Anomaly Detection on MPDD (test)
100Image-level AU-ROCSIA
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SIACategory=Connector2024.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | |
| SIACategory=Metal Plate2024.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | |
| DTDCategory=Metal Plate2024.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | |
| CutPasteCategory=Metal Plate2024.03 | 99.95 | — | — | — | — | — | — | — | — | — | — | — | |
| DTDCategory=Connector2024.03 | 99.05 | — | — | — | — | — | — | — | — | — | — | — | |
| CutPasteCategory=Connector2024.03 | 99.05 | — | — | — | — | — | — | — | — | — | — | — | |
| SIACategory=Tubes2024.03 | 97.51 | — | — | — | — | — | — | — | — | — | — | — | |
| GLADresolution=256, setting=multi-category2024.06 | 97.5 | 97.1 | 96.8 | — | — | — | — | — | — | — | — | — | |
| SIACategory=Bracket Brown2024.03 | 96.83 | — | — | — | — | — | — | — | — | — | — | — | |
| InvADsetting=multi-class, FPS=1202025.04 | 96.5 | 96.5 | 94.4 | 98.3 | 40.1 | 43.9 | 91.2 | 80.1 | — | — | — | — | |
| SIACategory=AVG2024.03 | 96.35 | — | — | — | — | — | — | — | — | — | — | — | |
| RealNet2024.03 | 96.3 | — | — | — | — | — | — | — | — | — | — | — | |
| CutPasteCategory=Bracket Brown2024.03 | 95.48 | — | — | — | — | — | — | — | — | — | — | — | |
| SIACategory=Bracket Black2024.03 | 94.95 | — | — | — | — | — | — | — | — | — | — | — | |
| OmiADsetting=multi-class, FPS=49.82025.04 | 93.7 | 95.5 | 90.9 | 98.6 | 37.6 | 42.3 | 94 | 78.9 | — | — | — | — | |
| DTDCategory=AVG2024.03 | 93.47 | — | — | — | — | — | — | — | — | — | — | — | |
| DeSTSegsetting=multi-class2025.04 | 93 | 95.1 | 90.6 | 94.1 | 33.2 | 37.6 | 59.8 | 71.9 | — | — | — | — | |
| DTDCategory=Bracket Brown2024.03 | 92.99 | — | — | — | — | — | — | — | — | — | — | — | |
| DTDCategory=Tubes2024.03 | 92.62 | — | — | — | — | — | — | — | — | — | — | — | |
| CutPasteCategory=Tubes2024.03 | 91.49 | — | — | — | — | — | — | — | — | — | — | — | |
| SimpleNetsetting=multi-class2025.04 | 90.6 | 94.1 | 89.7 | 97.1 | 33.6 | 35.7 | 90 | 75.8 | — | — | — | — | |
| CutPasteCategory=AVG2024.03 | 90.14 | — | — | — | — | — | — | — | — | — | — | — | |
| ReMP-ADShots=4, Training Setting=Fine-tune2026.05 | 89.6 | — | — | — | 43.1 | — | 93.6 | — | — | — | — | — | |
| ReMP-ADShots=42026.05 | 89.6 | 91.8 | 87.5 | — | — | — | — | — | — | — | — | — | |
| DTDCategory=Bracket Black2024.03 | 89.49 | — | — | — | — | — | — | — | — | — | — | — | |
| Res2CLIP*Shots=4, Training Setting=Training-free2026.05 | 89 | — | — | — | 40 | — | 95 | — | — | — | — | — | |
| Res2CLIP*Shots=42026.05 | 89 | 91.5 | 88.6 | — | — | — | — | — | — | — | — | — | |
| SIACategory=Bracket White2024.03 | 88.78 | — | — | — | — | — | — | — | — | — | — | — | |
| CutPasteCategory=Bracket White2024.03 | 88.44 | — | — | — | — | — | — | — | — | — | — | — | |
| Res2CLIP*Shots=2, Training Setting=Training-free2026.05 | 87.6 | — | — | — | 38.3 | — | 94.5 | — | — | — | — | — | |
| Res2CLIP*Shots=22026.05 | 87.6 | 89.9 | 87.9 | — | — | — | — | — | — | — | — | — | |
| Res2CLIP†Shots=4, Training Setting=Fine-tune2026.05 | 87.3 | — | — | — | 42.6 | — | 95.4 | — | — | — | — | — | |
| Res2CLIP†Shots=42026.05 | 87.3 | 89.4 | 88 | — | — | — | — | — | — | — | — | — | |
| ReMP-ADShots=2, Training Setting=Fine-tune2026.05 | 87 | — | — | — | 41.4 | — | 93.8 | — | — | — | — | — | |
| ReMP-ADShots=22026.05 | 87 | 89.5 | 86.9 | — | — | — | — | — | — | — | — | — | |
| DTDCategory=Bracket White2024.03 | 86.67 | — | — | — | — | — | — | — | — | — | — | — | |
| Res2CLIP*Shots=1, Training Setting=Training-free2026.05 | 86.6 | — | — | — | 36.9 | — | 94 | — | — | — | — | — | |
| Res2CLIP*Shots=12026.05 | 86.6 | 89.4 | 86.1 | — | — | — | — | — | — | — | — | — | |
| HVQ-Transsetting=multi-class, FPS=6.22025.04 | 86.5 | 88.1 | 85.8 | 96.7 | 27.6 | 31.4 | 86.9 | 71.9 | — | — | — | — | |
| AdaptCLIPShots=4, Training Setting=Fine-tune2026.05 | 86.3 | — | — | — | 39.5 | — | 94.9 | — | — | — | — | — | |
| AdaptCLIPShots=42026.05 | 86.3 | 87.8 | 87.6 | — | — | — | — | — | — | — | — | — | |
| CFlow2024.03 | 86.1 | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GANShots=4, Training Setting=Fine-tune2026.05 | 85.9 | — | — | — | 37.3 | — | 91.1 | — | — | — | — | — | |
| APRIL-GANShots=42026.05 | 85.9 | 90.1 | 86.4 | — | — | — | — | — | — | — | — | — | |
| Res2CLIP†Shots=2, Training Setting=Fine-tune2026.05 | 85.8 | — | — | — | 39 | — | 94.7 | — | — | — | — | — | |
| Res2CLIP†Shots=22026.05 | 85.8 | 87.5 | 87.3 | — | — | — | — | — | — | — | — | — | |
| AdaptCLIPShots=2, Training Setting=Fine-tune2026.05 | 85.4 | — | — | — | 35.7 | — | 94.3 | — | — | — | — | — | |
| AdaptCLIPShots=22026.05 | 85.4 | 87.1 | 86.2 | — | — | — | — | — | — | — | — | — | |
| APRIL-GANShots=2, Training Setting=Fine-tune2026.05 | 84.6 | — | — | — | 36.9 | — | 91.3 | — | — | — | — | — | |
| APRIL-GANShots=22026.05 | 84.6 | 89.2 | 85.3 | — | — | — | — | — | — | — | — | — | |
| RD4ADsetting=multi-class, FPS=4.72025.04 | 84.1 | 83.2 | 84.1 | 98.1 | 35.2 | 38.7 | 93.4 | 73.8 | — | — | — | — | |
| AdaptCLIPShots=1, Training Setting=Fine-tune2026.05 | 84.1 | — | — | — | 34.7 | — | 93.7 | — | — | — | — | — | |
| AdaptCLIPShots=12026.05 | 84.1 | 85.7 | 85.1 | — | — | — | — | — | — | — | — | — | |
| Res2CLIP†Shots=1, Training Setting=Fine-tune2026.05 | 83.6 | — | — | — | 37.3 | — | 94.2 | — | — | — | — | — | |
| Res2CLIP†Shots=12026.05 | 83.6 | 84.2 | 83.9 | — | — | — | — | — | — | — | — | — | |
| DiADsetting=multi-category2024.06 | 82.8 | 84.9 | 85.8 | — | — | — | — | — | — | — | — | — | |
| ReMP-ADShots=1, Training Setting=Fine-tune2026.05 | 82.8 | — | — | — | 38.9 | — | 93.7 | — | — | — | — | — | |
| ReMP-ADShots=12026.05 | 82.8 | 85.4 | 83 | — | — | — | — | — | — | — | — | — | |
| APRIL-GANShots=1, Training Setting=Fine-tune2026.05 | 82.6 | — | — | — | 35.6 | — | 91.2 | — | — | — | — | — | |
| APRIL-GANShots=12026.05 | 82.6 | 84.9 | 84.4 | — | — | — | — | — | — | — | — | — | |
| UniADsetting=multi-category2024.06 | 82.5 | 85.9 | 85.9 | — | — | — | — | — | — | — | — | — | |
| ZSG-IADinference_mode=Zero-Shot2026.04 | 82.3 | — | — | — | — | — | — | — | — | — | — | — | |
| UniADsetting=multi-class, FPS=5.82025.04 | 82.2 | 87.1 | 85.1 | 95.1 | 18.9 | 25 | 81.9 | 67.9 | — | — | — | — | |
| PatchCore2024.03 | 82.1 | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIP+Shots=1, Training Setting=Fine-tune2026.05 | 79.7 | — | — | — | 36.8 | — | 93.5 | — | — | — | — | — | |
