Pixel-level Anomaly Detection on ColonDB
90.4AUROCAdaCLIP
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AdaCLIPSupervision training protocol=w/ supervised training2024.07 | 90.4 | 58.2 | — | — | — | — | |
| AdaCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=true2026.01 | 90.4 | 58.2 | — | — | — | — | |
| APRIL-GANSupervision training protocol=w/ supervised training2024.07 | 88.7 | 52.6 | — | — | — | — | |
| DINOV2Supervision training protocol=w/ supervised training2024.07 | 87.3 | 56.5 | — | — | — | — | |
| SAMSupervision training protocol=w/ supervised training2024.07 | 86.1 | 45.7 | — | — | — | — | |
| AnomalyVFMevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 85.6 | 42.8 | — | — | — | — | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 85.4 | — | — | — | 34.8 | — | |
| FAPromptZero-shot=true2026.03 | 85 | — | — | 73.3 | — | — | |
| Tipsomalyzero-shot=true2026.02 | 84.6 | 41.3 | — | 75 | — | — | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 84.3 | — | — | 77.7 | 36.3 | — | |
| FB-CLIPZero-shot=true2026.03 | 84.2 | — | — | 74.4 | — | — | |
| AACLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 84.1 | 38.1 | — | — | — | — | |
| FAPromptevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 84.1 | 38.8 | — | — | — | — | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 83.6 | — | — | 76.9 | 32.1 | — | |
| AF-CLIPZero-shot=true2026.03 | 83.2 | — | — | 67.9 | — | — | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 82.9 | — | — | — | 30.7 | — | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 82.8 | — | — | — | 31.5 | — | |
| AdaCLIPzero-shot=true2026.02 | 82.6 | 36.1 | — | 66 | — | — | |
| Bayes-PFLevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 82.1 | 39.2 | — | — | — | — | |
| AnomalyCLIPzero-shot=true2026.02 | 81.9 | 37.3 | — | 71.3 | — | — | |
| AnomalyCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 81.9 | 37.5 | — | — | — | — | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 81.9 | — | — | 71.4 | 31.3 | — | |
| AnomalyCLIPZero-shot=true2026.03 | 81.9 | — | — | 71.3 | — | — | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 81.6 | — | — | — | 34 | — | |
| AA-CLIPZero-shot=true2026.03 | 81.6 | — | — | 65.4 | — | — | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 81 | — | — | — | 26.5 | — | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 80.3 | — | — | 58.8 | 23.7 | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 79.3 | — | — | 6.5 | 26.2 | — | |
| AdaCLIPZero-shot=true2026.03 | 79.3 | — | — | 49.1 | — | — | |
| VANDzero-shot=true2026.02 | 78.4 | 29.7 | — | 64.6 | — | — | |
| VANDZero-shot=true2026.03 | 78.4 | — | — | 64.6 | — | — | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 78.3 | — | — | — | 23.3 | — | |
| SAASupervision training protocol=w/o supervised training2024.07 | 71.8 | 31.5 | — | — | — | — | |
| SAAevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 71.8 | 31.5 | — | — | — | — | |
| WinCLIPZero-shot=true2026.03 | 70.3 | — | — | 32.5 | — | — | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 64.8 | — | — | — | 14.3 | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 64.8 | — | — | 28.4 | 14.3 | — | |
| WinCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 61.2 | 19.6 | — | — | — | — | |
| WinCLIPSupervision training protocol=w/o supervised training2024.07 | 61.1 | 19.6 | — | — | — | — | |
| AA-CLIPAvailable training shots=22025.03 | — | — | 83.9 | — | — | — | |
| AA-CLIPAvailable training shots=162025.03 | — | — | 83.5 | — | — | — | |
| AA-CLIPAvailable training shots=642025.03 | — | — | 84.7 | — | — | — | |
| AA-CLIPAvailable training shots=full2025.03 | — | — | 84 | — | — | — | |
| AdaCLIPSource=ECCV 2024, Available training shots=full2025.03 | — | — | 80 | — | — | — | |
| AdaCLIPPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | — | — | 79.3 | — | 26.2 | — | |
| AG-VASBase Model=LLaVA-13B2026.03 | — | 45.1 | — | — | 43.7 | 32.2 | |
| AG-VASBase Model=LLaVA-OneVision-7B2026.03 | — | 66.2 | — | — | 70.7 | 58.2 | |
| AnomalyCLIPSource=ICLR 2024, Available training shots=full2025.03 | — | — | 82.9 | — | — | — | |
| AnomalyCLIPBase Model=CLIP(ViT-L-14-336)2026.03 | — | 39.8 | — | — | 31.3 | 25.2 | |
| AnomalyCLIPPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | — | — | 81.9 | — | 31.3 | — | |
| AnomalyCLIP*Base Model=CLIP(ViT-L-14-336), Retrained=true2026.03 | — | 39.8 | — | — | 34.2 | 22.7 | |
| APRIL-GANBase Model=CLIP(ViT-L-14-336)2026.03 | — | 32.5 | — | — | 23.2 | 14.4 | |
| APRIL-GANPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | — | — | 78.4 | — | 23.2 | — | |
| Bayes-PFLBase Model=CLIP(ViT-L-14-336)2026.03 | — | 39.2 | — | — | 31.9 | 16.8 | |
| Bayes-PFL*Base Model=CLIP(ViT-L-14-336), Retrained=true2026.03 | — | 38.1 | — | — | 30.5 | 27.7 | |
| CLIPSource=OpenCLIP2025.03 | — | — | 49.5 | — | — | — | |
| CLIP-ADPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | — | — | 80.3 | — | 23.7 | — | |
| CoPSPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | — | — | 85.6 | — | 37.2 | — | |
| FAPromptPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | — | — | 85.2 | — | 36.7 | — | |
| LISABase Model=LLaVA-7B2026.03 | — | 33.1 | — | — | 25.9 | 19.4 | |
| LISABase Model=LLaVA-13B2026.03 | — | 34 | — | — | 35.3 | 26.2 | |
| LISABase Model=LLaVA-OneVision-7B2026.03 | — | 35.8 | — | — | 29.1 | 14.4 | |
| LISA*Base Model=LLaVA-13B, Retrained=true2026.03 | — | 43.2 | — | — | 40.9 | 29.5 | |
| LISA*Base Model=LLaVA-OneVision-7B, Retrained=true2026.03 | — | 62.9 | — | — | 67.2 | 43.8 | |
| MVFA-ADSource=CVPR 2024, Available training shots=full2025.03 | — | — | 78.4 | — | — | — | |
| PaDTBase Model=Qwen2.5-VL-7B2026.03 | — | 48.4 | — | — | 35.4 | 39.1 | |
| PixelLMBase Model=LLaVA-13B2026.03 | — | 16.8 | — | — | 8.9 | 9.8 | |
| VANDSource=CVPRW 2023, Available training shots=full2025.03 | — | — | 78.2 | — | — | — | |
| WinCLIPSource=CVPR 20232025.03 | — | — | 51.2 | — | — | — | |
| WinCLIPBase Model=CLIP(ViT-B-16-240)2026.03 | — | 21 | — | — | 14.3 | 0 | |
| WinCLIPPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | — | — | 64.8 | — | 14.3 | — |