Anomaly Segmentation on Endo
0.883AUROCMRAD-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRAD-CLIPTraining setting=Training-based2026.01 | 0.883 | 0.716 | |
| MRAD-FTTraining setting=Training-based2026.01 | 0.873 | 0.7 | |
| FAPromptTraining setting=Training-based2026.01 | 0.865 | 0.672 | |
| AnomalyCLIPTraining setting=Training-based2026.01 | 0.863 | 0.673 | |
| AnomalyCLIPC=1, Tuned on MVTec AD=true2023.10 | 0.841 | 0.636 | |
| AdaCLIPTraining setting=Training-based2026.01 | 0.84 | 0.105 | |
| MRAD-TFTraining setting=Train-free2026.01 | 0.827 | 0.6 | |
| VANDC=1, Tuned on MVTec AD=true2023.10 | 0.819 | 0.549 | |
| WinCLIPC=1, Zero-shot=true2023.10 | 0.682 | 0.283 | |
| WinCLIPTraining setting=Train-free2026.01 | 0.682 | 0.283 | |
| CLIP-ACC=1, Zero-shot=true2023.10 | 0.466 | 0.126 | |
| CLIPC=1, Zero-shot=true2023.10 | 0.452 | 0.159 | |
| CoOpC=1, Tuned on MVTec AD=true2023.10 | 0.406 | 0.039 |