Anomaly Detection on OCT 2017
99.4Image-level AU-ROCANoCo (CLIP)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ANoCo (CLIP)# refs=4-shot, Backbone=CLIP2026.05 | 99.4 | — | 99.7 | |
| ANoCo (CLIP)# refs=8-shot, Backbone=CLIP2026.05 | 99.3 | — | 99.7 | |
| InvADEvaluation Setting=single-class, FPS=882025.04 | 99 | 87.2 | — | |
| PatchCoreEvaluation Setting=single-class, FPS=202025.04 | 98.6 | 86.4 | — | |
| hyperbolic frameworkBackbone=WideResNet50, Feature extractor dimensionality=1024, Patch size=3, Optimizer=Adam, Learning rate=10^-3, Batch size=32, Epochs=502025.05 | 97.85 | — | — | |
| ANoCo (CLIP)# refs=2-shot, Backbone=CLIP2026.05 | 97.7 | — | 99.2 | |
| ANoCo (WRN)# refs=8-shot, Backbone=WRN2026.05 | 97.7 | — | 99.1 | |
| InCTRL# refs=8-shot2026.05 | 97.4 | — | 99.1 | |
| RD4ADEvaluation Setting=single-class, FPS=202025.04 | 97.3 | 84.2 | — | |
| WinCLIP# refs=8-shot2026.05 | 97 | — | 99 | |
| InCTRL# refs=4-shot2026.05 | 96.8 | — | 98.9 | |
| ANoCo (WRN)# refs=4-shot, Backbone=WRN2026.05 | 96.6 | — | 98.7 | |
| WinCLIP# refs=4-shot2026.05 | 96.2 | — | 98.6 | |
| ANoCo (WRN)# refs=2-shot, Backbone=WRN2026.05 | 95 | — | 97.8 | |
| InCTRL# refs=2-shot2026.05 | 94.9 | — | 98.3 | |
| RD4ADBackbone=WideResNet502025.05 | 94.88 | — | — | |
| SimpleNetEvaluation Setting=single-class, FPS=102025.04 | 94.7 | 80.7 | — | |
| WinCLIP# refs=2-shot2026.05 | 94.7 | — | 98.3 | |
| STFPMBackbone=WideResNet502025.05 | 91.88 | — | — | |
| PaDiMEvaluation Setting=single-class, FPS=202025.04 | 91.8 | 79.9 | — | |
| PatchCoreBackbone=WideResNet502025.05 | 90.17 | — | — | |
| CFlowEvaluation Setting=single-class, FPS=152025.04 | 85.4 | 77 | — | |
| PatchCore# refs=8-shot2026.05 | 80.6 | — | 90.4 | |
| CFABackbone=WideResNet502025.05 | 79.1 | — | — | |
| PatchCore# refs=4-shot2026.05 | 76.8 | — | 88.1 | |
| RegAD# refs=8-shot2026.05 | 74.4 | — | 88.6 | |
| PatchCore# refs=2-shot2026.05 | 73 | — | 86.6 | |
| RegAD# refs=4-shot2026.05 | 72.7 | — | 86.1 | |
| RegAD# refs=2-shot2026.05 | 70.1 | — | 84.6 | |
| PaDiMBackbone=WideResNet502025.05 | 67.63 | — | — |