Anomaly Detection on APTOS (test)
100I-AUROCD24FAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| D24FADShots=2-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 100 | — | — | |
| D24FADShots=4-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 100 | — | — | |
| D24FADShots=8-shot, Paradigm=Few-shot, Backbone=WideResNet-502026.03 | 100 | — | — | |
| SIRSetting=Full-shot specialized2026.03 | 100 | — | — | |
| D24FADSetting=Few-shot specialized, Source=ICLR2026.03 | 100 | — | — | |
| SIRSetting=Few-shot specialized, Config=One-shot2026.03 | 100 | — | — | |
| SIRSetting=Universal, Config=Full-shot universal2026.03 | 100 | — | — | |
| SIRSetting=Universal, Config=Ten-shot universal2026.03 | 100 | — | — | |
| SIRSetting=Universal, Config=One-shot universal2026.03 | 99.8 | — | — | |
| ReContrast2023.06 | 97.51 | 95.27 | 93.35 | |
| E2ADSetting=Full-shot specialized, Source=TMI2026.03 | 97.5 | — | — | |
| EDCSetting=Full-shot specialized, Source=TMI2026.03 | 95.8 | — | — | |
| InCTRLShots=2-shot, Paradigm=Few-shot2026.03 | 95.6 | — | — | |
| InCTRLShots=4-shot, Paradigm=Few-shot2026.03 | 94.5 | — | — | |
| CFA2023.06 | 94.21 | 94.39 | 92.03 | |
| SimpleNet2023.06 | 93.42 | 91.16 | 87.27 | |
| RD4AD2023.06 | 92.43 | 90.65 | 86.44 | |
| INP-FormerShots=8-shot, Paradigm=Few-shot2026.03 | 91.1 | — | — | |
| INP-FormerSetting=Few-shot specialized, Source=CVPR2026.03 | 91.1 | — | — | |
| PatchCore2023.06 | 90.45 | 90.18 | 85.57 | |
| INP-FormerShots=4-shot, Paradigm=Few-shot2026.03 | 90.4 | — | — | |
| RD4ADSetting=Full-shot specialized, Source=CVPR2026.03 | 90.2 | — | — | |
| FastFlowShots=4-shot, Paradigm=Unsupervised2026.03 | 90 | — | — | |
| f-AnoGAN2023.06 | 89.64 | 89.71 | 85.23 | |
| CutPasteShots=4-shot, Paradigm=Unsupervised2026.03 | 89.6 | — | — | |
| MVFA-ADShots=8-shot, Paradigm=Few-shot2026.03 | 89.6 | — | — | |
| INP-FormerShots=2-shot, Paradigm=Few-shot2026.03 | 89.6 | — | — | |
| MVFA-ADSetting=Few-shot specialized, Source=CVPR2026.03 | 89.6 | — | — | |
| InCTRLShots=8-shot, Paradigm=Few-shot2026.03 | 89.5 | — | — | |
| InCTRLSetting=Few-shot specialized, Source=CVPR2026.03 | 89.5 | — | — | |
| FastFlowShots=2-shot, Paradigm=Unsupervised2026.03 | 87.8 | — | — | |
| MVFA-ADShots=4-shot, Paradigm=Few-shot2026.03 | 87.4 | — | — | |
| MVFA-ADShots=2-shot, Paradigm=Few-shot2026.03 | 86.1 | — | — | |
| CutPasteShots=8-shot, Paradigm=Unsupervised2026.03 | 85.9 | — | — | |
| SCRD4ADShots=4-shot, Paradigm=Unsupervised2026.03 | 84.9 | — | — | |
| FastFlowShots=8-shot, Paradigm=Unsupervised2026.03 | 84.1 | — | — | |
| GANomaly2023.06 | 83.72 | 85.85 | 79.37 | |
| SCRD4ADShots=8-shot, Paradigm=Unsupervised2026.03 | 83.6 | — | — | |
| SCRD4ADShots=2-shot, Paradigm=Unsupervised2026.03 | 82.9 | — | — | |
