Anomaly Segmentation on LiverCT
99.81AUCMadCLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MadCLIPSource=Ours, Shots=82025.06 | 99.81 | — | |
| MVFASource=CVPR24, Shots=82025.06 | 99.79 | — | |
| MadCLIPSource=This Paper, Paradigm=Few-shot, Samples per class=162025.06 | 99.74 | — | |
| MVFASource=CVPR24, Paradigm=Few-shot, Samples per class=162025.06 | 99.73 | — | |
| MVFASource=CVPR24, Shots=42025.06 | 99.73 | — | |
| MVFASetting=few-shot, Shot (K)=42024.03 | 99.73 | — | |
| APRIL-GANSource=CVPRw23, Paradigm=Few-shot, Samples per class=162025.06 | 99.64 | — | |
| MadCLIPSource=Ours, Shots=22025.06 | 99.39 | — | |
| MadCLIPSource=Ours, Shots=42025.06 | 99.29 | — | |
| BGADSource=CVPR23, Paradigm=Unsupervised2025.06 | 99.25 | — | |
| BGADSource=CVPR23, Shots=82025.06 | 99 | — | |
| MediCLIPSource=MICCAI24, Paradigm=Few-shot, Samples per class=162025.06 | 98.95 | — | |
| BGADSource=CVPR23, Shots=42025.06 | 98.88 | — | |
| BGADSetting=few-shot, Shot (K)=42024.03 | 98.88 | — | |
| Ourszero-shot=true2026.02 | 98.75 | — | |
| BGADSource=CVPR23, Shots=22025.06 | 98.71 | — | |
| MediCLIPSource=MICCAI24, Shots=42025.06 | 98.61 | — | |
| BiLORAzero-shot=true, reimplemented=true2026.02 | 98.53 | — | |
| MediCLIPSource=MICCAI24, Shots=82025.06 | 98.32 | — | |
| MVFA-ADzero-shot=true, reimplemented=true2026.02 | 98.06 | — | |
| AnomalyCLIPzero-shot=true, reimplemented=true2026.02 | 97.88 | — | |
| APRIL-GANSource=CVPRw23, Shots=82025.06 | 97.56 | — | |
| CLIPSetting=few-normal-shot, Shot (K)=42024.03 | 97.2 | — | |
| MediCLIPSource=MICCAI24, Shots=22025.06 | 97.09 | — | |
| APRIL-GANzero-shot=true2026.02 | 97.05 | — | |
| WinCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 96.75 | — | |
| PatchCoreSource=CVPR22, Paradigm=Unsupervised2025.06 | 96.58 | — | |
| PatchCoreSetting=full-normal-shot, Shot (K)=42024.03 | 96.58 | — | |
| MVFASource=CVPR24, Shots=22025.06 | 96.57 | — | |
| APRIL-GANSource=CVPRw23, Shots=42025.06 | 96.24 | — | |
| APRIL-GANSetting=few-shot, Shot (K)=42024.03 | 96.24 | — | |
| WinCLIPzero-shot=true2026.02 | 96.2 | — | |
| MKDSource=CVPR22, Paradigm=Unsupervised2025.06 | 96.14 | — | |
| MKDSetting=full-normal-shot, Shot (K)=42024.03 | 96.14 | — | |
| APRIL-GANSource=CVPRw23, Shots=22025.06 | 95.87 | — | |
| RD4ADSource=CVPR22, Paradigm=Unsupervised2025.06 | 95.86 | — | |
| RD4ADSetting=full-normal-shot, Shot (K)=42024.03 | 95.86 | — | |
| MedCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 94.45 | — | |
| DRASource=CVPR22, Paradigm=Unsupervised2025.06 | 93 | — | |
| CFLOWADSource=WACV22, Paradigm=Unsupervised2025.06 | 92.78 | — | |
| CFlow-ADSetting=full-normal-shot, Shot (K)=42024.03 | 92.78 | — | |
| DRASource=CVPR22, Shots=82025.06 | 81.78 | — | |
| DRASource=CVPR22, Shots=42025.06 | 71.79 | — | |
| DRASetting=few-shot, Shot (K)=42024.03 | 71.79 | — | |
| DRASource=CVPR22, Shots=22025.06 | 63.13 | — | |
| AnomalyCLIPPublic=ICLR 2024, Zero-shot=true2025.01 | — | 96.2 | |
| April-GANPublic=CVPR 2023, Zero-shot=true2025.01 | — | 94.1 | |
| CLIPPublic=ICML 2021, Zero-shot=true2025.01 | — | 82.3 | |
| CLIP-ACPublic=IMCL 2021, Zero-shot=true2025.01 | — | 88.4 | |
| KAnoCLIPZero-shot=true2025.01 | — | 98.6 | |
| MVFA-ADPublic=CVPR 2024, Zero-shot=true2025.01 | — | 95.9 | |
| WinCLIPPublic=CVPR 2023, Zero-shot=true2025.01 | — | 92.2 |