Anomaly Classification on OCT 17
99.93AUCAPRIL-GAN
Evaluation results
| Method | Links | |
|---|---|---|
| APRIL-GANSource=CVPRw23, Paradigm=Few-shot, Samples per class=162025.06 | 99.93 | |
| APRIL-GANShot Number=162024.03 | 99.93 | |
| DRASource=CVPR22, Paradigm=Unsupervised2025.06 | 99.87 | |
| DRAShot Number=162024.03 | 99.87 | |
| APRIL-GANSource=CVPRw23, Shots=82025.06 | 99.75 | |
| APRIL-GANShot Number=82024.03 | 99.75 | |
| MadCLIPSource=This Paper, Paradigm=Few-shot, Samples per class=162025.06 | 99.71 | |
| MVFASource=CVPR24, Paradigm=Few-shot, Samples per class=162025.06 | 99.66 | |
| MFAShot Number=162024.03 | 99.66 | |
| MVFASource=CVPR24, Shots=82025.06 | 99.64 | |
| MFAShot Number=82024.03 | 99.64 | |
| APRIL-GANSource=CVPRw23, Shots=42025.06 | 99.41 | |
| APRIL-GANShot Number=42024.03 | 99.41 | |
| APRIL-GANSetting=few-shot, Shot (K)=42024.03 | 99.41 | |
| MVFASource=CVPR24, Shots=42025.06 | 99.38 | |
| MFAShot Number=42024.03 | 99.38 | |
| MVFASetting=few-shot, Shot (K)=42024.03 | 99.38 | |
| MadCLIPSource=Ours, Shots=42025.06 | 99.37 | |
| APRIL-GANSource=CVPRw23, Shots=22025.06 | 99.21 | |
| APRIL-GANShot Number=22024.03 | 99.21 | |
| MadCLIPSource=Ours, Shots=82025.06 | 99.14 | |
| DRAShot Number=82024.03 | 99.13 | |
| MadCLIPSource=Ours, Shots=22025.06 | 99.06 | |
| DRAShot Number=42024.03 | 99.06 | |
| DRASetting=few-shot, Shot (K)=42024.03 | 99.06 | |
| CLIPSetting=few-normal-shot, Shot (K)=42024.03 | 98.59 | |
| PatchCoreSource=CVPR22, Paradigm=Unsupervised2025.06 | 98.56 | |
| PatchCoreSetting=full-normal-shot, Shot (K)=42024.03 | 98.56 | |
| MVFASource=CVPR24, Shots=22025.06 | 98.37 | |
| DRASource=CVPR22, Shots=22025.06 | 98.08 | |
| DRAShot Number=22024.03 | 98.08 | |
| MFAShot Number=22024.03 | 97.98 | |
| WinCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 97.89 | |
| RD4ADSource=CVPR22, Paradigm=Unsupervised2025.06 | 97.24 | |
| RD4ADSetting=full-normal-shot, Shot (K)=42024.03 | 97.24 | |
| Ourszero-shot=true2026.02 | 97.21 | |
| DRASource=CVPR22, Shots=82025.06 | 97.13 | |
| BiLORAzero-shot=true, reimplemented=true2026.02 | 97.05 | |
| MKDSource=CVPR22, Paradigm=Unsupervised2025.06 | 96.62 | |
| MKDSetting=full-normal-shot, Shot (K)=42024.03 | 96.62 | |
| MVFA-ADzero-shot=true, reimplemented=true2026.02 | 96.62 | |
| MediCLIPSource=MICCAI24, Paradigm=Few-shot, Samples per class=162025.06 | 96.37 | |
| MediCLIPSource=MICCAI24, Shots=82025.06 | 95.69 | |
| AnomalyCLIPzero-shot=true, reimplemented=true2026.02 | 94.6 | |
| MediCLIPSource=MICCAI24, Shots=22025.06 | 93.4 | |
| APRIL-GANzero-shot=true2026.02 | 92.61 | |
| Mao et al.zero-shot=true2026.02 | 91.2 | |
| DRASource=CVPR22, Shots=42025.06 | 90.9 | |
| MediCLIPSource=MICCAI24, Shots=42025.06 | 89.07 | |
| CFLOWADSource=WACV22, Paradigm=Unsupervised2025.06 | 85.43 | |
| CFlow-ADSetting=full-normal-shot, Shot (K)=42024.03 | 85.43 | |
| MedCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 81.39 | |
| AdaCLIPzero-shot=true2026.02 | 68.8 | |
| WinCLIPzero-shot=true2026.02 | 46.64 |