Image-level Anomaly Detection on BTAD
97.6AUROCCDO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CDOLearning Type=full-shot unsupervised2024.07 | 97.6 | 94.3 | — | — | |
| UniADetReference Image=Used, Shots=1, Backbone=DINOv3 (ViT-L/16)2026.01 | 97.1 | — | — | 98.5 | |
| UniADetReference Image=Used, Shots=1, Backbone=CLIP ViT-L/14@336px2026.01 | 96.6 | — | — | 97.4 | |
| UniADetReference Image=Used, Shots=1, Backbone=DINOv2 ViT-L/142026.01 | 96.4 | — | — | 97.7 | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=CLIP ViT-L/14@336px2026.01 | 96.4 | — | — | 97.8 | |
| LAKEBackbone=ViT-L/14@336px, Shot Setting=64-shot2026.04 | 96.2 | 95 | 97.2 | — | |
| VisualAD (CLIP)Backbone=CLIP2026.04 | 94.9 | 93.9 | 97 | — | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 94.8 | — | 97.5 | — | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv3 ViT-L/162026.01 | 94.7 | — | — | 97 | |
| PatchCoreLearning Type=full-shot unsupervised2024.07 | 94.4 | 96.6 | — | — | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv2-R ViT-L/162026.01 | 94.4 | — | — | 96.3 | |
| SSVPsetting=zero-shot2026.01 | 94.2 | 89.8 | 93.6 | — | |
| RD4ADCategory=Obj, |C|=3, Evaluation Protocol=Full-shot2023.10 | 93.8 | — | 96.8 | — | |
| AdaptCLIPReference Image=Not Used, Shots=02026.01 | 93.4 | — | — | 95.8 | |
| PatchCoreCategory=Obj, |C|=3, Evaluation Protocol=Full-shot2023.10 | 93.2 | — | 98.6 | — | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 93.2 | 91.9 | 96.5 | — | |
| Bayes-PFLEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 93.2 | — | — | 96.5 | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 93.1 | — | 98 | — | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 93 | — | 96.7 | — | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 92.5 | — | 94.2 | — | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 91.6 | 88.9 | 92.4 | — | |
| AdaCLIPsetting=zero-shot2026.01 | 91.6 | 90.1 | 92.6 | — | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 91.6 | — | 92.4 | — | |
| Bayes-PFLsetting=zero-shot2026.01 | 91.4 | 88.6 | 94.2 | — | |
| AdaptCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 91 | — | — | 92.2 | |
| AdaCLIP2026.04 | 90 | 87.2 | 91.5 | — | |
| AdaCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 89.9 | — | — | 95.5 | |
| SAMsupervised_training=false2024.07 | 89.4 | 85.7 | — | — | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 89.1 | 86 | 91.1 | — | |
| AnomalyCLIPsetting=zero-shot2026.01 | 89 | 85.5 | 90.8 | — | |
| AnomalyCLIP2026.04 | 88.7 | 86 | 90.6 | — | |
| AdaCLIPLearning Type=Zero-Shot (ZSAD)2024.07 | 88.6 | 88.2 | — | — | |
| AdaCLIPsupervised_training=true2024.07 | 88.6 | 88.2 | — | — | |
| InCtrlReference Image=Not Used, Shots=02026.01 | 88.5 | — | — | 83.4 | |
| AnomalyCLIP+Reference Image=Not Used, Shots=02026.01 | 88.5 | — | — | 74.2 | |
| AnomalyCLIPCategory=Obj, |C|=3, Evaluation Protocol=Zero-shot2023.10 | 88.3 | — | 87.3 | — | |
| AnomalyCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 88.3 | — | — | 88.2 | |
| VisualAD (DINOv2)Backbone=DINOv22026.04 | 88.2 | 84.7 | 89.7 | — | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 85.8 | 81.7 | 85.2 | — | |
| APRIL-GANsupervised_training=true2024.07 | 85.2 | 82 | — | — | |
| WinCLIP+Reference Image=Not Used, Shots=02026.01 | 84.4 | — | — | 80.5 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 83.3 | 81 | 84.1 | — | |
| WinCLIPsetting=zero-shot2026.01 | 83.3 | 81 | 84.1 | — | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 83.3 | — | 84.1 | — | |
| DINOV2supervised_training=false2024.07 | 79.3 | 69.3 | — | — | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 74.2 | 70 | 71.7 | — | |
| APRIL-GANsetting=zero-shot2026.01 | 74 | 69.5 | 71.2 | — | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 73.4 | — | 69.6 | — | |
| WinCLIPsupervised_training=false2024.07 | 68.2 | 67.6 | — | — | |
| WinCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 68.2 | — | — | 70.9 | |
| WinCLIP2026.04 | 68.2 | 67.8 | 70.9 | — | |
| CLIP-AD2026.04 | 66.7 | 65.9 | 67.3 | — | |
| SAAsupervised_training=false2024.07 | 59 | 89.7 | — | — | |
| OpenCLIPBackbone=ViT-L/142026.04 | 25.7 | 66 | 49.8 | — |