Anomaly Detection on BTAD (test)
0.878Mean PRORD
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RDcategory=Class 032024.08 | 0.878 | — | — | — | — | — | — | 0.997 | — | — | — | — | — | — | |
| RD++category=Class 032024.08 | 0.874 | — | — | — | — | — | — | 0.997 | — | — | — | — | — | — | |
| DMDDcategory=Class 032024.08 | 0.8667 | — | — | — | — | — | — | 0.9989 | — | — | — | — | — | — | |
| Res2CLIP†Shots=2, Training Setting=Fine-tune2026.05 | 0.835 | — | — | — | — | — | — | — | — | — | — | — | 96.2 | 65.7 | |
| Res2CLIP†Shots=4, Training Setting=Fine-tune2026.05 | 0.835 | — | — | — | — | — | — | — | — | — | — | — | 96.8 | 67.1 | |
| Res2CLIP*Shots=4, Training Setting=Training-free2026.05 | 0.832 | — | — | — | — | — | — | — | — | — | — | — | 96.4 | 65.6 | |
| Res2CLIP*Shots=2, Training Setting=Training-free2026.05 | 0.831 | — | — | — | — | — | — | — | — | — | — | — | 95.7 | 64.5 | |
| Res2CLIP†Shots=1, Training Setting=Fine-tune2026.05 | 0.83 | — | — | — | — | — | — | — | — | — | — | — | 95.9 | 64.2 | |
| Res2CLIP*Shots=1, Training Setting=Training-free2026.05 | 0.828 | — | — | — | — | — | — | — | — | — | — | — | 95.5 | 63 | |
| BGAD2022.07 | 0.824 | 0.982 | 0.83 | 0.979 | 0.648 | 0.998 | 0.993 | 0.986 | — | — | — | — | — | — | |
| ReMP-ADShots=1, Training Setting=Fine-tune2026.05 | 0.823 | — | — | — | — | — | — | — | — | — | — | — | 94.9 | 53.9 | |
| ReMP-ADShots=2, Training Setting=Fine-tune2026.05 | 0.823 | — | — | — | — | — | — | — | — | — | — | — | 95.2 | 54.4 | |
| ReMP-ADShots=4, Training Setting=Fine-tune2026.05 | 0.82 | — | — | — | — | — | — | — | — | — | — | — | 94.4 | 55.6 | |
| DMDDcategory=Average2024.08 | 0.8028 | — | — | — | — | — | — | 0.9806 | — | — | — | — | — | — | |
| DMDDcategory=Class 012024.08 | 0.7992 | — | — | — | — | — | — | 0.9695 | — | — | — | — | — | — | |
| FastFlowcategory=Class 032024.08 | 0.795 | — | — | — | — | — | — | 0.983 | — | — | — | — | — | — | |
| AnomalyCLIP+Shots=1, Training Setting=Fine-tune2026.05 | 0.794 | — | — | — | — | — | — | — | — | — | — | — | 92.7 | 58.4 | |
| AnomalyCLIP+Shots=4, Training Setting=Fine-tune2026.05 | 0.791 | — | — | — | — | — | — | — | — | — | — | — | 92.4 | 59.3 | |
| AnomalyCLIP+Shots=2, Training Setting=Fine-tune2026.05 | 0.79 | — | — | — | — | — | — | — | — | — | — | — | 92.5 | 59.1 | |
| APRIL-GANShots=1, Training Setting=Fine-tune2026.05 | 0.786 | — | — | — | — | — | — | — | — | — | — | — | 91.7 | 50.1 | |
| APRIL-GANShots=4, Training Setting=Fine-tune2026.05 | 0.785 | — | — | — | — | — | — | — | — | — | — | — | 91.8 | 51.1 | |
| APRIL-GANShots=2, Training Setting=Fine-tune2026.05 | 0.783 | — | — | — | — | — | — | — | — | — | — | — | 91.9 | 50.6 | |
| AdaptCLIPShots=4, Training Setting=Fine-tune2026.05 | 0.783 | — | — | — | — | — | — | — | — | — | — | — | 93.1 | 62.8 | |
| AdaptCLIPShots=2, Training Setting=Fine-tune2026.05 | 0.779 | — | — | — | — | — | — | — | — | — | — | — | 92.9 | 61.7 | |
| NFAD2022.07 | 0.778 | 0.972 | 0.767 | 0.967 | 0.578 | 0.996 | 0.988 | 0.978 | — | — | — | — | — | — | |
| AdaptCLIPShots=1, Training Setting=Fine-tune2026.05 | 0.777 | — | — | — | — | — | — | — | — | — | — | — | 93.1 | 61.4 | |
| RD++category=Average2024.08 | 0.773 | — | — | — | — | — | — | 0.9743 | — | — | — | — | — | — | |
| RDcategory=Average2024.08 | 0.771 | — | — | — | — | — | — | 0.9767 | — | — | — | — | — | — | |
| RDcategory=Class 012024.08 | 0.753 | — | — | — | — | — | — | 0.966 | — | — | — | — | — | — | |
| DMDDcategory=Class 022024.08 | 0.7425 | — | — | — | — | — | — | 0.9733 | — | — | — | — | — | — | |
| RD++category=Class 012024.08 | 0.732 | — | — | — | — | — | — | 0.962 | — | — | — | — | — | — | |
