Anomaly Classification on ChestXray
84.06AUCMedCLIP
Evaluation results
| Method | Links | |
|---|---|---|
| MedCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 84.06 | |
| UniVADsetting=4-abnormal-shot2024.12 | 82.4 | |
| MVFAsetting=4-abnormal-shot2024.12 | 82 | |
| MKDSetting=full-normal-shot, Shot (K)=42024.03 | 81.99 | |
| MVFASetting=few-shot, Shot (K)=42024.03 | 81.95 | |
| APRIL-GANSetting=few-shot, Shot (K)=42024.03 | 77.43 | |
| DRASetting=few-shot, Shot (K)=42024.03 | 75.81 | |
| DRAsetting=4-abnormal-shot2024.12 | 75.8 | |
| PatchCoreSetting=full-normal-shot, Shot (K)=42024.03 | 75.17 | |
| Ourszero-shot=true2026.02 | 74.94 | |
| UniVADsetting=1-normal-shot2024.12 | 72.2 | |
| CFlow-ADSetting=full-normal-shot, Shot (K)=42024.03 | 71.44 | |
| MedCLIPsetting=1-normal-shot2024.12 | 71.4 | |
| WinCLIPzero-shot=true2026.02 | 70.86 | |
| CLIPSetting=few-normal-shot, Shot (K)=42024.03 | 70.74 | |
| WINCLIPsetting=1-normal-shot2024.12 | 70.2 | |
| WinCLIPSetting=few-normal-shot, Shot (K)=42024.03 | 70 | |
| AnomalyCLIPzero-shot=true, reimplemented=true2026.02 | 69.11 | |
| MVFA-ADzero-shot=true, reimplemented=true2026.02 | 69.11 | |
| AnomalyGPTsetting=1-normal-shot2024.12 | 68.5 | |
| RD4ADSetting=full-normal-shot, Shot (K)=42024.03 | 67.53 | |
| BiLORAzero-shot=true, reimplemented=true2026.02 | 66.75 | |
| PatchCoresetting=1-normal-shot2024.12 | 66.4 | |
| UniADsetting=1-normal-shot2024.12 | 60.6 | |
| APRIL-GANzero-shot=true2026.02 | 57.49 | |
| ComADsetting=1-normal-shot2024.12 | 50.1 |