Image-level Anomaly Detection on KSDD
98.1AUROCAdaptCLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdaptCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 98.1 | — | 95.7 | |
| AnomalyCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 97.8 | — | 94.2 | |
| UniADetReference Image=Used, Shots=1, Backbone=CLIP ViT-L/14@336px2026.01 | 97.7 | — | 92.4 | |
| AnomalyCLIP+Reference Image=Not Used, Shots=02026.01 | 97.5 | — | 95.2 | |
| AdaCLIPsupervised_training=true2024.07 | 97.1 | 90.7 | — | |
| AdaptCLIPReference Image=Not Used, Shots=02026.01 | 96.9 | — | 91.8 | |
| UniADetReference Image=Used, Shots=1, Backbone=DINOv3 (ViT-L/16)2026.01 | 96.9 | — | 84.7 | |
| AdaCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 96.6 | — | 89.3 | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=CLIP ViT-L/14@336px2026.01 | 96.3 | — | 83.4 | |
| APRIL-GANsupervised_training=true2024.07 | 95.7 | 85.2 | — | |
| DINOV2supervised_training=false2024.07 | 94.9 | 77.5 | — | |
| UniADetReference Image=Used, Shots=1, Backbone=DINOv2 ViT-L/142026.01 | 94.7 | — | 68.7 | |
| WinCLIP+Reference Image=Not Used, Shots=02026.01 | 93.8 | — | 84.6 | |
| WinCLIPsupervised_training=false2024.07 | 93.3 | 79 | — | |
| WinCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 92.9 | — | 84.9 | |
| Bayes-PFLEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 92.6 | — | 65.5 | |
| InCtrlReference Image=Not Used, Shots=02026.01 | 92 | — | 81.5 | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv2-R ViT-L/162026.01 | 91.6 | — | 59.5 | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv3 ViT-L/162026.01 | 91 | — | 64.5 | |
| SAAsupervised_training=false2024.07 | 68.6 | 37.6 | — | |
| SAMsupervised_training=false2024.07 | 65.8 | 37.9 | — |