Anomaly Detection on Real-IAD 1.0 (test)
91.8AUROC (%)MambaADv2
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MambaADv22026.06 | 91.8 | — | — | 87.8 | 86.4 | 78.8 | 98.7 | 35.5 | 41.1 | 91.5 | |
| MVAD2026.06 | 90.2 | — | — | 86.6 | 84.8 | 77.2 | 97.9 | 30.3 | 36.8 | 91.2 | |
| MambaAD2026.06 | 89.9 | — | — | 86.3 | 84.6 | 77 | 98.5 | 33 | 38.7 | 90.5 | |
| DeSTSeg2026.06 | 89 | — | — | 82.3 | 79.2 | 73.2 | 94.6 | 37.9 | 41.7 | 40.6 | |
| UniAD2026.06 | 87.3 | — | — | 83 | 80.9 | 74.3 | 97.3 | 21.1 | 29.2 | 86.7 | |
| DeCo-DiffEvaluation protocol=multi-class UAD2025.03 | 87 | 86.1 | 79.2 | — | — | — | — | — | — | — | |
| MambaADEvaluation protocol=multi-class UAD2025.03 | 86.3 | 84.6 | 77 | — | — | — | — | — | — | — | |
| RD4AD2026.06 | 85.7 | — | — | 83 | 79.6 | 74.4 | 97.3 | 25.8 | 33.5 | 90.4 | |
| UniADEvaluation protocol=multi-class UAD2025.03 | 83 | 80.9 | 74.3 | — | — | — | — | — | — | — | |
| RD4ADEvaluation protocol=multi-class UAD2025.03 | 82.4 | 79 | 73.9 | — | — | — | — | — | — | — | |
| DeSTSegEvaluation protocol=multi-class UAD2025.03 | 82.3 | 79.2 | 73.2 | — | — | — | — | — | — | — | |
| DIADEvaluation protocol=multi-class UAD2025.03 | 75.6 | 66.4 | 69.9 | — | — | — | — | — | — | — | |
| SimpleNet2026.06 | 61.2 | — | — | 57.2 | 53.4 | 61.5 | 75.7 | 2.8 | 6.5 | 39 | |
| SimpleNetEvaluation protocol=multi-class UAD2025.03 | 57.2 | 53.4 | 61.5 | — | — | — | — | — | — | — |