Anomaly Segmentation on MVTec AD (test)
99.4AUROC (Pixel)PAE
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PAE2026.06 | 99.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.6 | — | — | — | — | — | 96.5 | |
| RealNet2026.06 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.4 | — | — | — | — | — | 93.5 | |
| GLASS2026.06 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.3 | |
| PMSR2026.06 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.6 | |
| CFlowFPS=272022.11 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReContrastCategory Group=Object Average2023.06 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.8 | — | — | — | — | — | — | — | — | — | |
| PBAS2026.06 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.3 | |
| PatchCoreCategory Group=Object Average2023.06 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.3 | — | — | — | — | — | — | — | — | — | |
| ReContrastCategory Group=All Average2023.06 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.2 | — | — | — | — | — | — | — | — | — | |
| PatchCore2026.06 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57.1 | — | — | — | — | — | 92.4 | |
| DRAEMCategory Group=Object Average2023.06 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.3 | — | — | — | — | — | — | — | — | — | |
| PatchCoreSetting=full-shot2024.01 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreFPS=5.92022.11 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreimplementation=on our system, FPS=23.42022.11 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory Group=All Average2023.06 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.4 | — | — | — | — | — | — | — | — | — | |
| THRBackbone=PatchCore, TTT Method=THR2026.01 | 98.1 | 0.299 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.4 | — | 13.6 | — | — | — | 99.1 | 35.1 | 50.7 | — | |
| TTT4ASBackbone=PatchCore, TTT Method=TTT4AS2026.01 | 98.1 | 0.293 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.4 | — | 38.2 | — | — | — | 99.1 | 38.8 | 64.8 | — | |
| TopoOTBackbone=PatchCore, TTT Method=TopoOT2026.01 | 98.1 | 0.387 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.4 | — | 52.2 | — | — | — | 99.1 | 55 | 72 | — | |
| SimpleNet2026.06 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.1 | — | — | — | — | — | 91.1 | |
| FAPMFPS=44.12022.11 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReContrastCategory Group=Texture Average2023.06 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.2 | — | — | — | — | — | — | — | — | — | |
| RD4ADCategory Group=Object Average2023.06 | 97.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.4 | — | — | — | — | — | — | — | — | — | |
| RD4ADCategory Group=All Average2023.06 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.9 | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory Group=All Average2023.06 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.5 | — | — | — | — | — | — | — | — | — | |
| PaDiMCategory Group=Object Average2023.06 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.6 | — | — | — | — | — | — | — | — | — | |
| GraphCoreSetting=8-shot2024.01 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADCategory Group=Texture Average2023.06 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95 | — | — | — | — | — | — | — | — | — | |
| Text-Guided Variational Image GenerationScenario=Full-shot, Reference Baseline=Patchcore2024.03 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPADECategory Group=Object Average2023.06 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.4 | — | — | — | — | — | — | — | — | — | |
| PatchcoreScenario=Full-shot2024.03 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PadimFPS=4.42022.11 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory Group=Texture Average2023.06 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.1 | — | — | — | — | — | — | — | — | — | |
| PaDiMCategory Group=All Average2023.06 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.1 | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory Group=Texture Average2023.06 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.6 | — | — | — | — | — | — | — | — | — | |
| THRBackbone=PaDiM, TTT Method=THR2026.01 | 97.5 | 0.317 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.1 | — | 35.4 | — | — | — | 97.9 | 45.2 | 50.7 | — | |
| TTT4ASBackbone=PaDiM, TTT Method=TTT4AS2026.01 | 97.5 | 0.274 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.1 | — | 31.8 | — | — | — | 97.9 | 33 | 57.9 | — | |
| TopoOTBackbone=PaDiM, TTT Method=TopoOT2026.01 | 97.5 | 0.402 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.1 | — | 55.9 | — | — | — | 97.9 | 47 | 78.8 | — | |
| GraphCoreSetting=4-shot2024.01 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuScSetting=0-shot2024.01 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuScSetting=0-shot2024.01 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.8 | — | 62.6 | 62.7 | — | — | — | — | — | — | |
| DRAEM2026.06 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.4 | — | — | — | — | — | 91.3 | |
| Text-Guided Variational Image GenerationScenario=Full-shot, Reference Baseline=Reverse-distillation2024.03 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Reverse-distillationScenario=Full-shot2024.03 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaDiMCategory Group=Texture Average2023.06 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.1 | — | — | — | — | — | — | — | — | — | |
| RegADSetting=32-shot2024.01 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSASetting=full-shot2024.01 | 96.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetting=4-shot2024.01 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 89 | — | 59.5 | — | — | — | — | — | — | — | |
| CflowScenario=Full-shot2024.03 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPADEFPS=1.52022.11 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPADECategory Group=All Average2023.06 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.7 | — | — | — | — | — | — | — | — | — | |
| CutPaste2026.06 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GANSetting=4-shot2024.01 | 95.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.8 | — | 56.9 | 54.5 | — | — | — | — | — | — | |