| ReContrastShots=8-shot, Paradigm=Unsupervised2026.03 | 82.4 | — | — | |
| AnomalyGPTShots=4-shot, Paradigm=Few-shot2026.03 | 78.7 | — | — | |
| MediCLIPShots=8-shot, Paradigm=Few-shot2026.03 | 78.5 | — | — | |
| MediCLIPShots=4-shot, Paradigm=Few-shot2026.03 | 77.7 | — | — | |
| MediCLIPShots=2-shot, Paradigm=Few-shot2026.03 | 77.6 | — | — | |
| AnomalyGPTShots=8-shot, Paradigm=Few-shot2026.03 | 77.6 | — | — | |
| AnomalyGPTSetting=Few-shot specialized, Source=AAAI2026.03 | 77.6 | — | — | |
| PaDiM2023.06 | 77.17 | 85.47 | 77.24 | |
| AnomalyGPTShots=2-shot, Paradigm=Few-shot2026.03 | 76.2 | — | — | |
| ReContrastShots=4-shot, Paradigm=Unsupervised2026.03 | 75.3 | — | — | |
| SimpleNetShots=4-shot, Paradigm=Unsupervised2026.03 | 73.4 | — | — | |
| SimpleNetShots=8-shot, Paradigm=Unsupervised2026.03 | 73.2 | — | — | |
| SimpleNetShots=2-shot, Paradigm=Unsupervised2026.03 | 72.8 | — | — | |
| PatchCoreShots=8-shot, Paradigm=Unsupervised2026.03 | 71.9 | — | — | |
| UAEShots=2-shot, Paradigm=Unsupervised2026.03 | 71.8 | — | — | |
| PatchCoreShots=4-shot, Paradigm=Unsupervised2026.03 | 69.1 | — | — | |
| UAEShots=8-shot, Paradigm=Unsupervised2026.03 | 68.7 | — | — | |
| UAEShots=4-shot, Paradigm=Unsupervised2026.03 | 68.5 | — | — | |
| RD4ADShots=4-shot, Paradigm=Unsupervised2026.03 | 68.1 | — | — | |
| RD4ADShots=8-shot, Paradigm=Unsupervised2026.03 | 67.4 | — | — | |
| PatchCoreShots=2-shot, Paradigm=Unsupervised2026.03 | 67.3 | — | — | |
| RegADShots=8-shot, Paradigm=Few-shot2026.03 | 61.2 | — | — | |
| RegADShots=4-shot, Paradigm=Few-shot2026.03 | 59.4 | — | — | |
| RD++Shots=2-shot, Paradigm=Unsupervised2026.03 | 54.6 | — | — | |
| WinCLIPShots=2-shot, Paradigm=Few-shot2026.03 | 53.1 | — | — | |
| WinCLIPShots=4-shot, Paradigm=Few-shot2026.03 | 53.1 | — | — | |
| RegADShots=2-shot, Paradigm=Few-shot2026.03 | 53 | — | — | |
| WinCLIPShots=8-shot, Paradigm=Few-shot2026.03 | 53 | — | — | |
| NSAShots=8-shot, Paradigm=Unsupervised2026.03 | 52.6 | — | — | |
| ReContrastShots=2-shot, Paradigm=Unsupervised2026.03 | 52.6 | — | — | |
| RD++Shots=8-shot, Paradigm=Unsupervised2026.03 | 52.4 | — | — | |
| CutPasteShots=2-shot, Paradigm=Unsupervised2026.03 | 51.8 | — | — | |
| RD4ADShots=2-shot, Paradigm=Unsupervised2026.03 | 51.3 | — | — | |
| RD++Shots=4-shot, Paradigm=Unsupervised2026.03 | 47 | — | — | |
| NSAShots=4-shot, Paradigm=Unsupervised2026.03 | 46.6 | — | — | |
| NSAShots=2-shot, Paradigm=Unsupervised2026.03 | 39.9 | — | — | |
| f-AnoGANShots=2-shot, Paradigm=Unsupervised2026.03 | 35.5 | — | — | |
| f-AnoGANShots=4-shot, Paradigm=Unsupervised2026.03 | 31.3 | — | — | |
| f-AnoGANShots=8-shot, Paradigm=Unsupervised2026.03 | 30.5 | — | — |