Anomaly Detection on Real-IAD (test)
95.4I-AUROCArcAD
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ArcADSupervision=Supervised, Evaluation Setting=Single-class, Note=Baseline built upon Dinomaly2026.07 | 95.4 | — | — | — | 99.4 | 48.5 | |
| DinomalySupervision=Unsupervised, Evaluation Setting=Single-class2026.07 | 92 | — | — | — | 98.9 | 47.1 | |
| ReContrastSupervision=Unsupervised, Evaluation Setting=Single-class2026.07 | 90.7 | — | — | — | 98.9 | 44 | |
| INP-Formerevaluation protocol=multi-class2025.03 | 90.5 | 88.1 | 81.5 | — | — | — | |
| RD4ADSupervision=Unsupervised, Evaluation Setting=Single-class2026.07 | 90 | — | — | — | 98.8 | 45.8 | |
| Dinomalyevaluation protocol=multi-class2025.03 | 89.3 | 86.8 | 80.2 | — | — | — | |
| SimpleNetSupervision=Unsupervised, Evaluation Setting=Single-class2026.07 | 88.3 | — | — | — | 96.3 | 30.8 | |
| MambaADevaluation protocol=multi-class2025.03 | 86.3 | 84.6 | 77 | — | — | — | |
| UniADevaluation protocol=multi-class2025.03 | 83 | 80.9 | 74.3 | — | — | — | |
| RD4ADevaluation protocol=multi-class2025.03 | 82.4 | 79 | 73.9 | — | — | — | |
| DeSTSegevaluation protocol=multi-class2025.03 | 82.3 | 79.2 | 73.2 | — | — | — | |
| DRASupervision=Supervised, Evaluation Setting=Single-class2026.07 | 81.1 | — | — | — | 82.4 | 15.1 | |
| INP-Formershot=4-shot2025.03 | 76.7 | 72.3 | 71.7 | — | — | — | |
| DIADevaluation protocol=multi-class2025.03 | 75.6 | 66.4 | 69.9 | — | — | — | |
| WinCLIPshot=4-shot, reproduced=true2025.03 | 73 | 61.8 | 61 | — | — | — | |
| PatchCoreshot=4-shot, reproduced=true2025.03 | 66 | 62.2 | 65.2 | — | — | — | |
| PaDiMshot=4-shot, reproduced=true2025.03 | 60.3 | 53.5 | 64 | — | — | — | |
| PromptADshot=4-shot2025.03 | 59.7 | 43.5 | 52.9 | — | — | — | |
| SimpleNetevaluation protocol=multi-class2025.03 | 57.2 | 53.4 | 61.5 | — | — | — | |
| SPADEshot=4-shot, reproduced=true2025.03 | 50.8 | 45.8 | 61.2 | — | — | — | |
| DeSTSegParams(M)=35.2, FLOPs(G)=122.72025.03 | — | — | — | 64.2 | — | — | |
| DIADParams(M)=1331.3, FLOPs(G)=451.52025.03 | — | — | — | 52.6 | — | — | |
| DinomalyParams(M)=132.8, FLOPs(G)=104.72025.03 | — | — | — | 77 | — | — | |
| INP-FormerParams(M)=139.8, FLOPs(G)=98.02025.03 | — | — | — | 78.8 | — | — | |
| INP-Former-SParams(M)=35.1, FLOPs(G)=24.6, Backbone=ViT-Small2025.03 | — | — | — | 78.4 | — | — | |
| INP-Former-S*Params(M)=35.1, FLOPs(G)=8.1, Backbone=ViT-Small, Image size=R256^2-C224^22025.03 | — | — | — | 73.8 | — | — | |
| MambaADParams(M)=25.7, FLOPs(G)=8.32025.03 | — | — | — | 72.7 | — | — | |
| RD4ADParams(M)=150.6, FLOPs(G)=38.92025.03 | — | — | — | 68.6 | — | — | |
| SimpleNetParams(M)=72.8, FLOPs(G)=16.12025.03 | — | — | — | 42.3 | — | — | |
| UniADParams(M)=24.5, FLOPs(G)=3.62025.03 | — | — | — | 67.5 | — | — |