Anomaly Classification on HIS
90.14AUCMadCLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| MadCLIPSource=This Paper, Paradigm=Few-shot, Samples per class=162025.06 | 90.14 | |
| MadCLIPSource=Ours, Shots=82025.06 | 87.45 | |
| MVFASource=CVPR24, Shots=82025.06 | 85.1 | |
| MadCLIPSource=Ours, Shots=22025.06 | 83.62 | |
| MVFASource=CVPR24, Shots=42025.06 | 82.71 | |
| MVFASetting=few-shot, Shot (K)=42024.03 | 82.71 | |
| MVFASource=CVPR24, Paradigm=Few-shot, Samples per class=162025.06 | 82.62 | |
| MVFASource=CVPR24, Shots=22025.06 | 82.61 | |
| APRIL-GANSource=CVPRw23, Shots=82025.06 | 81.7 | |
| APRIL-GANSource=CVPRw23, Paradigm=Few-shot, Samples per class=162025.06 | 81.16 | |
| AnomalyCLIPzero-shot=true, reimplemented=true2026.02 | 80.27 | |
| MadCLIPSource=Ours, Shots=42025.06 | 80.05 | |
| DRASource=CVPR22, Paradigm=Unsupervised2025.06 | 79.16 | |
| MVFA-ADzero-shot=true, reimplemented=true2026.02 | 78.88 | |
| MKDSource=CVPR22, Paradigm=Unsupervised2025.06 | 77.74 | |
| MKDSetting=full-normal-shot, Shot (K)=42024.03 | 77.74 | |
| BiLORAzero-shot=true, reimplemented=true2026.02 | 77.68 | |
| APRIL-GANSource=CVPRw23, Shots=42025.06 | 76.11 | |
| APRIL-GANSetting=few-shot, Shot (K)=42024.03 | 76.11 | |
| MedCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 75.89 | |
| Ourszero-shot=true2026.02 | 75.41 | |
| DRASource=CVPR22, Shots=82025.06 | 74.33 | |
| DRASource=CVPR22, Shots=22025.06 | 72.91 | |
| APRIL-GANzero-shot=true2026.02 | 72.36 | |
| MediCLIPSource=MICCAI24, Shots=42025.06 | 70.85 | |
| MediCLIPSource=MICCAI24, Paradigm=Few-shot, Samples per class=162025.06 | 70.22 | |
| WinCLIPzero-shot=true2026.02 | 69.85 | |
| MediCLIPSource=MICCAI24, Shots=82025.06 | 69.8 | |
| APRIL-GANSource=CVPRw23, Shots=22025.06 | 69.57 | |
| PatchCoreSource=CVPR22, Paradigm=Unsupervised2025.06 | 69.34 | |
| PatchCoreSetting=full-normal-shot, Shot (K)=42024.03 | 69.34 | |
| DRASource=CVPR22, Shots=42025.06 | 68.73 | |
| DRASetting=few-shot, Shot (K)=42024.03 | 68.73 | |
| WinCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 67.19 | |
| RD4ADSource=CVPR22, Paradigm=Unsupervised2025.06 | 66.59 | |
| RD4ADSetting=full-normal-shot, Shot (K)=42024.03 | 66.59 | |
| MediCLIPSource=MICCAI24, Shots=22025.06 | 64.49 | |
| CLIPSetting=few-normal-shot, Shot (K)=42024.03 | 63.48 | |
| CFLOWADSource=WACV22, Paradigm=Unsupervised2025.06 | 54.54 | |
| CFlow-ADSetting=full-normal-shot, Shot (K)=42024.03 | 54.54 |