Pixel-level Anomaly Detection on BTAD
98.4AUROCUniADet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniADetReference Image=Used, Shots=1, Backbone=DINOv2 ViT-L/142026.01 | 98.4 | — | — | — | 72.7 | |
| UniADetReference Image=Used, Shots=1, Backbone=DINOv3 (ViT-L/16)2026.01 | 98.3 | — | — | — | 71.7 | |
| CDOLearning Type=full-shot unsupervised2024.07 | 98.1 | 60.4 | — | — | — | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv3 ViT-L/162026.01 | 97.8 | — | — | — | 58.9 | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv2-R ViT-L/162026.01 | 97.7 | — | — | — | 60.6 | |
| PatchCoreLearning Type=full-shot unsupervised2024.07 | 97.5 | 54.4 | — | — | — | |
| MRADProtocol=Zero-shot2026.05 | 96.9 | — | 75.9 | — | — | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 96.8 | — | — | 50.4 | — | |
| InCtrlReference Image=Not Used, Shots=02026.01 | 96.6 | — | — | — | 44.1 | |
| AdaptCLIPReference Image=Not Used, Shots=02026.01 | 96.6 | — | — | — | 60.6 | |
| UniADetReference Image=Used, Shots=1, Backbone=CLIP ViT-L/14@336px2026.01 | 96.2 | — | — | — | 54.4 | |
| EntroADProtocol=Zero-shot2026.05 | 96.1 | — | 75.1 | — | — | |
| FAPromptProtocol=Zero-shot2026.05 | 95.9 | — | 75.3 | — | — | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=CLIP ViT-L/14@336px2026.01 | 95.7 | — | — | — | 42.8 | |
| WinCLIP+Reference Image=Not Used, Shots=02026.01 | 95.6 | — | — | — | 41.3 | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 95.6 | — | — | 49.4 | — | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 95.6 | — | — | 48.6 | — | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 95.4 | — | — | 47 | — | |
| AnomalyCLIP+Reference Image=Not Used, Shots=02026.01 | 95.3 | — | — | — | 41.3 | |
| AnomalyCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 94.2 | — | — | — | 45.5 | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 94.2 | — | — | 42 | — | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 93.9 | — | 76.6 | 47.1 | — | |
| Bayes-PFLEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 93.9 | — | — | — | 47.1 | |
| AA-CLIPProtocol=Zero-shot2026.05 | 93.9 | — | 69.8 | — | — | |
| SAMsupervised_training=false2024.07 | 93.8 | 46.9 | — | — | — | |
| AdaptCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 93.8 | — | — | — | 41.8 | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 93.3 | — | 69.3 | 42 | — | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 93.1 | — | 59.8 | 46.7 | — | |
| AdaCLIPLearning Type=Zero-Shot (ZSAD)2024.07 | 92.1 | 51.7 | — | — | — | |
| AdaCLIPsupervised_training=true2024.07 | 92.1 | 51.7 | — | — | — | |
| DINOV2supervised_training=false2024.07 | 91.9 | 43.4 | — | — | — | |
| AdaCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 91.6 | — | — | — | 42.9 | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 91.4 | — | — | 32.4 | — | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 91.3 | — | 23 | 32.9 | — | |
| AnomalyCLIPProtocol=Zero-shot2026.05 | 90.8 | — | 66.4 | — | — | |
| FiLoProtocol=Zero-shot2026.05 | 90.3 | — | 52.8 | — | — | |
| APRIL-GANsupervised_training=true2024.07 | 89.5 | 38.4 | — | — | — | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 87.7 | — | 17.1 | 36.6 | — | |
| WinCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 72.7 | — | — | — | 12.9 | |
| WinCLIPProtocol=Zero-shot2026.05 | 72.7 | — | 27.3 | — | — | |
| WinCLIPsupervised_training=false2024.07 | 72.6 | 18.5 | — | — | — | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 71.4 | — | 32.8 | 11.2 | — | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 71.4 | — | — | 11.2 | — | |
| SAAsupervised_training=false2024.07 | 65.8 | 14.8 | — | — | — |