Anomaly Detection on Br35H
98.7AUROCCoPS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CoPSPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 98.7 | 98.5 | — | — | — | — | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 98.1 | 98.2 | — | 95.3 | — | — | |
| ADSeekermode=Zero-shot2025.08 | 97.9 | — | — | — | — | — | |
| AdaCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=true2026.01 | 97.7 | — | — | 92.4 | — | — | |
| AdaCLIPmode=Zero-shot2025.08 | 97.7 | — | — | — | — | — | |
| FAPromptZero-shot=true2026.03 | 97.6 | 97.1 | — | — | — | — | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 97.3 | 96.1 | — | 92.4 | — | — | |
| AnomalyCLIPPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 97.3 | 96.1 | — | — | — | — | |
| FAPromptPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 97.2 | 96.1 | — | — | — | — | |
| FB-CLIPZero-shot=true2026.03 | 97.1 | 97.4 | — | — | — | — | |
| Bayes-PFLevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 97 | — | — | 93.2 | — | — | |
| AF-CLIPZero-shot=true2026.03 | 96.7 | 96.4 | — | — | — | — | |
| FAPromptevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 96.6 | — | — | 90.3 | — | — | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 96.2 | 94.2 | — | 91.5 | — | — | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 96 | 95.5 | — | 90.8 | — | — | |
| CLIP-ADPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 96 | 95.5 | — | — | — | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 95.7 | 95.7 | — | 89.1 | — | — | |
| AdaCLIPPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 95.7 | 95.7 | — | — | — | — | |
| AnomalyOVmode=Zero-shot2025.08 | 95.5 | — | — | — | — | — | |
| AACLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 95.4 | — | — | 90.2 | — | — | |
| AnomalyCLIPC=1, Tuned on MVTec AD=true2023.10 | 94.6 | 94.7 | — | — | — | — | |
| AnomalyCLIPzero-shot=true2026.02 | 94.6 | 94.7 | 89.1 | — | — | — | |
| AnomalyCLIPZero-shot=true2026.03 | 94.6 | 94.7 | — | — | — | — | |
| AnomalyCLIPmode=Zero-shot2025.08 | 94.6 | — | — | — | — | — | |
| AnomalyVFMevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 94.4 | — | — | 90.2 | — | — | |
| AnomalyCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 94.2 | — | — | 86.8 | — | — | |
| Tipsomalyzero-shot=true2026.02 | 93.2 | 93.6 | 85.6 | — | — | — | |
| VANDC=1, Tuned on MVTec AD=true2023.10 | 93.1 | 92.9 | — | — | — | — | |
| VANDZero-shot=true2026.03 | 93.1 | 92.9 | — | — | — | — | |
| APRIL-GANPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 93.1 | 92.9 | — | — | — | — | |
| AdaCLIPzero-shot=true2026.02 | 92.3 | 93.2 | 85.3 | — | — | — | |
| VANDzero-shot=true2026.02 | 91.4 | 91.9 | 84.2 | — | — | — | |
| AA-CLIPZero-shot=true2026.03 | 89.4 | 91 | — | — | — | — | |
| AdaCLIPZero-shot=true2026.03 | 86.5 | 86.3 | — | — | — | — | |
| CoOpC=1, Tuned on MVTec AD=true2023.10 | 86 | 87.5 | — | — | — | — | |
| CLIP-ACC=1, Zero-shot=true2023.10 | 82.7 | 81.3 | — | — | — | — | |
| WinCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 81.6 | — | — | 74.4 | — | — | |
| WinCLIPC=1, Zero-shot=true2023.10 | 80.5 | 82.2 | — | — | — | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 80.5 | 82.2 | — | 74.1 | — | — | |
| WinCLIPZero-shot=true2026.03 | 80.5 | 82.2 | — | — | — | — | |
| WinCLIPmode=Zero-shot2025.08 | 80.5 | — | — | — | — | — | |
| WinCLIPPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 80.5 | 82.2 | — | — | — | — | |
| CLIPC=1, Zero-shot=true2023.10 | 78.4 | 78.8 | — | — | — | — | |
| CLIPmode=Zero-shot2025.08 | 78.4 | — | — | — | — | — | |
| SAAevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 33.2 | — | — | 67.3 | — | — | |
| Anomaly-OVCategory=Anomaly, Size=7B, Zero-shot=true2026.03 | — | — | 53.5 | — | 42.2 | 73 | |
| AnomalyGPTCategory=Anomaly, Size=13B, Zero-shot=true2026.03 | — | — | 61.6 | — | 47.2 | 88.6 | |
| Citrus-VCategory=Medical, Size=8B, Zero-shot=true2026.03 | — | — | 87.6 | — | 79.5 | 97.5 | |
| Claude-3.5Category=Closed, Size=–, Zero-shot=true2026.03 | — | — | 67.7 | — | 51.2 | 100 | |
| GPT-4oCategory=Closed, Size=–, Zero-shot=true2026.03 | — | — | 65.6 | — | 48.9 | 99.9 | |
| InternVL2.5Category=General, Size=8B, Zero-shot=true2026.03 | — | — | 82.8 | — | 71.2 | 99 | |
| LingshuCategory=Medical, Size=7B, Zero-shot=true2026.03 | — | — | 89.5 | — | 86 | 93.3 | |
| LLaVA-MEDCategory=Medical, Size=7B, Zero-shot=true2026.03 | — | — | 73.4 | — | 60.8 | 92.7 | |
| MEDIC-ADCategory=Medical, Size=7B, Zero-shot=true2026.03 | — | — | 90.2 | — | 90.8 | 89.5 | |
| Qwen2.5-VLCategory=General, Size=7B, Zero-shot=true2026.03 | — | — | 78 | — | 66.4 | 94.5 |