Anomaly Detection on KSDD2
98AUROCVisualAD (CLIP)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| VisualAD (CLIP)Backbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 98 | — | — | — | — | — | 98.5 | 98.5 | |
| VisualAD (DINOv2)Backbone=DINOv2-L, Params (M)=304, FLOPs (G)=10142026.06 | 97.7 | — | — | — | — | — | 98.9 | 98.9 | |
| Bayes-PFLsetting=zero-shot2026.01 | 97.3 | — | 87.6 | — | — | — | — | — | |
| AnomalyVFMsetting=zero-shot2026.01 | 97.1 | — | 79.2 | — | — | — | — | — | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 96.8 | — | 91.5 | 97.4 | — | — | — | — | |
| AVA-DINOProtocol=Zero-shot protocol, Training dataset=ViSA2026.05 | 96.2 | — | — | — | 99.3 | 72.6 | — | — | |
| AdaCLIPsetting=zero-shot2026.01 | 95.9 | — | 86.7 | — | — | — | — | — | |
| AACLIPsetting=zero-shot2026.01 | 95.9 | — | 84.4 | — | — | — | — | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 95.9 | — | 84.5 | 95.9 | — | — | — | — | |
| AdaCLIPProtocol=Zero-shot protocol, Training dataset=ViSA2026.05 | 95.9 | — | — | — | 96.1 | 70.8 | — | — | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 95.8 | — | 91.4 | 96.8 | — | — | — | — | |
| FAPromptsetting=zero-shot2026.01 | 95.6 | — | 84.8 | — | — | — | — | — | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 95.2 | — | 84.4 | 88.2 | — | — | — | — | |
| AdaCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 94.9 | — | — | — | — | — | 96.1 | 40.8 | |
| EdgeZSADBackbone=TinyViT, Params (M)=21 (↓ 14×), FLOPs (G)=54 (↓ 7×)2026.06 | 94.6 | — | — | — | — | — | 88.1 | 71.8 | |
| WinCLIPsetting=zero-shot2026.01 | 94.2 | — | 71.5 | — | — | — | — | — | |
| AnomalyCLIPsetting=zero-shot2026.01 | 94.1 | — | 80 | — | — | — | — | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 93.5 | — | 71.4 | 77.9 | — | — | — | — | |
| WinCLIPProtocol=Zero-shot protocol, Training dataset=ViSA2026.05 | 93.5 | — | — | — | 94.9 | 69.2 | — | — | |
| Bayes-PFLProtocol=Zero-shot protocol, Training dataset=ViSA2026.05 | 93.5 | — | — | — | 97.9 | 71.2 | — | — | |
| WinCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 93.5 | — | — | — | — | — | 94.1 | 77.6 | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 92.1 | — | 71 | 77.8 | — | — | — | — | |
| AnomalyCLIPProtocol=Zero-shot protocol, Training dataset=ViSA2026.05 | 92.1 | — | — | — | 99.1 | 70.7 | — | — | |
| AnomalyCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 91.9 | — | — | — | — | — | 98 | 90.8 | |
| SAAsetting=zero-shot2026.01 | 91.6 | — | 67 | — | — | — | — | — | |
| APRIL-GANBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 90.4 | — | — | — | — | — | 94.5 | 39.2 | |
| CLIP-ADBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 81.7 | — | — | — | — | — | 95.6 | 73.5 | |
| BGADsupervised=true2024.08 | — | 92.7 | — | — | — | — | — | — | |
| DRÆM2022.08 | — | 77.8 | — | — | — | — | — | — | |
| DSR2022.08 | — | 87.2 | — | — | — | — | — | — | |
| MAD2022.08 | — | 79.3 | — | — | — | — | — | — | |
| Method [10]supervised=true2024.08 | — | 99.9 | — | — | — | — | — | — | |
| Method [14]supervised=true2024.08 | — | 96.2 | — | — | — | — | — | — | |
| Method [25]supervised=true2024.08 | — | 95.2 | — | — | — | — | — | — | |
| Method [4]supervised=true2024.08 | — | 95.4 | — | — | — | — | — | — | |
| Method [6]supervised=true2024.08 | — | 89.3 | — | — | — | — | — | — | |
| PaDim2022.08 | — | 55.6 | — | — | — | — | — | — | |
| PRNsupervised=true2024.08 | — | 78.6 | — | — | — | — | — | — | |
| SimpleNetsupervised=true2024.08 | — | 93.5 | — | — | — | — | — | — | |
| SuperSimpleNetsupervised=true2024.08 | — | 97.4 | — | — | — | — | — | — | |
| US2022.08 | — | 65.3 | — | — | — | — | — | — |