Anomaly Localization on MVTec
99.6AUCSimpleNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SimpleNetCategory=Representation-based2024.01 | 99.6 | — | — | |
| CutPasteCategory=leather, variant=3-way2021.04 | 99.5 | — | — | |
| RD++Category=Representation-based2024.01 | 99.4 | 95 | — | |
| CutPasteCategory=zipper, variant=3-way2021.04 | 99.3 | — | — | |
| PatchCoreCategory=Representation-based2024.01 | 99.1 | 93.4 | — | |
| CutPasteCategory=carpet, variant=3-way2021.04 | 98.3 | — | — | |
| P-SVDDCategory=bottle2021.04 | 98.1 | — | — | |
| P-SVDDCategory=toothbrush2021.04 | 98.1 | — | — | |
| CutPasteCategory=toothbrush, variant=3-way2021.04 | 98.1 | — | — | |
| FCDDCategory=leather2021.04 | 98 | — | — | |
| P-SVDDCategory=metal nut2021.04 | 98 | — | — | |
| DRAEMCategory=Reconstruction-based2024.01 | 98 | 93 | — | |
| UniADet⋆Shot=4-shot, Tuning=✓2026.01 | 97.9 | — | 69 | |
| OursBackbone=WResNet50, Inference time (s)=0.31, Memory (MB)=3522022.01 | 97.8 | 93.9 | — | |
| UniADet‡Shot=4-shot, Tuning=✓2026.01 | 97.7 | — | 65.4 | |
| CutPasteCategory=bottle, variant=3-way2021.04 | 97.6 | — | — | |
| P-SVDDCategory=hazelnut2021.04 | 97.5 | — | — | |
| CutPasteCategory=grid, variant=3-way2021.04 | 97.5 | — | — | |
| PaDiMBackbone=WResNet50, Inference time (s)=0.95, Memory (MB)=38002022.01 | 97.5 | 92.1 | — | |
| P-SVDDCategory=leather2021.04 | 97.4 | — | — | |
| CutPasteCategory=capsule, variant=3-way2021.04 | 97.4 | — | — | |
| CutPasteCategory=hazelnut, variant=3-way2021.04 | 97.3 | — | — | |
| Dynamic Implicit ConditioningCategory=Reconstruction-based2024.01 | 97.2 | 93.3 | — | |
| FCDDCategory=bottle2021.04 | 97 | — | — | |
| P-SVDDCategory=transistor2021.04 | 97 | — | — | |
| P-SVDDCategory=cable2021.04 | 96.8 | — | — | |
| P-SVDDCategory=average (object)2021.04 | 96.7 | — | — | |
| CutPasteCategory=screw, variant=3-way2021.04 | 96.7 | — | — | |
| SPADEBackbone=WResNet50, Inference time (s)=1.4, Memory (MB)=14002022.01 | 96.5 | 91.7 | — | |
| CutPasteCategory=average (texture), variant=3-way2021.04 | 96.3 | — | — | |
| UniADet†Shot=4-shot, Tuning=✓2026.01 | 96.3 | — | 58.8 | |
| P-SVDDCategory=grid2021.04 | 96.2 | — | — | |
| FCDDCategory=carpet2021.04 | 96 | — | — | |
| CutPasteCategory=average (all), variant=3-way2021.04 | 96 | — | — | |
| P-SVDDCategory=capsule2021.04 | 95.8 | — | — | |
| CutPasteCategory=average (object), variant=3-way2021.04 | 95.8 | — | — | |
| InCtrlShot=4-shot, Tuning=✗2026.01 | 95.8 | — | 50.9 | |
| P-SVDDCategory=screw2021.04 | 95.7 | — | — | |
| P-SVDDCategory=average (all)2021.04 | 95.7 | — | — | |
| CutPasteCategory=pill, variant=3-way2021.04 | 95.7 | — | — | |
| CutPasteCategory=wood, variant=3-way2021.04 | 95.5 | — | — | |
| P-SVDDCategory=pill2021.04 | 95.1 | — | — | |
| P-SVDDCategory=zipper2021.04 | 95.1 | — | — | |
| FCDDCategory=hazelnut2021.04 | 95 | — | — | |
| AdaptCLIPShot=4-shot, Tuning=✗2026.01 | 94.8 | — | 57.2 | |
| WinCLIP+Shot=4-shot, Tuning=✗2026.01 | 94.2 | — | 41.2 | |
| FCDDCategory=metal nut2021.04 | 94 | — | — | |
| FCDDCategory=toothbrush2021.04 | 94 | — | — | |
| P-SVDDCategory=average (texture)2021.04 | 93.7 | — | — | |
| AnomalyCLIP+Shot=4-shot, Tuning=✗2026.01 | 93.2 | — | 42.4 | |
| CutPasteCategory=metal nut, variant=3-way2021.04 | 93.1 | — | — | |
| FCDDCategory=average (texture)2021.04 | 93 | — | — | |
| FCDDCategory=capsule2021.04 | 93 | — | — | |
| CutPasteCategory=transistor, variant=3-way2021.04 | 93 | — | — | |
| P-SVDDCategory=carpet2021.04 | 92.6 | — | — | |
| AF-CLIPZero-shot=true2026.03 | 92.3 | 85.7 | — | |
| FCDDCategory=zipper2021.04 | 92 | — | — | |
| FCDDCategory=average (all)2021.04 | 92 | — | — | |
| AA-CLIPZero-shot=true2026.03 | 91.9 | 84.6 | — | |
| FB-CLIPZero-shot=true2026.03 | 91.9 | 85.7 | — | |
| P-SVDDCategory=tile2021.04 | 91.4 | — | — | |
| AnomalyCLIPZero-shot=true2026.03 | 91.1 | 81.4 | — | |
| FCDDCategory=grid2021.04 | 91 | — | — | |
| FCDDCategory=tile2021.04 | 91 | — | — | |
| FCDDCategory=average (object)2021.04 | 91 | — | — | |
| P-SVDDCategory=wood2021.04 | 90.8 | — | — | |
| FAPromptZero-shot=true2026.03 | 90.6 | 83.3 | — | |
| CutPasteCategory=tile, variant=3-way2021.04 | 90.5 | — | — | |
| FCDDCategory=cable2021.04 | 90 | — | — | |
| CutPasteCategory=cable, variant=3-way2021.04 | 90 | — | — | |
| FCDDCategory=wood2021.04 | 88 | — | — | |
| FCDDCategory=transistor2021.04 | 88 | — | — | |
| VANDZero-shot=true2026.03 | 87.6 | 44 | — | |
| AdaCLIPZero-shot=true2026.03 | 86.3 | 20 | — | |
| FCDDCategory=screw2021.04 | 86 | — | — | |
| WinCLIPZero-shot=true2026.03 | 85.1 | 64.6 | — | |
| FCDDCategory=pill2021.04 | 81 | — | — | |
| SkipGANomalyCategory=Reconstruction-based2024.01 | 60.2 | — | — |