Anomaly Detection on Brain Tumor Br35H5 (test)
96.3AUROC (image-level)MVFA-AD
Evaluation results
| Method | Links | |
|---|---|---|
| MVFA-ADShots=8-shot, Paradigm=Few-shot2026.03 | 96.3 | |
| D24FADShots=2-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 95.5 | |
| D24FADShots=8-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 95.5 | |
| D24FADShots=4-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 95.3 | |
| MVFA-ADShots=4-shot, Paradigm=Few-shot2026.03 | 93.7 | |
| MVFA-ADShots=2-shot, Paradigm=Few-shot2026.03 | 92.8 | |
| InCTRLShots=4-shot, Paradigm=Few-shot2026.03 | 91.8 | |
| InCTRLShots=8-shot, Paradigm=Few-shot2026.03 | 91.8 | |
| FastFlowShots=8-shot, Paradigm=Unsupervised2026.03 | 91 | |
| FastFlowShots=2-shot, Paradigm=Unsupervised2026.03 | 90.8 | |
| InCTRLShots=2-shot, Paradigm=Few-shot2026.03 | 90.6 | |
| FastFlowShots=4-shot, Paradigm=Unsupervised2026.03 | 90.3 | |
| MediCLIPShots=2-shot, Paradigm=Few-shot2026.03 | 89.9 | |
| CutPasteShots=8-shot, Paradigm=Unsupervised2026.03 | 89.3 | |
| MediCLIPShots=8-shot, Paradigm=Few-shot2026.03 | 88.7 | |
| MediCLIPShots=4-shot, Paradigm=Few-shot2026.03 | 88.2 | |
| CutPasteShots=4-shot, Paradigm=Unsupervised2026.03 | 87.7 | |
| SCRD4ADShots=4-shot, Paradigm=Unsupervised2026.03 | 81.8 | |
| RD4ADShots=8-shot, Paradigm=Unsupervised2026.03 | 81.4 | |
| SCRD4ADShots=8-shot, Paradigm=Unsupervised2026.03 | 81.4 | |
| INP-FormerShots=8-shot, Paradigm=Few-shot2026.03 | 81.4 | |
| CutPasteShots=2-shot, Paradigm=Unsupervised2026.03 | 79.3 | |
| AnomalyGPTShots=4-shot, Paradigm=Few-shot2026.03 | 78.9 | |
| AnomalyGPTShots=8-shot, Paradigm=Few-shot2026.03 | 78.9 | |
| INP-FormerShots=4-shot, Paradigm=Few-shot2026.03 | 78.4 | |
| PatchCoreShots=8-shot, Paradigm=Unsupervised2026.03 | 78.1 | |
| SimpleNetShots=8-shot, Paradigm=Unsupervised2026.03 | 77.4 | |
| AnomalyGPTShots=2-shot, Paradigm=Few-shot2026.03 | 76.9 | |
| SCRD4ADShots=2-shot, Paradigm=Unsupervised2026.03 | 76.5 | |
| RegADShots=8-shot, Paradigm=Few-shot2026.03 | 75.8 | |
| INP-FormerShots=2-shot, Paradigm=Few-shot2026.03 | 74.7 | |
| RD4ADShots=4-shot, Paradigm=Unsupervised2026.03 | 74.6 | |
| PatchCoreShots=4-shot, Paradigm=Unsupervised2026.03 | 74 | |
| ReContrastShots=8-shot, Paradigm=Unsupervised2026.03 | 71.4 | |
| SimpleNetShots=4-shot, Paradigm=Unsupervised2026.03 | 70.8 | |
| RegADShots=4-shot, Paradigm=Few-shot2026.03 | 70.2 | |
| UAEShots=8-shot, Paradigm=Unsupervised2026.03 | 69.2 | |
| UAEShots=4-shot, Paradigm=Unsupervised2026.03 | 68.8 | |
| UAEShots=2-shot, Paradigm=Unsupervised2026.03 | 68.4 | |
| RegADShots=2-shot, Paradigm=Few-shot2026.03 | 68.4 | |
| f-AnoGANShots=8-shot, Paradigm=Unsupervised2026.03 | 65.3 | |
| PatchCoreShots=2-shot, Paradigm=Unsupervised2026.03 | 64.1 | |
| SimpleNetShots=2-shot, Paradigm=Unsupervised2026.03 | 63.5 | |
| ReContrastShots=4-shot, Paradigm=Unsupervised2026.03 | 63.1 | |
| RD4ADShots=2-shot, Paradigm=Unsupervised2026.03 | 62.2 | |
| ReContrastShots=2-shot, Paradigm=Unsupervised2026.03 | 56.7 | |
| f-AnoGANShots=4-shot, Paradigm=Unsupervised2026.03 | 53.9 | |
| WinCLIPShots=4-shot, Paradigm=Few-shot2026.03 | 45 | |
| NSAShots=8-shot, Paradigm=Unsupervised2026.03 | 44.1 | |
| WinCLIPShots=8-shot, Paradigm=Few-shot2026.03 | 43.4 | |
| NSAShots=2-shot, Paradigm=Unsupervised2026.03 | 39.9 | |
| NSAShots=4-shot, Paradigm=Unsupervised2026.03 | 38.9 | |
| WinCLIPShots=2-shot, Paradigm=Few-shot2026.03 | 38.2 | |
| f-AnoGANShots=2-shot, Paradigm=Unsupervised2026.03 | 34.7 | |
| RD++Shots=2-shot, Paradigm=Unsupervised2026.03 | 26 | |
| RD++Shots=4-shot, Paradigm=Unsupervised2026.03 | 25.5 | |
| RD++Shots=8-shot, Paradigm=Unsupervised2026.03 | 24.4 |