Anomaly detection on LAG (test)
97.3Image-level AUROCD24FAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| D24FADShots=8-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 97.3 | — | — | — | |
| D24FADShots=4-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 96.2 | — | — | — | |
| D24FADShots=2-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 94.7 | — | — | — | |
| MVFA-ADShots=8-shot, Paradigm=Few-shot2026.03 | 81 | — | — | — | |
| CutPasteShots=8-shot, Paradigm=Unsupervised2026.03 | 78.1 | — | — | — | |
| ReContrastShots=8-shot, Paradigm=Unsupervised2026.03 | 77.3 | — | — | — | |
| CutPasteShots=4-shot, Paradigm=Unsupervised2026.03 | 77.2 | — | — | — | |
| MVFA-ADShots=4-shot, Paradigm=Few-shot2026.03 | 77.2 | — | — | — | |
| PatchCoreShots=8-shot, Paradigm=Unsupervised2026.03 | 77.1 | — | — | — | |
| RD4ADShots=8-shot, Paradigm=Unsupervised2026.03 | 77 | — | — | — | |
| SimpleNetShots=8-shot, Paradigm=Unsupervised2026.03 | 74.9 | — | — | — | |
| INP-FormerShots=8-shot, Paradigm=Few-shot2026.03 | 74.7 | — | — | — | |
| MediCLIPShots=8-shot, Paradigm=Few-shot2026.03 | 73.2 | — | — | — | |
| MVFA-ADShots=2-shot, Paradigm=Few-shot2026.03 | 73.1 | — | — | — | |
| ReContrastShots=4-shot, Paradigm=Unsupervised2026.03 | 72.7 | — | — | — | |
| MediCLIPShots=4-shot, Paradigm=Few-shot2026.03 | 72.3 | — | — | — | |
| FastFlowShots=8-shot, Paradigm=Unsupervised2026.03 | 72.2 | — | — | — | |
| INP-FormerShots=2-shot, Paradigm=Few-shot2026.03 | 71.8 | — | — | — | |
| INP-FormerShots=4-shot, Paradigm=Few-shot2026.03 | 71.8 | — | — | — | |
| RD4ADShots=4-shot, Paradigm=Unsupervised2026.03 | 71.7 | — | — | — | |
| MediCLIPShots=2-shot, Paradigm=Few-shot2026.03 | 71.7 | — | — | — | |
| InCTRLShots=2-shot, Paradigm=Few-shot2026.03 | 71.7 | — | — | — | |
| InCTRLShots=4-shot, Paradigm=Few-shot2026.03 | 71.1 | — | — | — | |
| InCTRLShots=8-shot, Paradigm=Few-shot2026.03 | 71.1 | — | — | — | |
| SimpleNetShots=2-shot, Paradigm=Unsupervised2026.03 | 70.3 | — | — | — | |
| SimpleNetShots=4-shot, Paradigm=Unsupervised2026.03 | 69.3 | — | — | — | |
| PatchCoreShots=2-shot, Paradigm=Unsupervised2026.03 | 69.1 | — | — | — | |
| SCRD4ADShots=8-shot, Paradigm=Unsupervised2026.03 | 68.8 | — | — | — | |
| SCRD4ADShots=2-shot, Paradigm=Unsupervised2026.03 | 68.1 | — | — | — | |
| RegADShots=8-shot, Paradigm=Few-shot2026.03 | 68.1 | — | — | — | |
| PatchCoreShots=4-shot, Paradigm=Unsupervised2026.03 | 67.5 | — | — | — | |
| SCRD4ADShots=4-shot, Paradigm=Unsupervised2026.03 | 67.1 | — | — | — | |
| FastFlowShots=4-shot, Paradigm=Unsupervised2026.03 | 66.5 | — | — | — | |
| FastFlowShots=2-shot, Paradigm=Unsupervised2026.03 | 66.3 | — | — | — | |
| RD4ADShots=2-shot, Paradigm=Unsupervised2026.03 | 65.7 | — | — | — | |
| UAEShots=4-shot, Paradigm=Unsupervised2026.03 | 64.7 | — | — | — | |
| ReContrastShots=2-shot, Paradigm=Unsupervised2026.03 | 64.6 | — | — | — | |
| UAEShots=8-shot, Paradigm=Unsupervised2026.03 | 60.5 | — | — | — | |
| CutPasteShots=2-shot, Paradigm=Unsupervised2026.03 | 60.2 | — | — | — | |
| AnomalyGPTShots=4-shot, Paradigm=Few-shot2026.03 | 58.1 | — | — | — | |
| UAEShots=2-shot, Paradigm=Unsupervised2026.03 | 57.7 | — | — | — | |
| AnomalyGPTShots=2-shot, Paradigm=Few-shot2026.03 | 57.6 | — | — | — | |