| Text-Guided Variational Image GenerationScenario=Full-shot, Reference Baseline=Cflow2024.03 | 95.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchSVDDFPS=2.12022.11 | 95.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Text-Guided Variational Image GenerationScenario=Few-shot, Reference Baseline=Patchcore2024.03 | 95.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Text-Guided Variational Image GenerationScenario=Few-shot, Reference Baseline=Cflow2024.03 | 94.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreSetting=4-shot2024.01 | 94.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.3 | — | 55 | — | — | — | — | — | — | — | |
| Text-Guided Variational Image GenerationScenario=Full-shot, Reference Baseline=Efficient-AD2024.03 | 94.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RIAD2026.06 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 48.2 | — | — | — | — | — | 93.9 | |
| Efficient-ADScenario=Full-shot2024.03 | 93.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Text-Guided Variational Image GenerationScenario=One-shot, Reference Baseline=Reverse-distillation2024.03 | 93.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchcoreScenario=Few-shot2024.03 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IGDSetting=full-shot2024.01 | 93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPADECategory Group=Texture Average2023.06 | 92.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.4 | — | — | — | — | — | — | — | — | — | |
| Text-Guided Variational Image GenerationScenario=One-shot, Reference Baseline=Patchcore2024.03 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CflowScenario=Few-shot2024.03 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ACRSetting=0-shot2024.01 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.7 | — | 44.2 | 38.9 | — | — | — | — | — | — | |
| Text-Guided Variational Image GenerationScenario=Few-shot, Reference Baseline=Reverse-distillation2024.03 | 92.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VCP-CLIPTime (ms)=127.9, GPU cost (GB)=3.052024.07 | 92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.3 | — | — | 49.4 | — | — | — | — | — | — | |
| VCP-CLIP (ours)Training Requirement=Training-required2024.07 | 92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.3 | — | — | 49.4 | — | — | — | — | — | — | |
| Text-Guided Variational Image GenerationScenario=One-shot, Reference Baseline=Cflow2024.03 | 91.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchcoreScenario=One-shot2024.03 | 90.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnVoLTime (ms)=132.1, GPU cost (GB)=3.272024.07 | 90.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.8 | — | — | 28.1 | — | — | — | — | — | — | |
| AnVoLTraining Requirement=Training-free2024.07 | 90.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.8 | — | — | 28.1 | — | — | — | — | — | — | |
| RegADSetting=4-shot2024.01 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88 | — | 51.7 | 48.3 | — | — | — | — | — | — | |
| BaselineTime (ms)=114.5, GPU cost (GB)=3.022024.07 | 89.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.8 | — | — | 45.2 | — | — | — | — | — | — | |
| Baseline (ours)Training Requirement=Training-required2024.07 | 89.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.8 | — | — | 45.2 | — | — | — | — | — | — | |
| CflowScenario=One-shot2024.03 | 89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CutPasteSetting=full-shot2024.01 | 88.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoCoOpTime (ms)=108.2, GPU cost (GB)=3.012024.07 | 88.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.2 | — | — | 40.4 | — | — | — | — | — | — | |
| CoCoOpTraining Requirement=Training-required2024.07 | 88.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.2 | — | — | 40.4 | — | — | — | — | — | — | |
| APRIL-GANSetting=0-shot2024.01 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44 | — | 43.3 | 40.8 | — | — | — | — | — | — | |
| APRIL-GANTime (ms)=105, GPU cost (GB)=3.322024.07 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44 | — | — | 40.8 | — | — | — | — | — | — | |
| APRIL-GANTraining Requirement=Training-required2024.07 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44 | — | — | 40.8 | — | — | — | — | — | — | |
| AESSIM2026.06 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.4 | |
| Text-Guided Variational Image GenerationScenario=Few-shot, Reference Baseline=Efficient-AD2024.03 | 85.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetting=0-shot2024.01 | 85.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.6 | — | 31.7 | — | — | — | — | — | — | — | |
| WinCLIPTime (ms)=840, GPU cost (GB)=2.022024.07 | 85.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.6 | — | — | 18.2 | — | — | — | — | — | — | |
| WinCLIPTraining Requirement=Training-free2024.07 | 85.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.6 | — | — | 18.2 | — | — | — | — | — | — | |
| Text-Guided Variational Image GenerationScenario=One-shot, Reference Baseline=Efficient-AD2024.03 | 83.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Efficient-ADScenario=Few-shot2024.03 | 83.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyGPTTime (ms)=2506, GPU cost (GB)=17.432024.07 | 79.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.9 | — | — | 23.7 | — | — | — | — | — | — | |
| AnomalyGPTTraining Requirement=Training-required2024.07 | 79.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.9 | — | — | 23.7 | — | — | — | — | — | — | |
| Efficient-ADScenario=One-shot2024.03 | 78.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Reverse-distillationScenario=Few-shot2024.03 | 32.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Reverse-distillationScenario=One-shot2024.03 | 29.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ACREvaluation Protocol=zero-shot, Backbone=WideResNet-50-22023.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.5 | — | — | — | — | — | — | — | — | |
| AESSIM2023.11 | — | 0.8183 | 54.5 | 96 | 71 | 49.6 | 64.1 | 67.04 | 93.3 | 79 | 76.9 | 96.6 | 88.1 | 89.5 | 98.3 | 97.3 | 90.4 | 82.8 | 89.22 | — | — | — | — | — | — | — | — | — | — | — | |
| AnoGAN2023.11 | — | 0.8113 | 54 | 58 | 95 | 93 | 91 | 78.2 | 86 | 78 | 84 | 87 | 76 | 87 | 80 | 90 | 80 | 78 | 82.6 | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIPZero-shot=true2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.4 | — | — | — | 91.1 | — | — | — | — | — |