Anomaly Segmentation on RESC
99.45AUCMadCLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| MadCLIPSource=This Paper, Paradigm=Few-shot, Samples per class=162025.06 | 99.45 | |
| MVFASource=CVPR24, Paradigm=Few-shot, Samples per class=162025.06 | 99.07 | |
| MFAShot Number=162024.03 | 99.07 | |
| MVFASource=CVPR24, Shots=82025.06 | 99 | |
| MFAShot Number=82024.03 | 99 | |
| MVFASource=CVPR24, Shots=42025.06 | 98.97 | |
| MFAShot Number=42024.03 | 98.97 | |
| MVFASetting=few-shot, Shot (K)=42024.03 | 98.97 | |
| MadCLIPSource=Ours, Shots=42025.06 | 98.9 | |
| MadCLIPSource=Ours, Shots=82025.06 | 98.85 | |
| APRIL-GANSource=CVPRw23, Paradigm=Few-shot, Samples per class=162025.06 | 98.47 | |
| APRIL-GANShot Number=162024.03 | 98.47 | |
| MVFASource=CVPR24, Shots=22025.06 | 98.11 | |
| MFAShot Number=22024.03 | 98.11 | |
| APRIL-GANSource=CVPRw23, Shots=42025.06 | 97.98 | |
| APRIL-GANShot Number=42024.03 | 97.98 | |
| APRIL-GANSetting=few-shot, Shot (K)=42024.03 | 97.98 | |
| APRIL-GANSource=CVPRw23, Shots=82025.06 | 97.36 | |
| APRIL-GANShot Number=82024.03 | 97.36 | |
| MadCLIPSource=Ours, Shots=22025.06 | 97.18 | |
| BGADSource=CVPR23, Paradigm=Unsupervised2025.06 | 97.07 | |
| BGADShot Number=162024.03 | 97.07 | |
| WinCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 96.68 | |
| MediCLIPSource=MICCAI24, Shots=42025.06 | 96.65 | |
| PatchCoreSource=CVPR22, Paradigm=Unsupervised2025.06 | 96.39 | |
| APRIL-GANSource=CVPRw23, Shots=22025.06 | 96.39 | |
| APRIL-GANShot Number=22024.03 | 96.39 | |
| PatchCoreSetting=full-normal-shot, Shot (K)=42024.03 | 96.39 | |
| RD4ADSource=CVPR22, Paradigm=Unsupervised2025.06 | 96.17 | |
| RD4ADSetting=full-normal-shot, Shot (K)=42024.03 | 96.17 | |
| BGADSource=CVPR23, Shots=82025.06 | 96.06 | |
| BGADShot Number=82024.03 | 96.06 | |
| MediCLIPSource=MICCAI24, Shots=22025.06 | 96.01 | |
| MediCLIPSource=MICCAI24, Shots=82025.06 | 95.98 | |
| Ourszero-shot=true2026.02 | 95.09 | |
| CLIPSetting=few-normal-shot, Shot (K)=42024.03 | 95.03 | |
| UniVADsetting=1-normal-shot2024.12 | 94.9 | |
| MediCLIPSource=MICCAI24, Paradigm=Few-shot, Samples per class=162025.06 | 94.07 | |
| AnomalyGPTsetting=1-normal-shot2024.12 | 94 | |
| BGADSource=CVPR23, Shots=42025.06 | 93.84 | |
| BGADShot Number=42024.03 | 93.84 | |
| BGADSetting=few-shot, Shot (K)=42024.03 | 93.84 | |
| CFLOWADSource=WACV22, Paradigm=Unsupervised2025.06 | 93.75 | |
| CFlow-ADSetting=full-normal-shot, Shot (K)=42024.03 | 93.75 | |
| KAnoCLIPZero-shot=true2025.01 | 93.5 | |
| BiLORAzero-shot=true, reimplemented=true2026.02 | 93.46 | |
| BGADSource=CVPR23, Shots=22025.06 | 92.1 | |
| BGADShot Number=22024.03 | 92.1 | |
| MVFA-ADPublic=CVPR 2024, Zero-shot=true2025.01 | 92 | |
| AnomalyCLIPPublic=ICLR 2024, Zero-shot=true2025.01 | 91.5 | |
| MedCLIPsetting=1-normal-shot2024.12 | 91.5 | |
| MVFA-ADzero-shot=true, reimplemented=true2026.02 | 91.27 | |
| AnomalyCLIPzero-shot=true, reimplemented=true2026.02 | 91.14 | |
| MedCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 88.98 | |
| WINCLIPsetting=1-normal-shot2024.12 | 87.9 | |
| MKDSource=CVPR22, Paradigm=Unsupervised2025.06 | 86.6 | |
| MKDSetting=full-normal-shot, Shot (K)=42024.03 | 86.6 | |
| APRIL-GANzero-shot=true2026.02 | 85.23 | |
| April-GANPublic=CVPR 2023, Zero-shot=true2025.01 | 85.2 | |
| DRASource=CVPR22, Paradigm=Unsupervised2025.06 | 84.01 | |
| DRAShot Number=162024.03 | 84.01 | |
| DRASource=CVPR22, Shots=82025.06 | 83.07 | |
| DRAShot Number=82024.03 | 83.07 | |
| UniADsetting=1-normal-shot2024.12 | 80.7 | |
| WinCLIPPublic=CVPR 2023, Zero-shot=true2025.01 | 80.6 | |
| WinCLIPzero-shot=true2026.02 | 80.56 | |
| PatchCoresetting=1-normal-shot2024.12 | 78.2 | |
| DRASource=CVPR22, Shots=42025.06 | 77.28 | |
| DRAShot Number=42024.03 | 77.28 | |
| DRASetting=few-shot, Shot (K)=42024.03 | 77.28 | |
| CLIP-ACPublic=IMCL 2021, Zero-shot=true2025.01 | 75.9 | |
| CLIPPublic=ICML 2021, Zero-shot=true2025.01 | 70.8 | |
| DRASource=CVPR22, Shots=22025.06 | 65.59 | |
| DRAShot Number=22024.03 | 65.59 |