| AnomalyGPTShots=8-shot, Paradigm=Few-shot2026.03 | 57.5 | — | — | — | |
| NSAShots=2-shot, Paradigm=Unsupervised2026.03 | 57.1 | — | — | — | |
| f-AnoGANShots=4-shot, Paradigm=Unsupervised2026.03 | 55 | — | — | — | |
| WinCLIPShots=2-shot, Paradigm=Few-shot2026.03 | 55 | — | — | — | |
| WinCLIPShots=8-shot, Paradigm=Few-shot2026.03 | 55 | — | — | — | |
| RegADShots=4-shot, Paradigm=Few-shot2026.03 | 54.4 | — | — | — | |
| WinCLIPShots=4-shot, Paradigm=Few-shot2026.03 | 53.8 | — | — | — | |
| RegADShots=2-shot, Paradigm=Few-shot2026.03 | 51.9 | — | — | — | |
| NSAShots=4-shot, Paradigm=Unsupervised2026.03 | 51.6 | — | — | — | |
| f-AnoGANShots=2-shot, Paradigm=Unsupervised2026.03 | 51.1 | — | — | — | |
| NSAShots=8-shot, Paradigm=Unsupervised2026.03 | 48.3 | — | — | — | |
| RD++Shots=8-shot, Paradigm=Unsupervised2026.03 | 43.5 | — | — | — | |
| RD++Shots=2-shot, Paradigm=Unsupervised2026.03 | 42.7 | — | — | — | |
| RD++Shots=4-shot, Paradigm=Unsupervised2026.03 | 41.9 | — | — | — | |
| f-AnoGANShots=8-shot, Paradigm=Unsupervised2026.03 | 37.1 | — | — | — | |
| ADGAN2021.01 | — | 75.2 | — | — | |
| AE-USetting=Full-shot specialized, Source=MICCAI2026.03 | — | 80.8 | — | — | |
| AEUMethod Category=Traditional Medical AD, Evaluation Protocol=full-shot one-class classification2024.03 | — | — | 81.3 | 78.9 | |
| AEU+DDADMethod Category=Traditional Medical AD, Evaluation Protocol=full-shot one-class classification2024.03 | — | — | 86 | 84 | |
| AnomalyGPTSetting=Few-shot specialized, Source=AAAI2026.03 | — | 57.5 | — | — | |
| CAM2021.01 | — | 66.3 | — | — | |
| CAVGA-Ru2021.01 | — | 81.9 | — | — | |
| D24FADSetting=Few-shot specialized, Source=ICLR2026.03 | — | 97.3 | — | — | |
| DAE2021.01 | — | 65.1 | — | — | |
| F-anoGAN2021.01 | — | 77.8 | — | — | |
| F-AnoGANMethod Category=Traditional Medical AD, Evaluation Protocol=full-shot one-class classification2024.03 | — | — | 84.2 | 77.5 | |
| FPIMethod Category=Traditional Medical AD, Evaluation Protocol=full-shot one-class classification2024.03 | — | — | 54.3 | 55.6 | |
| GBP2021.01 | — | 78.7 | — | — | |
| IGDPre-training=ImageNet2021.01 | — | 83.8 | — | — | |
| IGDPre-training=SSL2021.01 | — | 85.7 | — | — | |
| InCTRLMethod Category=Generalist AD, Evaluation Protocol=8-shot normal images2024.03 | — | — | 83.2 | 88 | |
| InCTRLSetting=Few-shot specialized, Source=CVPR2026.03 | — | 71.1 | — | — | |
| INP-FormerSetting=Few-shot specialized, Source=CVPR2026.03 | — | 74.7 | — | — | |
| MVFA-ADSetting=Few-shot specialized, Source=CVPR2026.03 | — | 81 | — | — | |
| OCGAN2021.01 | — | 73.7 | — | — | |
| PIIMethod Category=Traditional Medical AD, Evaluation Protocol=full-shot one-class classification2024.03 | — | — | 61 | 60.7 | |
| RD4ADSetting=Full-shot specialized, Source=CVPR2026.03 | — | 67.5 | — | — | |
| SIRSetting=Full-shot specialized2026.03 | — | 100 | — | — | |
| SIRSetting=Few-shot specialized, Config=One-shot2026.03 | — | 99.9 | — | — | |
| SIRSetting=Universal, Config=Full-shot universal2026.03 | — | 99.9 | — | — | |
| SIRSetting=Universal, Config=Ten-shot universal2026.03 | — | 99.9 | — | — | |
| SIRSetting=Universal, Config=One-shot universal2026.03 | — | 98.2 | — | — | |
| SmoothGrad2021.01 | — | 79.5 | — | — | |
| WinCLIPMethod Category=Generalist AD, Evaluation Protocol=8-shot normal images2024.03 | — | — | 57.1 | 73.1 |