Anomaly Localization on MPDD (test)
0.9935Pixel AUROCDTD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DTDCategory=Metal Plate2024.03 | 0.9935 | 0.9378 | — | — | |
| SIACategory=Metal Plate2024.03 | 0.9928 | 0.9444 | — | — | |
| SIACategory=Bracket Black2024.03 | 0.9927 | 0.871 | — | — | |
| DinomalySetting=multi-class UAD2024.05 | 0.991 | 0.966 | 59.5 | 59.4 | |
| DTDCategory=Tubes2024.03 | 0.9901 | 0.9649 | — | — | |
| DTDCategory=Bracket Black2024.03 | 0.989 | 0.8857 | — | — | |
| CutPasteCategory=Metal Plate2024.03 | 0.9883 | 0.9269 | — | — | |
| DTDCategory=Bracket White2024.03 | 0.9859 | 0.7708 | — | — | |
| DTDCategory=AVG2024.03 | 0.9849 | 0.8575 | — | — | |
| CutPasteCategory=Connector2024.03 | 0.9847 | 0.7405 | — | — | |
| RD4ADSetting=multi-class UAD2024.05 | 0.983 | 0.952 | 39.6 | 40.6 | |
| Res2CLIP†Shots=42026.05 | 0.983 | 0.954 | 42.6 | 46.7 | |
| SIACategory=AVG2024.03 | 0.982 | 0.8966 | — | — | |
| RealNet2024.03 | 0.982 | — | — | — | |
| Res2CLIP†Shots=22026.05 | 0.981 | 0.947 | 39 | 42.7 | |
| AdaptCLIPShots=42026.05 | 0.981 | 0.949 | 39.5 | 41.8 | |
| CutPasteCategory=Tubes2024.03 | 0.9809 | 0.9299 | — | — | |
| GLADresolution=256, setting=multi-category2024.06 | 0.98 | 0.93 | 40.9 | 41.5 | |
| Res2CLIP†Shots=12026.05 | 0.98 | 0.942 | 37.3 | 41.7 | |
| SIACategory=Tubes2024.03 | 0.9794 | 0.9329 | — | — | |
| Res2CLIP*Shots=42026.05 | 0.979 | 0.95 | 40 | 44.2 | |
| SIACategory=Bracket Brown2024.03 | 0.9781 | 0.9436 | — | — | |
| VITADSetting=multi-class UAD, Designed for MUAD=true2024.05 | 0.978 | 0.953 | 44.1 | 46.4 | |
| AdaptCLIPShots=22026.05 | 0.978 | 0.943 | 35.7 | 37.8 | |
| DTDCategory=Connector2024.03 | 0.9776 | 0.6591 | — | — | |
| CFlow2024.03 | 0.977 | — | — | — | |
| MambaADSetting=multi-class UAD, Designed for MUAD=true2024.05 | 0.977 | 0.928 | 33.5 | 38.6 | |
| AdaptCLIPShots=12026.05 | 0.977 | 0.937 | 34.7 | 37.9 | |
| ReMP-ADShots=22026.05 | 0.977 | 0.938 | 41.4 | 45.3 | |
| Res2CLIP*Shots=22026.05 | 0.977 | 0.945 | 38.3 | 42.8 | |
| ReMP-ADShots=42026.05 | 0.977 | 0.936 | 43.1 | 47 | |
| CutPasteCategory=AVG2024.03 | 0.9769 | 0.7263 | — | — | |
| ReMP-ADShots=12026.05 | 0.976 | 0.937 | 38.9 | 42.9 | |
| Res2CLIP*Shots=12026.05 | 0.976 | 0.94 | 36.9 | 41.6 | |
| CutPasteCategory=Bracket Brown2024.03 | 0.9754 | 0.5517 | — | — | |
| AnomalyCLIP+Shots=22026.05 | 0.975 | 0.941 | 37.6 | 42.3 | |
| AnomalyCLIP+Shots=42026.05 | 0.975 | 0.942 | 38.6 | 43.2 | |
| SIACategory=Connector2024.03 | 0.9746 | 0.8479 | — | — | |
| SIACategory=Bracket White2024.03 | 0.9744 | 0.84 | — | — | |
| AnomalyCLIP+Shots=12026.05 | 0.974 | 0.935 | 36.8 | 41.5 | |
