Image-level Anomaly Detection on DTD Synthetic
98.1AUROCAPRIL-GAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| APRIL-GANsupervised_training=true2024.07 | 98.1 | 96.8 | — | |
| AdaCLIPsupervised_training=true2024.07 | 95.5 | 94.7 | — | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 95.5 | — | 98.6 | |
| WinCLIPsupervised_training=false2024.07 | 95.1 | 94.1 | — | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 95.1 | 95.1 | 98.4 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 95 | 94.3 | 97.9 | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 95 | — | 97.9 | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 95 | 95.6 | 98.4 | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 94.5 | 94.5 | 97.7 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 94.5 | 94.5 | 97.7 | |
| SAAsupervised_training=false2024.07 | 94.4 | 93.5 | — | |
| SSVPsetting=zero-shot2026.01 | 94 | 94.6 | 98 | |
| WinCLIPsetting=zero-shot2026.01 | 93.9 | 94.2 | 98.1 | |
| Bayes-PFLsetting=zero-shot2026.01 | 93.8 | 95.1 | 97.8 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 93.5 | — | 97.7 | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 93.5 | 94.5 | 97 | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 93.3 | — | 97.7 | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 93.2 | 94.3 | 92.6 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 92.8 | 92.2 | 97 | |
| AdaCLIPsetting=zero-shot2026.01 | 92.8 | 92.2 | 97 | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 92.8 | 92.2 | 97 | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 92.5 | — | 97.7 | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 91.5 | 91.8 | 96.8 | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 91.5 | — | 96.3 | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 91.5 | 91.8 | 96.8 | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 91.4 | 93.3 | 97.2 | |
| DINOV2supervised_training=false2024.07 | 85.8 | 93.5 | — | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 85.5 | — | 94 | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 83.9 | 89.4 | 93.6 | |
| APRIL-GANsetting=zero-shot2026.01 | 83.7 | 89.3 | 93.5 | |
| SAMsupervised_training=false2024.07 | 81.9 | 91.1 | — |