Anomaly Classification on RESC
99.11AUC (%)MadCLIP
Evaluation results
| Method | Links | |
|---|---|---|
| MadCLIPSource=This Paper, Paradigm=Few-shot, Samples per class=162025.06 | 99.11 | |
| MVFASource=CVPR24, Paradigm=Few-shot, Samples per class=162025.06 | 97.25 | |
| MFAShot Number=162024.03 | 97.25 | |
| MadCLIPSource=Ours, Shots=82025.06 | 97.16 | |
| MadCLIPSource=Ours, Shots=42025.06 | 96.62 | |
| MVFASource=CVPR24, Shots=82025.06 | 96.57 | |
| MFAShot Number=82024.03 | 96.57 | |
| MVFASource=CVPR24, Shots=42025.06 | 96.18 | |
| MFAShot Number=42024.03 | 96.18 | |
| MVFASetting=few-shot, Shot (K)=42024.03 | 96.18 | |
| APRIL-GANSource=CVPRw23, Paradigm=Few-shot, Samples per class=162025.06 | 95.96 | |
| APRIL-GANShot Number=162024.03 | 95.96 | |
| MadCLIPSource=Ours, Shots=22025.06 | 95.09 | |
| DRASource=CVPR22, Paradigm=Unsupervised2025.06 | 94.88 | |
| DRAShot Number=162024.03 | 94.88 | |
| APRIL-GANSource=CVPRw23, Shots=42025.06 | 94.7 | |
| APRIL-GANShot Number=42024.03 | 94.7 | |
| APRIL-GANSetting=few-shot, Shot (K)=42024.03 | 94.7 | |
| DRASource=CVPR22, Shots=82025.06 | 93.06 | |
| DRAShot Number=82024.03 | 93.06 | |
| PatchCoreSource=CVPR22, Paradigm=Unsupervised2025.06 | 91.5 | |
| PatchCoreSetting=full-normal-shot, Shot (K)=42024.03 | 91.5 | |
| MVFASource=CVPR24, Shots=22025.06 | 91.36 | |
| APRIL-GANSource=CVPRw23, Shots=82025.06 | 91.36 | |
| MFAShot Number=22024.03 | 91.36 | |
| APRIL-GANShot Number=82024.03 | 91.36 | |
| BGADSource=CVPR23, Paradigm=Unsupervised2025.06 | 91.29 | |
| BGADShot Number=162024.03 | 91.29 | |
| DRASource=CVPR22, Shots=42025.06 | 90.9 | |
| DRAShot Number=42024.03 | 90.9 | |
| DRASetting=few-shot, Shot (K)=42024.03 | 90.9 | |
| BGADSource=CVPR23, Shots=82025.06 | 89.96 | |
| BGADShot Number=82024.03 | 89.96 | |
| APRIL-GANSource=CVPRw23, Shots=22025.06 | 89.44 | |
| APRIL-GANShot Number=22024.03 | 89.44 | |
| Ourszero-shot=true2026.02 | 89.42 | |
| BiLORAzero-shot=true, reimplemented=true2026.02 | 89.15 | |
| MKDSource=CVPR22, Paradigm=Unsupervised2025.06 | 88.97 | |
| MKDSetting=full-normal-shot, Shot (K)=42024.03 | 88.97 | |
| WinCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 88.83 | |
| MediCLIPSource=MICCAI24, Shots=82025.06 | 88.82 | |
| MVFA-ADzero-shot=true, reimplemented=true2026.02 | 88.53 | |
| AnomalyCLIPzero-shot=true, reimplemented=true2026.02 | 88.49 | |
| RD4ADSource=CVPR22, Paradigm=Unsupervised2025.06 | 87.53 | |
| RD4ADSetting=full-normal-shot, Shot (K)=42024.03 | 87.53 | |
| MediCLIPSource=MICCAI24, Shots=42025.06 | 87.52 | |
| MediCLIPSource=MICCAI24, Paradigm=Few-shot, Samples per class=162025.06 | 86.51 | |
| BGADSource=CVPR23, Shots=42025.06 | 86.22 | |
| BGADShot Number=42024.03 | 86.22 | |
| BGADSetting=few-shot, Shot (K)=42024.03 | 86.22 | |
| DRASource=CVPR22, Shots=22025.06 | 85.69 | |
| DRAShot Number=22024.03 | 85.69 | |
| KAnoCLIPZero-shot=true2025.01 | 84.8 | |
| CLIPSetting=few-normal-shot, Shot (K)=42024.03 | 84.54 | |
| MVFA-ADPublic=CVPR 2024, Zero-shot=true2025.01 | 84.2 | |
| MediCLIPSource=MICCAI24, Shots=22025.06 | 83.96 | |
| BGADSource=CVPR23, Shots=22025.06 | 83.58 | |
| BGADShot Number=22024.03 | 83.58 | |
| AnomalyCLIPPublic=ICLR 2024, Zero-shot=true2025.01 | 83.3 | |
| APRIL-GANzero-shot=true2026.02 | 75.67 | |
| April-GANPublic=CVPR 2023, Zero-shot=true2025.01 | 75.6 | |
| CFLOWADSource=WACV22, Paradigm=Unsupervised2025.06 | 74.43 | |
| CFlow-ADSetting=full-normal-shot, Shot (K)=42024.03 | 74.43 | |
| MedCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 66.58 | |
| WinCLIPzero-shot=true2026.02 | 42.51 | |
| WinCLIPPublic=CVPR 2023, Zero-shot=true2025.01 | 42.5 | |
| CLIP-ACPublic=IMCL 2021, Zero-shot=true2025.01 | 40.3 | |
| CLIPPublic=ICML 2021, Zero-shot=true2025.01 | 38.5 |