 | 97.8 | 87.2 | — | — | |
| RD4ADEvaluation Setting=single-class, FPS=202025.04 | 60.4 | 96 | 84.2 | — | — | |
| RD4ADMethod Category=Reconstruction-based2026.02 | 60.4 | 96 | — | — | — | |
| PatchCoreEvaluation Setting=single-class, FPS=202025.04 | 60.3 | 96.4 | 86.4 | — | — | |
| PatchCoreMethod Category=Clustering-based2026.02 | 60.3 | 96.4 | — | — | — | |
| PatchCoreBackbone=WideResNet502025.05 | 59.33 | — | — | — | — | |
| RD4ADBackbone=WideResNet502025.05 | 59.14 | — | — | — | — | |
| CFABackbone=WideResNet502025.05 | 53.89 | — | — | — | — | |
| SimpleNetMethod Category=Clustering-based2026.02 | 52.5 | 96.8 | — | — | — | |
| PaDiMBackbone=WideResNet502025.05 | 50.91 | — | — | — | — | |
| PaDiMEvaluation Setting=single-class, FPS=202025.04 | 50.8 | 90.9 | 79.9 | — | — | |
| CFlowEvaluation Setting=single-class, FPS=152025.04 | 50.8 | 92.4 | 77 | — | — | |
| PaDiMMethod Category=Clustering-based2026.02 | 50.8 | 90.9 | — | — | — | |
| AnomalyDINO (v2-S)2026.03 | — | — | — | 97.24 | 17.91 | |
| AnomalyDINO (v3-S)2026.03 | — | — | — | 96.98 | 5.35 | |
| CFABackbone=WideResNet502025.05 | — | 97.4 | — | — | — | |
| CFA2026.03 | — | — | — | 97.14 | 7.13 | |
| CFLOW2026.03 | — | — | — | 92.88 | 3.46 | |
| DPMM (v2-S)2026.03 | — | — | — | 96.3 | 7.05 | |
| DPMM (v3-S)2026.03 | — | — | — | 90.48 | 1.94 | |
| DRAEM2026.03 | — | — | — | 89.42 | 7.03 | |
| hyperbolic frameworkBackbone=WideResNet50, Feature extractor dimensionality=1024, Patch size=3, Optimizer=Adam, Learning rate=10^-3, Batch size=32, Epochs=502025.05 | — | 96.49 | — | — | — | |
| PaDiMBackbone=WideResNet502025.05 | — | 90.48 | — | — | — | |
| PaDiM2026.03 | — | — | — | 90.35 | 1.76 | |
| PatchCoreBackbone=WideResNet502025.05 | — | 95 | — | — | — | |
| PatchCore2026.03 | — | — | — | 96.63 | 6 | |
| RD4ADBackbone=WideResNet502025.05 | — | 91.4 | — | — | — | |
| RD4AD2026.03 | — | — | — | 95.54 | 4.71 | |
| Spatial AR-DINOv3 (dilated conv)2026.03 | — | — | — | 96.39 | 5.51 | |
| Spatial AR-DINOv3 (standard conv)2026.03 | — | — | — | 97.32 | 8.44 | |
| STFPMBackbone=WideResNet502025.05 | — | 96.26 | — | — | — | |
| STFPM2026.03 | — | — | — | 96.3 | 5.44 | |
| UTRAD2026.03 | — | — | — | 85.54 | 1.36 |