| FastFlowcategory=Class 012024.08 | 0.717 | — | — | — | — | — | — | 0.971 | — | — | — | — | — | — | |
| FastFlowcategory=Average2024.08 | 0.7143 | — | — | — | — | — | — | 0.9633 | — | — | — | — | — | — | |
| RD++category=Class 022024.08 | 0.713 | — | — | — | — | — | — | 0.964 | — | — | — | — | — | — | |
| RDcategory=Class 022024.08 | 0.682 | — | — | — | — | — | — | 0.967 | — | — | — | — | — | — | |
| PatchCorecategory=Class 032024.08 | 0.6772 | — | — | — | — | — | — | 0.9919 | — | — | — | — | — | — | |
| WinCLIP+Shots=4, Training Setting=Training-free2026.05 | 0.67 | — | — | — | — | — | — | — | — | — | — | — | 86.4 | 45 | |
| WinCLIP+Shots=1, Training Setting=Training-free2026.05 | 0.667 | — | — | — | — | — | — | — | — | — | — | — | 85 | 42 | |
| WinCLIP+Shots=2, Training Setting=Training-free2026.05 | 0.667 | — | — | — | — | — | — | — | — | — | — | — | 85.7 | 43.3 | |
| PatchCorecategory=Class 012024.08 | 0.6492 | — | — | — | — | — | — | 0.9703 | — | — | — | — | — | — | |
| FastFlowcategory=Class 022024.08 | 0.631 | — | — | — | — | — | — | 0.936 | — | — | — | — | — | — | |
| PatchCorecategory=Average2024.08 | 0.5997 | — | — | — | — | — | — | 0.9735 | — | — | — | — | — | — | |
| PatchCorecategory=Class 022024.08 | 0.4727 | — | — | — | — | — | — | 0.9583 | — | — | — | — | — | — | |
| AA-CLIPMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | — | — | — | — | — | — | — | — | — | — | 0.933 | — | — | 96.6 | |
| ACD-CLIPN (Number of Groups)=2, Zero-shot protocol=true2025.08 | — | — | — | — | — | — | — | — | — | — | 0.935 | 0.96 | — | — | |
| ACD-CLIPN (Number of Groups)=3, Zero-shot protocol=true2025.08 | — | — | — | — | — | — | — | — | — | — | 0.949 | 0.98 | — | — | |
| ACD-CLIPN (Number of Groups)=4, Zero-shot protocol=true2025.08 | — | — | — | — | — | — | — | — | — | — | 0.933 | 0.94 | — | — | |
| ACD-CLIPN (Number of Groups)=6, Zero-shot protocol=true2025.08 | — | — | — | — | — | — | — | — | — | — | 0.954 | 0.982 | — | — | |
| AdaCLIPZero-shot protocol=true2025.08 | — | — | — | — | — | — | — | — | — | — | 0.916 | 0.924 | — | — | |
| AdaCLIPinference_mode=Zero-Shot2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | 88.6 | — | |
| AE-MSE2022.07 | — | 0.49 | — | 0.92 | — | 0.95 | — | 0.78 | — | — | — | — | — | — | |
| AE-SSIM2022.07 | — | 0.53 | — | 0.96 | — | 0.89 | — | 0.79 | — | — | — | — | — | — | |
| AnomalyCLIPCategory=Obj, |C|=3, Backbone=ViT-L/14@336px2023.10 | — | — | — | — | — | — | — | — | — | — | 0.883 | 0.873 | — | — | |
| AnomalyCLIPZero-shot protocol=true2025.08 | — | — | — | — | — | — | — | — | — | — | 0.891 | 0.911 | — | — | |
| AnomalyCLIPinference_mode=Zero-Shot2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | 88.3 | — | |
| AnomalyCLIPMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | — | — | — | — | — | — | — | — | — | — | 0.818 | — | — | 77 | |
| AnoVLinference_mode=Zero-Shot2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | 80.3 | — | |
| APRIL-GANSetting=4-shot2024.01 | — | — | — | — | — | — | — | — | 0.913 | — | — | — | — | — | |
| APRIL-GANSetting=0-shot2024.01 | — | — | — | — | — | — | — | — | 0.723 | — | — | — | — | — | |
| APRIL-GANSetting=4-shot2024.01 | — | — | — | — | — | — | — | — | — | 0.924 | — | — | — | — | |
| APRIL-GANSetting=0-shot2024.01 | — | — | — | — | — | — | — | — | — | 0.896 | — | — | — | — | |
| APRIL-GANinference_mode=Zero-Shot2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | 73.6 | — | |
| CLIPCategory=Obj, |C|=32023.10 | — | — | — | — | — | — | — | — | — | — | 0.345 | 0.525 | — | — | |
| CLIPinference_mode=Zero-Shot2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | 34.5 | — | |