| AnomalyCLIP+Shots=12026.05 | 79.7 | 80.5 | 82.1 | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIP+Shots=4, Training Setting=Fine-tune2026.05 | 78.4 | — | — | — | 38.6 | — | 94.2 | — | — | — | — | — | |
| AnomalyCLIP+Shots=42026.05 | 78.4 | 79.4 | 82.7 | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIP+Shots=2, Training Setting=Fine-tune2026.05 | 78.1 | — | — | — | 37.6 | — | 94.1 | — | — | — | — | — | |
| AnomalyCLIP+Shots=22026.05 | 78.1 | 82.4 | 82.6 | — | — | — | — | — | — | — | — | — | |
| SPADE2024.03 | 77.1 | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIPinference_mode=Zero-Shot2026.04 | 77 | — | — | — | — | — | — | — | — | — | — | — | |
| AdaCLIPinference_mode=Zero-Shot2026.04 | 76 | — | — | — | — | — | — | — | — | — | — | — | |
| PaDiM2024.03 | 74.8 | — | — | — | — | — | — | — | — | — | — | — | |
| DIADsetting=multi-class, FPS=0.12025.04 | 74.6 | 82.1 | 82.5 | 93 | 15.9 | 21.2 | 78.4 | 64 | — | — | — | — | |
| APRIL-GANinference_mode=Zero-Shot2026.04 | 73 | — | — | — | — | — | — | — | — | — | — | — | |
| DAGAN2024.03 | 72.5 | — | — | — | — | — | — | — | — | — | — | — | |
| RegADShots=8, Backbone=Res182025.12 | 71.9 | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIP+Shots=4, Training Setting=Training-free2026.05 | 71.8 | — | — | — | 32.2 | — | 88.5 | — | — | — | — | — | |
| WinCLIP+Shots=42026.05 | 71.8 | 75.9 | 82.5 | — | — | — | — | — | — | — | — | — | |
| PACKDShots=8, Backbone=WRN502025.12 | 70.5 | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIP+Shots=2, Training Setting=Training-free2026.05 | 70.1 | — | — | — | 31.9 | — | 89.5 | — | — | — | — | — | |
| WinCLIP+Shots=22026.05 | 70.1 | 74 | 81.9 | — | — | — | — | — | — | — | — | — | |
| PACKDShots=4, Backbone=WRN502025.12 | 69.8 | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIP+Shots=1, Training Setting=Training-free2026.05 | 69.1 | — | — | — | 30.7 | — | 88.4 | — | — | — | — | — | |
| WinCLIP+Shots=12026.05 | 69.1 | 73.7 | 81.1 | — | — | — | — | — | — | — | — | — | |
| AnoVLinference_mode=Zero-Shot2026.04 | 68.9 | — | — | — | — | — | — | — | — | — | — | — | |
| RegADShots=4, Backbone=Res182025.12 | 68.8 | — | — | — | — | — | — | — | — | — | — | — | |
| PACKDShots=2, Backbone=WRN502025.12 | 66.6 | — | — | — | — | — | — | — | — | — | — | — | |
| CutPasteCategory=Bracket Black2024.03 | 66.42 | — | — | — | — | — | — | — | — | — | — | — | |
| Skip-GANomaly2024.03 | 64.8 | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPinference_mode=Zero-Shot2026.04 | 63.6 | — | — | — | — | — | — | — | — | — | — | — | |
| RegADShots=2, Backbone=Res182025.12 | 63.4 | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADShots=8, Backbone=WRN502025.12 | 62.4 | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADShots=4, Backbone=WRN502025.12 | 62.1 | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADShots=2, Backbone=WRN502025.12 | 61.8 | — | — | — | — | — | — | — | — | — | — | — | |
| CFAShots=8, Backbone=WRN502025.12 | 60.9 | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreShots=8, Backbone=WRN502025.12 | 60 | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreShots=4, Backbone=WRN502025.12 | 59.8 | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreShots=2, Backbone=WRN502025.12 | 59.6 | — | — | — | — | — | — | — | — | — | — | — |