Anomaly Segmentation on Kvasir
70.6APAnomalyCLIP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 70.6 | 0.854 | 0.053 | — | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 65.5 | 0.816 | 0.29 | — | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 57.6 | 0.881 | — | — | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 54.2 | 0.854 | 0.639 | — | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 53.4 | 0.856 | — | — | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 52.9 | 0.86 | — | — | |
| CoPSPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 51.5 | — | — | 85.8 | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 51.3 | 0.829 | — | — | |
| FAPromptPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 46.6 | — | — | 84 | |
| CLIP-ADPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 46.2 | — | — | 82.5 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 43.8 | 0.794 | 0.123 | — | |
| AdaCLIPPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 43.8 | — | — | 79.4 | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 43.1 | 0.814 | — | — | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 43 | 0.797 | — | — | |
| AnomalyCLIPPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 42.5 | — | — | 81.8 | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 42.4 | 0.802 | 0.271 | — | |
| APRIL-GANPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 42.4 | — | — | 80.2 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 27.5 | 0.698 | 0.31 | — | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 27.5 | 0.698 | — | — | |
| WinCLIPPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 27.5 | — | — | 69.8 | |
| AdaCLIPTraining setting=Training-based2026.01 | — | — | 0.123 | 79.4 | |
| AnomalyCLIPC=1, Tuned on MVTec AD=true2023.10 | — | 0.789 | 0.456 | — | |
| AnomalyCLIPTraining setting=Training-based2026.01 | — | — | 0.457 | 81.9 | |
| CLIPC=1, Zero-shot=true2023.10 | — | 0.446 | 0.177 | — | |
| CLIP-ACC=1, Zero-shot=true2023.10 | — | 0.45 | 0.168 | — | |
| CoOpC=1, Tuned on MVTec AD=true2023.10 | — | 0.441 | 0.035 | — | |
| FAPromptTraining setting=Training-based2026.01 | — | — | 0.439 | 82 | |
| MRAD-CLIPTraining setting=Training-based2026.01 | — | — | 0.527 | 84.3 | |
| MRAD-FTTraining setting=Training-based2026.01 | — | — | 0.527 | 83.9 | |
| MRAD-TFTraining setting=Train-free2026.01 | — | — | 0.523 | 77.1 | |
| VANDC=1, Tuned on MVTec AD=true2023.10 | — | 0.75 | 0.362 | — | |
| WinCLIPC=1, Zero-shot=true2023.10 | — | 0.697 | 0.245 | — | |
| WinCLIPTraining setting=Train-free2026.01 | — | — | 0.31 | 69.8 |