Pixel-level Anomaly Detection on DTD
99.1AUROCUniADet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniADetReference Image=Used, Shots=1, Backbone=DINOv3 (ViT-L/16)2026.01 | 99.1 | — | 85.8 | |
| UniADetReference Image=Used, Shots=1, Backbone=DINOv2 ViT-L/142026.01 | 98.9 | — | 82.4 | |
| InCtrlReference Image=Not Used, Shots=02026.01 | 98.6 | — | 64.3 | |
| CDOLearning Type=full-shot unsupervised2024.07 | 98.3 | 59.9 | — | |
| PatchCoreLearning Type=full-shot unsupervised2024.07 | 98.2 | 56.8 | — | |
| AdaCLIPLearning Type=Zero-Shot (ZSAD)2024.07 | 97.9 | 71.6 | — | |
| AnomalyCLIP+Reference Image=Not Used, Shots=02026.01 | 97.6 | — | 67.4 | |
| AdaptCLIPReference Image=Not Used, Shots=02026.01 | 97.4 | — | 76.9 | |
| UniADetReference Image=Used, Shots=1, Backbone=CLIP ViT-L/14@336px2026.01 | 97.4 | — | 73.4 | |
| WinCLIP+Reference Image=Not Used, Shots=02026.01 | 96.5 | — | 47.8 |