Anomaly Detection on HIS Derived from Camelyon16 (test)
94.3Image-level AUROCD24FAD
Evaluation results
| Method | Links | |
|---|---|---|
| D24FADShots=8-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 94.3 | |
| D24FADShots=2-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 94.2 | |
| D24FADShots=4-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 94.2 | |
| MVFA-ADShots=8-shot, Paradigm=Few-shot2026.03 | 80.7 | |
| MVFA-ADShots=4-shot, Paradigm=Few-shot2026.03 | 80.6 | |
| MVFA-ADShots=2-shot, Paradigm=Few-shot2026.03 | 76.4 | |
| FastFlowShots=4-shot, Paradigm=Unsupervised2026.03 | 75.1 | |
| CutPasteShots=4-shot, Paradigm=Unsupervised2026.03 | 74.6 | |
| CutPasteShots=8-shot, Paradigm=Unsupervised2026.03 | 73.9 | |
| InCTRLShots=4-shot, Paradigm=Few-shot2026.03 | 73.5 | |
| RD4ADShots=2-shot, Paradigm=Unsupervised2026.03 | 73.2 | |
| FastFlowShots=2-shot, Paradigm=Unsupervised2026.03 | 73.1 | |
| InCTRLShots=8-shot, Paradigm=Few-shot2026.03 | 72.7 | |
| InCTRLShots=2-shot, Paradigm=Few-shot2026.03 | 71.8 | |
| FastFlowShots=8-shot, Paradigm=Unsupervised2026.03 | 71.2 | |
| SCRD4ADShots=4-shot, Paradigm=Unsupervised2026.03 | 69.5 | |
| SCRD4ADShots=8-shot, Paradigm=Unsupervised2026.03 | 69.5 | |
| SCRD4ADShots=2-shot, Paradigm=Unsupervised2026.03 | 68.6 | |
| RD4ADShots=4-shot, Paradigm=Unsupervised2026.03 | 68.1 | |
| RD4ADShots=8-shot, Paradigm=Unsupervised2026.03 | 68.1 | |
| PatchCoreShots=2-shot, Paradigm=Unsupervised2026.03 | 67.8 | |
| f-AnoGANShots=2-shot, Paradigm=Unsupervised2026.03 | 67.4 | |
| MediCLIPShots=4-shot, Paradigm=Few-shot2026.03 | 66.8 | |
| INP-FormerShots=4-shot, Paradigm=Few-shot2026.03 | 66.6 | |
| SimpleNetShots=2-shot, Paradigm=Unsupervised2026.03 | 66.5 | |
| INP-FormerShots=8-shot, Paradigm=Few-shot2026.03 | 65.8 | |
| ReContrastShots=4-shot, Paradigm=Unsupervised2026.03 | 65.2 | |
| MediCLIPShots=8-shot, Paradigm=Few-shot2026.03 | 65.1 | |
| PatchCoreShots=4-shot, Paradigm=Unsupervised2026.03 | 64.7 | |
| SimpleNetShots=4-shot, Paradigm=Unsupervised2026.03 | 64.5 | |
| ReContrastShots=8-shot, Paradigm=Unsupervised2026.03 | 64.4 | |
| INP-FormerShots=2-shot, Paradigm=Few-shot2026.03 | 63.6 | |
| MediCLIPShots=2-shot, Paradigm=Few-shot2026.03 | 61.4 | |
| PatchCoreShots=8-shot, Paradigm=Unsupervised2026.03 | 59.6 | |
| WinCLIPShots=4-shot, Paradigm=Few-shot2026.03 | 58.8 | |
| ReContrastShots=2-shot, Paradigm=Unsupervised2026.03 | 58.5 | |
| WinCLIPShots=2-shot, Paradigm=Few-shot2026.03 | 58 | |
| CutPasteShots=2-shot, Paradigm=Unsupervised2026.03 | 57.9 | |
| WinCLIPShots=8-shot, Paradigm=Few-shot2026.03 | 57.2 | |
| RegADShots=4-shot, Paradigm=Few-shot2026.03 | 57 | |
| SimpleNetShots=8-shot, Paradigm=Unsupervised2026.03 | 55.1 | |
| UAEShots=4-shot, Paradigm=Unsupervised2026.03 | 54.9 | |
| RegADShots=2-shot, Paradigm=Few-shot2026.03 | 54.5 | |
| f-AnoGANShots=8-shot, Paradigm=Unsupervised2026.03 | 54 | |
| RegADShots=8-shot, Paradigm=Few-shot2026.03 | 51.4 | |
| NSAShots=4-shot, Paradigm=Unsupervised2026.03 | 51.1 | |
| NSAShots=8-shot, Paradigm=Unsupervised2026.03 | 50.8 | |
| f-AnoGANShots=4-shot, Paradigm=Unsupervised2026.03 | 49.5 | |
| UAEShots=8-shot, Paradigm=Unsupervised2026.03 | 48.5 | |
| AnomalyGPTShots=8-shot, Paradigm=Few-shot2026.03 | 48.3 | |
| AnomalyGPTShots=2-shot, Paradigm=Few-shot2026.03 | 47.9 | |
| AnomalyGPTShots=4-shot, Paradigm=Few-shot2026.03 | 47.1 | |
| UAEShots=2-shot, Paradigm=Unsupervised2026.03 | 44.8 | |
| RD++Shots=8-shot, Paradigm=Unsupervised2026.03 | 41.8 | |
| RD++Shots=4-shot, Paradigm=Unsupervised2026.03 | 40.3 | |
| RD++Shots=2-shot, Paradigm=Unsupervised2026.03 | 39.6 | |
| NSAShots=2-shot, Paradigm=Unsupervised2026.03 | 38.8 |