Anomaly Detection on MNIST
99.35AUCIGD
Evaluation results
| Method | Links | |
|---|---|---|
| IGDPretrain=ImageNet2021.01 | 99.35 | |
| IGDPretrain=SSL2021.01 | 99.27 | |
| CAVGA-DPretrain=ImageNet2021.01 | 98.69 | |
| Student-TeacherPretrain=ImageNet2021.01 | 98.6 | |
| ULSLMPretrain=Scratch2021.01 | 98.2 | |
| IGDPretrain=Scratch2021.01 | 97.71 | |
| CapsNetrePretrain=Scratch2021.01 | 97.7 | |
| LIS-AE2021.10 | 97.68 | |
| GradConPretrain=Scratch2021.01 | 97.51 | |
| OCGANPretrain=Scratch2021.01 | 97.5 | |
| MemAEPretrain=Scratch2021.01 | 97.5 | |
| NeuTraLAD2026.02 | 97.37 | |
| DRL2026.02 | 97.36 | |
| CTADBase Detector=DRL2026.02 | 97.36 | |
| A-VAEPretrain=Scratch2021.01 | 97.3 | |
| Mem-AE2021.10 | 97.14 | |
| VAEPretrain=Scratch2021.01 | 96.96 | |
| LSAPretrain=Scratch2021.01 | 96.8 | |
| Sig-RepNNN=42021.10 | 96.61 | |
| ICL2026.02 | 96.46 | |
| VAE2021.10 | 96.42 | |
| AE2021.10 | 96.01 | |
| AnoGAN2021.10 | 95.79 | |
| KDE2021.10 | 95.68 | |
| AnoGAN-FM2021.10 | 95.44 | |
| OCSVMPretrain=Scratch2021.01 | 95.1 | |
| SCADNPretrain=Scratch2021.01 | 94.9 | |
| OC-DSVDD2021.10 | 94.89 | |
| DSVDDPretrain=Scratch2021.01 | 94.8 | |
| Linear-AE2021.10 | 94.12 | |
| CTADBase Detector=KNN2026.02 | 93.7 | |
| CTADBase Detector=MCM2026.02 | 93.3 | |
| MCM2026.02 | 92.84 | |
| KNN2026.02 | 92.65 | |
| ADGANPretrain=Scratch2021.01 | 92.5 | |
| GOAD2026.02 | 92.01 | |
| InCTRLSetup=8-shot, Evaluation Protocol=One-vs-all2024.03 | 92 | |
| AnoGANPretrain=Scratch2021.01 | 91.27 | |
| OC-SVM2021.10 | 91.08 | |
| PCA2026.02 | 90.22 | |
| InCTRLSetup=4-shot, Evaluation Protocol=One-vs-all2024.03 | 90.2 | |
| InCTRLSetup=2-shot, Evaluation Protocol=One-vs-all2024.03 | 89.2 | |
| DAEPretrain=Scratch2021.01 | 87.66 | |
| PatchCoreSetup=8-shot, Evaluation Protocol=One-vs-all2024.03 | 87.6 | |
| DTE2026.02 | 87.43 | |
| WinCLIPSetup=8-shot, Evaluation Protocol=One-vs-all2024.03 | 86.7 | |
| IF2021.10 | 86.24 | |
| IForest2026.02 | 86.23 | |
| WinCLIPSetup=4-shot, Evaluation Protocol=One-vs-all2024.03 | 85.1 | |
| CapsNetppPretrain=Scratch2021.01 | 84.1 | |
| PatchCoreSetup=4-shot, Evaluation Protocol=One-vs-all2024.03 | 83.3 | |
| SPADESetup=8-shot, Evaluation Protocol=One-vs-all2024.03 | 82.9 | |
| KDEPretrain=Scratch2021.01 | 81.4 | |
| WinCLIPSetup=2-shot, Evaluation Protocol=One-vs-all2024.03 | 81 | |
| SPADESetup=4-shot, Evaluation Protocol=One-vs-all2024.03 | 81 | |
| PatchCoreSetup=2-shot, Evaluation Protocol=One-vs-all2024.03 | 75.6 | |
| ECOD2026.02 | 74.87 | |
| WinCLIPSetup=0-shot, Evaluation Protocol=One-vs-all2024.03 | 67.8 | |
| SPADESetup=2-shot, Evaluation Protocol=One-vs-all2024.03 | 65.7 | |
| InCTRLSetup=8-shot, Evaluation Protocol=Multi-class2024.03 | 64.6 | |
| InCTRLSetup=4-shot, Evaluation Protocol=Multi-class2024.03 | 64.3 | |
| WinCLIPSetup=8-shot, Evaluation Protocol=Multi-class2024.03 | 64.1 | |
| PatchCoreSetup=4-shot, Evaluation Protocol=Multi-class2024.03 | 63.9 | |
| DeepSVDD2026.02 | 63.71 | |
| InCTRLSetup=2-shot, Evaluation Protocol=Multi-class2024.03 | 63.5 | |
| WinCLIPSetup=2-shot, Evaluation Protocol=Multi-class2024.03 | 63.2 | |
| WinCLIPSetup=4-shot, Evaluation Protocol=Multi-class2024.03 | 63.2 | |
| WinCLIPSetup=0-shot, Evaluation Protocol=Multi-class2024.03 | 62 | |
| CoOpSetup=8-shot, Evaluation Protocol=Multi-class2024.03 | 61.9 | |
| PixelCNNPretrain=Scratch2021.01 | 61.8 | |
| CoOpSetup=4-shot, Evaluation Protocol=Multi-class2024.03 | 61.8 | |
| CoOpSetup=2-shot, Evaluation Protocol=Multi-class2024.03 | 61.2 | |
| PatchCoreSetup=2-shot, Evaluation Protocol=Multi-class2024.03 | 60.3 | |
| RegADSetup=2-shot, