Anomaly Classification on BrainMRI
95.9AUCMadCLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MadCLIPSource=This Paper, Paradigm=Few-shot, Samples per class=162025.06 | 95.9 | — | |
| MadCLIPSource=Ours, Shots=42025.06 | 95.25 | — | |
| MadCLIPSource=Ours, Shots=82025.06 | 95.17 | — | |
| MVFASource=CVPR24, Paradigm=Few-shot, Samples per class=162025.06 | 94.4 | — | |
| APRIL-GANSource=CVPRw23, Paradigm=Few-shot, Samples per class=162025.06 | 94.03 | — | |
| MadCLIPSource=Ours, Shots=22025.06 | 93.93 | — | |
| MVFASource=CVPR24, Shots=22025.06 | 92.72 | — | |
| MVFASource=CVPR24, Shots=82025.06 | 92.61 | — | |
| MVFASource=CVPR24, Shots=42025.06 | 92.44 | — | |
| MVFASetting=few-shot, Shot (K)=42024.03 | 92.44 | — | |
| MediCLIPSource=MICCAI24, Shots=82025.06 | 92.29 | — | |
| MediCLIPSource=MICCAI24, Paradigm=Few-shot, Samples per class=162025.06 | 91.56 | — | |
| PatchCoreSource=CVPR22, Paradigm=Unsupervised2025.06 | 91.55 | — | |
| PatchCoreSetting=full-normal-shot, Shot (K)=42024.03 | 91.55 | — | |
| RD4ADSource=CVPR22, Paradigm=Unsupervised2025.06 | 89.38 | — | |
| RD4ADSetting=full-normal-shot, Shot (K)=42024.03 | 89.38 | — | |
| APRIL-GANSource=CVPRw23, Shots=42025.06 | 89.18 | — | |
| APRIL-GANSetting=few-shot, Shot (K)=42024.03 | 89.18 | — | |
| APRIL-GANSource=CVPRw23, Shots=82025.06 | 88.41 | — | |
| BGADSource=CVPR23, Paradigm=Unsupervised2025.06 | 88.05 | — | |
| BGADSource=CVPR23, Shots=82025.06 | 88.01 | — | |
| Ourszero-shot=true2026.02 | 87.67 | — | |
| BiLORAzero-shot=true, reimplemented=true2026.02 | 87.65 | — | |
| DRASource=CVPR22, Shots=82025.06 | 85.94 | — | |
| MediCLIPSource=MICCAI24, Shots=22025.06 | 85.13 | — | |
| MediCLIPSource=MICCAI24, Shots=42025.06 | 83.82 | — | |
| BGADSource=CVPR23, Shots=42025.06 | 83.56 | — | |
| BGADSetting=few-shot, Shot (K)=42024.03 | 83.56 | — | |
| DRASource=CVPR22, Paradigm=Unsupervised2025.06 | 82.99 | — | |
| MKDSource=CVPR22, Paradigm=Unsupervised2025.06 | 81.38 | — | |
| MKDSetting=full-normal-shot, Shot (K)=42024.03 | 81.38 | — | |
| DRASource=CVPR22, Shots=42025.06 | 80.62 | — | |
| DRASetting=few-shot, Shot (K)=42024.03 | 80.62 | — | |
| AnomalyCLIPzero-shot=true, reimplemented=true2026.02 | 79.72 | — | |
| BGADSource=CVPR23, Shots=22025.06 | 78.7 | — | |
| APRIL-GANSource=CVPRw23, Shots=22025.06 | 78.45 | — | |
| MedCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 76.87 | — | |
| APRIL-GANzero-shot=true2026.02 | 76.43 | — | |
| MVFA-ADzero-shot=true, reimplemented=true2026.02 | 75.05 | — | |
| CLIPSetting=few-normal-shot, Shot (K)=42024.03 | 74.31 | — | |
| CFLOWADSource=WACV22, Paradigm=Unsupervised2025.06 | 73.97 | — | |
| CFlow-ADSetting=full-normal-shot, Shot (K)=42024.03 | 73.97 | — | |
| Mao et al.zero-shot=true2026.02 | 73.7 | — | |
| AdaCLIPzero-shot=true2026.02 | 73.1 | — | |
| DRASource=CVPR22, Shots=22025.06 | 71.78 | — | |
| WinCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 66.85 | — | |
| WinCLIPzero-shot=true2026.02 | 66.49 | — | |
| AnomalyCLIPPublic=ICLR 2024, Zero-shot=true2025.01 | — | 78.3 | |
| April-GANPublic=CVPR 2023, Zero-shot=true2025.01 | — | 76.4 | |
| CLIPPublic=ICML 2021, Zero-shot=true2025.01 | — | 53.9 | |
| CLIP-ACPublic=IMCL 2021, Zero-shot=true2025.01 | — | 60.6 | |
| KAnoCLIPZero-shot=true2025.01 | — | 80.7 | |
| MVFA-ADPublic=CVPR 2024, Zero-shot=true2025.01 | — | 78.6 | |
| WinCLIPPublic=CVPR 2023, Zero-shot=true2025.01 | — | 66.5 |