Anomaly Segmentation on MPDD
0.983AUROCKAnoCLIP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KAnoCLIPBackbone=ViT-L/14@336px, Setting=Zero-shot2025.01 | 0.983 | — | — | — | — | |
| PatchCore2024.10 | 0.9807 | 0.9084 | — | — | — | |
| MRAD-CLIPTraining setting=Training-based2026.01 | 0.979 | 0.906 | — | — | — | |
| Reverse Distillation2024.10 | 0.9783 | 0.9186 | — | — | — | |
| CoPSPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 0.975 | — | 0.309 | — | — | |
| MuScProtocol=Zero-shot2025.11 | 0.975 | — | 0.33 | 36.3 | — | |
| MuSc-V2Protocol=Zero-shot2025.11 | 0.975 | — | 0.326 | 37.7 | — | |
| ULSAD2024.10 | 0.9745 | 0.9202 | — | — | — | |
| CFLOW2024.10 | 0.9742 | 0.8856 | — | — | — | |
| MRAD-FTTraining setting=Training-based2026.01 | 0.974 | 0.906 | — | — | — | |
| DFR2024.10 | 0.9733 | 0.9046 | — | — | — | |
| EfficientAD2024.10 | 0.9703 | 0.9044 | — | — | — | |
| VCP-CLIPProtocol=Zero-shot2025.11 | 0.968 | — | 0.278 | 31.2 | — | |
| FAPromptTraining setting=Training-based2026.01 | 0.967 | 0.759 | — | — | — | |
| CLIP-ADPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 0.967 | — | 0.263 | — | — | |
| MVFA-ADVenue=CVPR 2024, Setting=Zero-shot2025.01 | 0.966 | — | — | — | — | |
| AnomalyCLIPVenue=ICLR 2024, Setting=Zero-shot2025.01 | 0.965 | — | — | — | — | |
| AnomalyCLIPTraining Dataset=MVTec-AD2025.12 | 0.965 | 0.887 | — | — | — | |
| AnomalyCLIPZero-shot=true2025.04 | 0.965 | 0.887 | — | — | — | |
| AnomalyCLIPProtocol=Zero-shot2025.11 | 0.965 | — | 0.289 | 34.2 | — | |
| AnomalyCLIP2026.07 | 0.965 | 0.887 | — | — | — | |
| AdaCLIPTraining Dataset=MVTec-AD2025.12 | 0.963 | — | — | — | — | |
| AdaCLIP2026.07 | 0.963 | — | — | — | — | |
| MultiADS-FMethod Variant=F2026.07 | 0.963 | 0.895 | — | — | — | |
| AnomalyCLIPTraining setting=Training-based2026.01 | 0.962 | 0.797 | — | — | — | |
| GenCLIPZero-shot=true2025.04 | 0.962 | 0.893 | — | — | — | |
| AnomalyCLIPPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 0.962 | — | 0.28 | — | — | |
| AdaCLIPProtocol=Zero-shot2025.11 | 0.961 | — | 0.319 | 34.9 | — | |
| MultiADSTraining Dataset=MVTec-AD2025.12 | 0.958 | 0.897 | — | — | — | |
| RareCLIPProtocol=Zero-shot2025.11 | 0.958 | — | 0.315 | 34.8 | — | |
| MultiADS2026.07 | 0.958 | 0.897 | — | — | — | |
| AdaCLIPStandard setting=true2025.04 | 0.957 | 0.785 | — | — | — | |
| DIVEAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 0.955 | 0.844 | — | — | 0.185 | |
| AF-CLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 0.953 | 0.824 | — | — | 0.204 | |
| AdaCLIPTraining setting=Training-based2026.01 | 0.952 | 0.108 | — | — | — | |
| APRIL-GANPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 0.952 | — | 0.249 | — | — | |
| AdaCLIPPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 0.952 | — | 0.285 | — | — | |
| CoCoOp2026.07 | 0.952 | — | — | — | — | |
| CoCoOpTraining Dataset=MVTec-AD2025.12 | 0.951 | — | — | — | — | |
| DAPOTraining Dataset=MVTec-AD2025.12 | 0.951 | 0.844 | — | — | — | |
| PaDiM2024.10 | 0.9451 | 0.8118 | — | — | — | |
| AdaCLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 0.945 | 0.243 | — | — | 0.177 | |
| AA-CLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 0.945 | 0.825 | — | — | 0.076 | |
| GenAUModel Scale=7b2026.07 | 0.945 | 0.871 | — | — | — | |
| April-GANVenue=CVPR 2023, Setting=Zero-shot2025.01 | 0.941 | — | — | — | — | |
| AprilGANTraining Dataset=MVTec-AD2025.12 | 0.941 | 0.832 | — | — | — | |
| APRIL-GAN2026.07 | 0.941 | 0.832 | — | — | — | |
| FAPromptPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 0.939 | — | 0.262 | — | — | |
| DIVEAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 0.937 | 0.817 | — | — | 0.243 | |
| FastFlow2024.10 | 0.936 | 0.7689 | — | — | — | |
| MRAD-TFTraining setting=Train-free2026.01 | 0.927 | 0.762 | — | — | — | |
| AnomalyCLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 0.923 | 0.778 | — | — | 0.178 | |
| GenAUModel Scale=0.5b2026.07 | 0.92 | 0.845 | — | — | — | |
| AF-CLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 0.919 | 0.809 | — | — | 0.09 | |
| AA-CLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 0.918 | 0.782 | — | — | 0.052 | |
| AdaCLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 0.917 | 0.575 | — | — | 0.157 | |
| TPSAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 0.875 | 0.586 | — | — | 0.002 | |
| DRÆM2024.10 | 0.8696 | 0.7004 | — | — | — | |
| TPSAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 0.819 | 0.424 | — | — | 0.009 | |
| WinCLIPVenue=CVPR 2023, Setting=Zero-shot2025.01 | 0.764 | — | — | — | — | |
| WinCLIPTraining Dataset=MVTec-AD2025.12 | 0.764 | 0.489 | — | — | — | |
| WinCLIPZero-shot=true2025.04 | 0.764 | 0.489 | — | — | — | |
| WinCLIP2026.07 | 0.764 | 0.489 | — | — | — | |
| AnomalyCLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 0.75 | 0.22 | — | — | 0.004 | |
| WinCLIPTraining setting=Train-free2026.01 | 0.712 | 0.489 | — | — | — | |
| WinCLIPPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08 | 0.712 | — | 0.141 | — | — | |
| CLIPVenue=ICML 2021, Setting=Zero-shot2025.01 | 0.621 | — | — | — | — | |
| CLIPZero-shot=true2025.04 | 0.621 | 0.33 | — | — | — | |
| CLIP2026.07 | 0.621 | 0.33 | — | — | — | |
| CLIP-ACVenue=IMCL 2021, Setting=Zero-shot2025.01 | 0.587 | — | — | — | — | |
| CLIP-ACTraining Dataset=MVTec-AD2025.12 | 0.587 | 0.291 | — | — | — | |
| CLIP-ACMethod Variant=AC2026.07 | 0.587 | 0.291 | — | — | — | |
| CoOpZero-shot=true2025.04 | 0.154 | 0.023 | — | — | — | |
| CoOp2026.07 | 0.154 | 0.023 | — | — | — |