Anomaly Detection on RSNA Chest X-ray lung opacity (test)
99.2Image-level AUROCD24FAD
Evaluation results
| Method | Links | |
|---|---|---|
| D24FADShots=8-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 99.2 | |
| D24FADShots=4-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 97.9 | |
| D24FADShots=2-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 88.9 | |
| MVFA-ADShots=4-shot, Paradigm=Few-shot2026.03 | 87.4 | |
| MVFA-ADShots=8-shot, Paradigm=Few-shot2026.03 | 84.9 | |
| CutPasteShots=8-shot, Paradigm=Unsupervised2026.03 | 83.3 | |
| InCTRLShots=8-shot, Paradigm=Few-shot2026.03 | 82.7 | |
| InCTRLShots=4-shot, Paradigm=Few-shot2026.03 | 81.4 | |
| FastFlowShots=8-shot, Paradigm=Unsupervised2026.03 | 79.6 | |
| InCTRLShots=2-shot, Paradigm=Few-shot2026.03 | 79.5 | |
| INP-FormerShots=4-shot, Paradigm=Few-shot2026.03 | 79.1 | |
| INP-FormerShots=8-shot, Paradigm=Few-shot2026.03 | 78.5 | |
| FastFlowShots=4-shot, Paradigm=Unsupervised2026.03 | 77.9 | |
| SimpleNetShots=8-shot, Paradigm=Unsupervised2026.03 | 76.9 | |
| RD4ADShots=8-shot, Paradigm=Unsupervised2026.03 | 76.1 | |
| INP-FormerShots=2-shot, Paradigm=Few-shot2026.03 | 76.1 | |
| ReContrastShots=4-shot, Paradigm=Unsupervised2026.03 | 75.5 | |
| ReContrastShots=8-shot, Paradigm=Unsupervised2026.03 | 75.3 | |
| PatchCoreShots=8-shot, Paradigm=Unsupervised2026.03 | 74.6 | |
| MVFA-ADShots=2-shot, Paradigm=Few-shot2026.03 | 74.6 | |
| CutPasteShots=4-shot, Paradigm=Unsupervised2026.03 | 74.5 | |
| FastFlowShots=2-shot, Paradigm=Unsupervised2026.03 | 74.4 | |
| WinCLIPShots=8-shot, Paradigm=Few-shot2026.03 | 71.8 | |
| ReContrastShots=2-shot, Paradigm=Unsupervised2026.03 | 71.1 | |
| PatchCoreShots=4-shot, Paradigm=Unsupervised2026.03 | 70.9 | |
| WinCLIPShots=4-shot, Paradigm=Few-shot2026.03 | 70.8 | |
| SimpleNetShots=4-shot, Paradigm=Unsupervised2026.03 | 69.7 | |
| WinCLIPShots=2-shot, Paradigm=Few-shot2026.03 | 69.6 | |
| RD4ADShots=4-shot, Paradigm=Unsupervised2026.03 | 68.2 | |
| SCRD4ADShots=4-shot, Paradigm=Unsupervised2026.03 | 67.9 | |
| SCRD4ADShots=2-shot, Paradigm=Unsupervised2026.03 | 67.7 | |
| CutPasteShots=2-shot, Paradigm=Unsupervised2026.03 | 67.3 | |
| SCRD4ADShots=8-shot, Paradigm=Unsupervised2026.03 | 67.3 | |
| PatchCoreShots=2-shot, Paradigm=Unsupervised2026.03 | 65 | |
| RegADShots=8-shot, Paradigm=Few-shot2026.03 | 64.5 | |
| AnomalyGPTShots=4-shot, Paradigm=Few-shot2026.03 | 63 | |
| AnomalyGPTShots=2-shot, Paradigm=Few-shot2026.03 | 62.8 | |
| AnomalyGPTShots=8-shot, Paradigm=Few-shot2026.03 | 62.7 | |
| SimpleNetShots=2-shot, Paradigm=Unsupervised2026.03 | 62.1 | |
| RD4ADShots=2-shot, Paradigm=Unsupervised2026.03 | 60.7 | |
| RD++Shots=4-shot, Paradigm=Unsupervised2026.03 | 60 | |
| MediCLIPShots=8-shot, Paradigm=Few-shot2026.03 | 59.4 | |
| RD++Shots=2-shot, Paradigm=Unsupervised2026.03 | 59.1 | |
| NSAShots=2-shot, Paradigm=Unsupervised2026.03 | 58.8 | |
| RD++Shots=8-shot, Paradigm=Unsupervised2026.03 | 58.5 | |
| MediCLIPShots=4-shot, Paradigm=Few-shot2026.03 | 54.4 | |
| NSAShots=4-shot, Paradigm=Unsupervised2026.03 | 51.7 | |
| RegADShots=4-shot, Paradigm=Few-shot2026.03 | 50.9 | |
| MediCLIPShots=2-shot, Paradigm=Few-shot2026.03 | 50.7 | |
| NSAShots=8-shot, Paradigm=Unsupervised2026.03 | 48.6 | |
| UAEShots=8-shot, Paradigm=Unsupervised2026.03 | 48 | |
| RegADShots=2-shot, Paradigm=Few-shot2026.03 | 46.1 | |
| f-AnoGANShots=4-shot, Paradigm=Unsupervised2026.03 | 43.1 | |
| UAEShots=2-shot, Paradigm=Unsupervised2026.03 | 43 | |
| f-AnoGANShots=8-shot, Paradigm=Unsupervised2026.03 | 42.2 | |
| UAEShots=4-shot, Paradigm=Unsupervised2026.03 | 42 | |
| f-AnoGANShots=2-shot, Paradigm=Unsupervised2026.03 | 38.6 |