Anomaly Detection on MPDD 1.0 (test)
100Image AUROCRealNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RealNetSynthesis Method=SIA, Category=Connector2024.03 | 100 | — | — | |
| RealNetSynthesis Method=SIA, Category=Metal Plate2024.03 | 100 | — | — | |
| RealNetSynthesis Method=DTD, Category=Metal Plate2024.03 | 100 | — | — | |
| RealNetSynthesis Method=CutPaste, Category=Metal Plate2024.03 | 99.95 | — | — | |
| RealNetSynthesis Method=DTD, Category=Connector2024.03 | 99.05 | — | — | |
| RealNetSynthesis Method=CutPaste, Category=Connector2024.03 | 99.05 | — | — | |
| DeCo-DiffEvaluation protocol=multi-class UAD2025.03 | 97.7 | 97.3 | 95.3 | |
| RealNetSynthesis Method=SIA, Category=Tubes2024.03 | 97.51 | — | — | |
| GLADEvaluation protocol=multi-class UAD2025.03 | 97.5 | 97.1 | 96.8 | |
| RealNetSynthesis Method=SIA, Category=Bracket Brown2024.03 | 96.83 | — | — | |
| RealNetSynthesis Method=SIA, Category=AVG2024.03 | 96.35 | — | — | |
| RealNetSynthesis Method=CutPaste, Category=Bracket Brown2024.03 | 95.48 | — | — | |
| RealNetSynthesis Method=SIA, Category=Bracket Black2024.03 | 94.95 | — | — | |
| RealNetSynthesis Method=DTD, Category=AVG2024.03 | 93.47 | — | — | |
| RealNetSynthesis Method=DTD, Category=Bracket Brown2024.03 | 92.99 | — | — | |
| RealNetSynthesis Method=DTD, Category=Tubes2024.03 | 92.62 | — | — | |
| DeSTSegEvaluation protocol=multi-class UAD2025.03 | 92.6 | 91.8 | 92.8 | |
| RealNetSynthesis Method=CutPaste, Category=Tubes2024.03 | 91.49 | — | — | |
| SimpleNetEvaluation protocol=multi-class UAD2025.03 | 90.6 | 94.1 | 89.7 | |
| RD4ADEvaluation protocol=multi-class UAD2025.03 | 90.3 | 92.8 | 90.5 | |
| RealNetSynthesis Method=CutPaste, Category=AVG2024.03 | 90.14 | — | — | |
| RealNetSynthesis Method=DTD, Category=Bracket Black2024.03 | 89.49 | — | — | |
| MambaADEvaluation protocol=multi-class UAD2025.03 | 89.2 | 93.1 | 90.3 | |
| RealNetSynthesis Method=SIA, Category=Bracket White2024.03 | 88.78 | — | — | |
| RealNetSynthesis Method=CutPaste, Category=Bracket White2024.03 | 88.44 | — | — | |
| RealNetSynthesis Method=DTD, Category=Bracket White2024.03 | 86.67 | — | — | |
| DIADEvaluation protocol=multi-class UAD2025.03 | 85.8 | 89.2 | 86.5 | |
| UniADEvaluation protocol=multi-class UAD2025.03 | 80.1 | 83.2 | 85.1 | |
| RealNetSynthesis Method=CutPaste, Category=Bracket Black2024.03 | 66.42 | — | — |