Anomaly Segmentation on BrainMRI (AUC)
0.9808AUCMediCLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MediCLIPSource=MICCAI24, Paradigm=Few-shot, Samples per class=162025.06 | 0.9808 | — | |
| MediCLIPSource=MICCAI24, Shots=82025.06 | 0.9802 | — | |
| MadCLIPSource=Ours, Shots=82025.06 | 0.9802 | — | |
| MadCLIPSource=This Paper, Paradigm=Few-shot, Samples per class=162025.06 | 0.9797 | — | |
| MadCLIPSource=Ours, Shots=22025.06 | 0.9792 | — | |
| MadCLIPSource=Ours, Shots=42025.06 | 0.979 | — | |
| MVFASource=CVPR24, Paradigm=Few-shot, Samples per class=162025.06 | 0.977 | — | |
| MediCLIPSource=MICCAI24, Shots=22025.06 | 0.9739 | — | |
| MVFASource=CVPR24, Shots=42025.06 | 0.973 | — | |
| MVFASetting=few-shot, Shot (K)=42024.03 | 0.973 | — | |
| MVFASource=CVPR24, Shots=82025.06 | 0.9721 | — | |
| PatchCoreSource=CVPR22, Paradigm=Unsupervised2025.06 | 0.9697 | — | |
| PatchCoreSetting=full-normal-shot, Shot (K)=42024.03 | 0.9697 | — | |
| MediCLIPSource=MICCAI24, Shots=42025.06 | 0.9686 | — | |
| MVFASource=CVPR24, Shots=22025.06 | 0.9655 | — | |
| RD4ADSource=CVPR22, Paradigm=Unsupervised2025.06 | 0.9654 | — | |
| RD4ADSetting=full-normal-shot, Shot (K)=42024.03 | 0.9654 | — | |
| APRIL-GANSource=CVPRw23, Paradigm=Few-shot, Samples per class=162025.06 | 0.9617 | — | |
| APRIL-GANSource=CVPRw23, Shots=82025.06 | 0.955 | — | |
| BGADSource=CVPR23, Paradigm=Unsupervised2025.06 | 0.9529 | — | |
| APRIL-GANSource=CVPRw23, Shots=42025.06 | 0.9467 | — | |
| APRIL-GANSetting=few-shot, Shot (K)=42024.03 | 0.9467 | — | |
| BGADSource=CVPR23, Shots=82025.06 | 0.9432 | — | |
| WinCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 0.9416 | — | |
| APRIL-GANSource=CVPRw23, Shots=22025.06 | 0.9402 | — | |
| CFLOWADSource=WACV22, Paradigm=Unsupervised2025.06 | 0.9352 | — | |
| CFlow-ADSetting=full-normal-shot, Shot (K)=42024.03 | 0.9352 | — | |
| CLIPSetting=few-normal-shot, Shot (K)=42024.03 | 0.9344 | — | |
| BGADSource=CVPR23, Shots=42025.06 | 0.9268 | — | |
| BGADSetting=few-shot, Shot (K)=42024.03 | 0.9268 | — | |
| BGADSource=CVPR23, Shots=22025.06 | 0.9242 | — | |
| MedCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 0.9091 | — | |
| MKDSource=CVPR22, Paradigm=Unsupervised2025.06 | 0.8954 | — | |
| MKDSetting=full-normal-shot, Shot (K)=42024.03 | 0.8954 | — | |
| DRASource=CVPR22, Paradigm=Unsupervised2025.06 | 0.8045 | — | |
| DRASource=CVPR22, Shots=82025.06 | 0.7532 | — | |
| DRASource=CVPR22, Shots=42025.06 | 0.7477 | — | |
| DRASetting=few-shot, Shot (K)=42024.03 | 0.7477 | — | |
| DRASource=CVPR22, Shots=22025.06 | 0.7209 | — | |
| AnomalyCLIPPublic=ICLR 2024, Zero-shot=true2025.01 | — | 92.2 | |
| AnomalyCLIPzero-shot=true, reimplemented=true2026.02 | — | 90.47 | |
| April-GANPublic=CVPR 2023, Zero-shot=true2025.01 | — | 91.8 | |
| APRIL-GANzero-shot=true2026.02 | — | 91.79 | |
| BiLORAzero-shot=true, reimplemented=true2026.02 | — | 89.4 | |
| CLIPPublic=ICML 2021, Zero-shot=true2025.01 | — | 71.7 | |
| CLIP-ACPublic=IMCL 2021, Zero-shot=true2025.01 | — | 66.4 | |
| KAnoCLIPZero-shot=true2025.01 | — | 93.5 | |
| MVFA-ADPublic=CVPR 2024, Zero-shot=true2025.01 | — | 90.3 | |
| MVFA-ADzero-shot=true, reimplemented=true2026.02 | — | 90.33 | |
| Ourszero-shot=true2026.02 | — | 90.29 | |
| WinCLIPPublic=CVPR 2023, Zero-shot=true2025.01 | — | 86 | |
| WinCLIPzero-shot=true2026.02 | — | 85.99 |