Anomaly Classification on LiverCT
91.46AUCMadCLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| MadCLIPSource=This Paper, Paradigm=Few-shot, Samples per class=162025.06 | 91.46 | |
| MadCLIPSource=Ours, Shots=82025.06 | 89.31 | |
| UniVADsetting=4-abnormal-shot2024.12 | 87.5 | |
| MediCLIPSource=MICCAI24, Shots=82025.06 | 86.32 | |
| MVFASource=CVPR24, Shots=82025.06 | 85.9 | |
| MadCLIPSource=Ours, Shots=22025.06 | 84.48 | |
| MVFASource=CVPR24, Paradigm=Few-shot, Samples per class=162025.06 | 83.85 | |
| MadCLIPSource=Ours, Shots=42025.06 | 82.97 | |
| APRIL-GANSource=CVPRw23, Paradigm=Few-shot, Samples per class=162025.06 | 82.94 | |
| MediCLIPSource=MICCAI24, Shots=42025.06 | 81.53 | |
| MVFAsetting=4-abnormal-shot2024.12 | 81.2 | |
| MVFASource=CVPR24, Shots=42025.06 | 81.18 | |
| MVFASetting=few-shot, Shot (K)=42024.03 | 81.18 | |
| MVFASource=CVPR24, Shots=22025.06 | 81.08 | |
| DRASource=CVPR22, Paradigm=Unsupervised2025.06 | 80.89 | |
| MVFA-ADzero-shot=true, reimplemented=true2026.02 | 80.77 | |
| BiLORAzero-shot=true, reimplemented=true2026.02 | 80.64 | |
| Ourszero-shot=true2026.02 | 80.26 | |
| MediCLIPSource=MICCAI24, Paradigm=Few-shot, Samples per class=162025.06 | 79.31 | |
| BGADSource=CVPR23, Paradigm=Unsupervised2025.06 | 78.79 | |
| AnomalyCLIPzero-shot=true, reimplemented=true2026.02 | 78.72 | |
| KAnoCLIPZero-shot=true2025.01 | 78.2 | |
| BGADSource=CVPR23, Shots=82025.06 | 74.6 | |
| MVFA-ADPublic=CVPR 2024, Zero-shot=true2025.01 | 74.2 | |
| AnomalyCLIPPublic=ICLR 2024, Zero-shot=true2025.01 | 73.7 | |
| DRASource=CVPR22, Shots=82025.06 | 72.53 | |
| BGADsetting=4-abnormal-shot2024.12 | 72.5 | |
| BGADSource=CVPR23, Shots=42025.06 | 72.48 | |
| BGADSetting=few-shot, Shot (K)=42024.03 | 72.48 | |
| BGADSource=CVPR23, Shots=22025.06 | 72.27 | |
| April-GANPublic=CVPR 2023, Zero-shot=true2025.01 | 70.6 | |
| APRIL-GANzero-shot=true2026.02 | 70.57 | |
| UniVADsetting=1-normal-shot2024.12 | 70 | |
| AA-CLIPAvailable training shots=full2025.03 | 69.7 | |
| AA-CLIPAvailable training shots=22025.03 | 69.4 | |
| AA-CLIPAvailable training shots=642025.03 | 69.2 | |
| MediCLIPSource=MICCAI24, Shots=22025.06 | 68.48 | |
| AA-CLIPAvailable training shots=162025.03 | 68.1 | |
| WinCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 67.19 | |
| WinCLIPPublic=CVPR 2023, Zero-shot=true2025.01 | 64.2 | |
| WinCLIPAvailable training shots=N/A2025.03 | 64.2 | |
| AdaCLIPAvailable training shots=full2025.03 | 64.2 | |
| WinCLIPzero-shot=true2026.02 | 64.2 | |
| MVFA-ADAvailable training shots=full2025.03 | 63 | |
| APRIL-GANSource=CVPRw23, Shots=82025.06 | 62.38 | |
| CLIP-ACPublic=IMCL 2021, Zero-shot=true2025.01 | 61.9 | |
| AnomalyCLIPAvailable training shots=full2025.03 | 61.6 | |
| MedCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 60.65 | |
| PatchCoreSource=CVPR22, Paradigm=Unsupervised2025.06 | 60.4 | |
| PatchCoreSetting=full-normal-shot, Shot (K)=42024.03 | 60.4 | |
| MKDSource=CVPR22, Paradigm=Unsupervised2025.06 | 60.39 | |
| MKDSetting=full-normal-shot, Shot (K)=42024.03 | 60.39 | |
| AnomalyGPTsetting=1-normal-shot2024.12 | 60.3 | |
| WINCLIPsetting=1-normal-shot2024.12 | 60.3 | |
| RD4ADSource=CVPR22, Paradigm=Unsupervised2025.06 | 60.02 | |
| RD4ADSetting=full-normal-shot, Shot (K)=42024.03 | 60.02 | |
| DRASource=CVPR22, Shots=42025.06 | 59.64 | |
| DRASetting=few-shot, Shot (K)=42024.03 | 59.64 | |
| DRAsetting=4-abnormal-shot2024.12 | 59.6 | |
| APRIL-GANSource=CVPRw23, Shots=22025.06 | 57.8 | |
| DRASource=CVPR22, Shots=22025.06 | 57.17 | |
| CLIPPublic=ICML 2021, Zero-shot=true2025.01 | 57.1 | |
| CLIPSetting=few-normal-shot, Shot (K)=42024.03 | 56.74 | |
| CLIP & VANDAvailable training shots=N/A2025.03 | 54.7 | |
| APRIL-GANSource=CVPRw23, Shots=42025.06 | 53.05 | |
| APRIL-GANSetting=few-shot, Shot (K)=42024.03 | 53.05 | |
| CFLOWADSource=WACV22, Paradigm=Unsupervised2025.06 | 49.93 | |
| CFlow-ADSetting=full-normal-shot, Shot (K)=42024.03 | 49.93 | |
| ComADsetting=1-normal-shot2024.12 | 45 | |
| PatchCoresetting=1-normal-shot2024.12 | 44.9 | |
| MedCLIPsetting=1-normal-shot2024.12 | 40.5 | |
| UniADsetting=1-normal-shot2024.12 | 35 |