| DTDCategory=Bracket Brown2024.03 | 0.9735 | 0.9264 | — | — | |
| SimpleNetSetting=multi-class UAD2024.05 | 0.971 | 0.9 | 33.6 | 35.7 | |
| PaDiM2024.03 | 0.967 | — | — | — | |
| APRIL-GANShots=12026.05 | 0.967 | 0.912 | 35.6 | 40.5 | |
| APRIL-GANShots=22026.05 | 0.967 | 0.913 | 36.9 | 41.5 | |
| APRIL-GANShots=42026.05 | 0.967 | 0.911 | 37.3 | 41.6 | |
| CutPasteCategory=Bracket Black2024.03 | 0.9667 | 0.5653 | — | — | |
| CutPasteCategory=Bracket White2024.03 | 0.9651 | 0.6432 | — | — | |
| AnomalyCLIPCategory=Obj, |C|=6, Backbone=ViT-L/14@336px2023.10 | 0.965 | 0.887 | — | — | |
| WinCLIP+Shots=12026.05 | 0.962 | 0.884 | 30.7 | 32.6 | |
| SPADE2024.03 | 0.959 | — | — | — | |
| PatchCore2024.03 | 0.957 | — | — | — | |
| UniADSetting=multi-class UAD, Designed for MUAD=true2024.05 | 0.954 | 0.838 | 19 | 25.6 | |
| PACKDShots=8, Backbone=WRN502025.12 | 0.953 | — | — | — | |
| UniADsetting=multi-category2024.06 | 0.951 | 0.817 | 18.5 | 25 | |
| RegADShots=8, Backbone=Res182025.12 | 0.951 | — | — | — | |
| WinCLIP+Shots=22026.05 | 0.951 | 0.895 | 31.9 | 33.7 | |
| DiADsetting=multi-category2024.06 | 0.948 | 0.827 | 19.4 | 25.4 | |
| PACKDShots=4, Backbone=WRN502025.12 | 0.948 | — | — | — | |
| PACKDShots=2, Backbone=WRN502025.12 | 0.944 | — | — | — | |
| WinCLIP+Shots=42026.05 | 0.943 | 0.885 | 32.2 | 33.8 | |
| VANDCategory=Obj, |C|=62023.10 | 0.941 | 0.832 | — | — | |
| RegADShots=4, Backbone=Res182025.12 | 0.939 | — | — | — | |
| RegADShots=2, Backbone=Res182025.12 | 0.932 | — | — | — | |
| DiADSetting=multi-class UAD, Designed for MUAD=true2024.05 | 0.914 | 0.661 | 15.3 | 19.2 | |
| DeSTSegSetting=multi-class UAD2024.05 | 0.908 | 0.783 | 30.6 | 32.9 | |
| DAGAN2024.03 | 0.833 | — | — | — | |
| Skip-GANomaly2024.03 | 0.822 | — | — | — | |
| PatchCoreShots=8, Backbone=WRN502025.12 | 0.803 | — | — | — | |
| PatchCoreShots=4, Backbone=WRN502025.12 | 0.798 | — | — | — | |
| PatchCoreShots=2, Backbone=WRN502025.12 | 0.792 | — | — | — | |
| CFAShots=8, Backbone=WRN502025.12 | 0.79 | — | — | — | |
| CFAShots=4, Backbone=WRN502025.12 | 0.787 | — | — | — | |
| CFAShots=2, Backbone=WRN502025.12 | 0.782 | — | — | — | |
| WinCLIPCategory=Obj, |C|=62023.10 | 0.764 | 0.489 | — | — | |
| RD4ADShots=8, Backbone=WRN502025.12 | 0.757 | — | — | — | |
| RD4ADShots=4, Backbone=WRN502025.12 | 0.755 | — | — | — | |
| RD4ADShots=2, Backbone=WRN502025.12 | 0.745 | — | — | — | |
| CLIPCategory=Obj, |C|=62023.10 | 0.621 | 0.33 | — | — | |
| CLIP-ACCategory=Obj, |C|=62023.10 | 0.587 | 0.291 | — | — | |
| CoOpCategory=Obj, |C|=62023.10 | 0.154 | 0.023 | — | — |