| CLIP-ACCategory=Obj, |C|=32023.10 | — | — | — | — | — | — | — | — | — | — | 0.51 | 0.621 | — | — | |
| CLIP-ADZero-shot protocol=true2025.08 | — | — | — | — | — | — | — | — | — | — | 0.858 | 0.852 | — | — | |
| CoOpCategory=Obj, |C|=32023.10 | — | — | — | — | — | — | — | — | — | — | 0.668 | 0.774 | — | — | |
| CoOpinference_mode=Zero-Shot2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | 66.8 | — | |
| DRAEMVenue=ICCV’21, Subset=Mean2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 0.922 | — | |
| EntroADMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | — | — | — | — | — | — | — | — | — | — | 0.927 | — | — | 93.9 | |
| FAPromptMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | — | — | — | — | — | — | — | — | — | — | 0.91 | — | — | 89.7 | |
| FastFlowVenue=Arxiv’21, Subset=Mean2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 0.901 | — | |
| FiLoMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | — | — | — | — | — | — | — | — | — | — | 0.841 | — | — | 92 | |
| FODVenue=ICCV’23, Subset=Mean2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 0.954 | — | |
| MKDVenue=CVPR’21, Subset=Mean2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 0.935 | — | |
| MRADMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | — | — | — | — | — | — | — | — | — | — | 0.927 | — | — | 90.5 | |
| MuScSetting=0-shot2024.01 | — | — | — | — | — | — | — | — | 0.948 | — | — | — | — | — | |
| MuScSetting=0-shot2024.01 | — | — | — | — | — | — | — | — | — | 0.973 | — | — | — | — | |
| P-SVDDSetting=full-shot2024.01 | — | — | — | — | — | — | — | — | 0.833 | — | — | — | — | — | |
| P-SVDDSetting=full-shot2024.01 | — | — | — | — | — | — | — | — | — | 0.921 | — | — | — | — | |
| P-SVDD2024.03 | — | 0.957 | — | 0.721 | — | 0.821 | — | 0.833 | — | — | — | — | — | — | |
| PaDiMVenue=ICPR’21, Subset=Mean2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 0.937 | — | |
| PaDIMSetting=full-shot2024.01 | — | — | — | — | — | — | — | — | 0.937 | — | — | — | — | — | |
| PaDIMSetting=full-shot2024.01 | — | — | — | — | — | — | — | — | — | 0.973 | — | — | — | — | |
| PatchCoreSetting=4-shot2024.01 | — | — | — | — | — | — | — | — | 0.914 | — | — | — | — | — | |
| PatchCoreSetting=4-shot2024.01 | — | — | — | — | — | — | — | — | — | 0.963 | — | — | — | — | |
| PatchCoreVenue=CVPR’22, Subset=Mean2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 0.934 | — | |
| PFMVenue=TII’22, Subset=Mean2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 0.908 | — | |
| PyramidFlowSetting=full-shot2024.01 | — | — | — | — | — | — | — | — | 0.958 | — | — | — | — | — | |
| PyramidFlowSetting=full-shot2024.01 | — | — | — | — | — | — | — | — | — | 0.977 | — | — | — | — | |
| RD++2024.03 | — | 0.968 | — | 0.901 | — | 1 | — | 0.956 | — | — | — | — | — | — | |
| RD4ADVenue=CVPR’22, Subset=Mean2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 0.949 | — | |
| RealNetsynthesis_strategy=SIA2024.03 | — | 1 | — | 0.886 | — | 0.996 | — | 0.961 | — | — | — | — | — | — | |
| RealNetsynthesis_strategy=DTD2024.03 | — | 1 | — | 0.875 | — | 0.994 | — | 0.957 | — | — | — | — | — | — | |
| RegADSetting=4-shot2024.01 | — | — | — | — | — | — | — | — | 0.91 | — | — | — | — | — | |
| RegADSetting=4-shot2024.01 | — | — | — | — | — | — | — | — | — | 0.975 | — | — | — | — | |
| SPADESetting=full-shot2024.01 | — | — | — | — | — | — | — | — | 0.876 | — | — | — | — | — | |
| SPADESetting=full-shot2024.01 | — | — | — | — | — | — | — | — | — | 0.969 | — | — | — | — | |
| SPADE2024.03 | — | 0.914 | — | 0.714 | — | 0.999 | — | 0.876 | — | — | — | — | — | — | |
| URA-NetSubset=Mean2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | 0.96 | — |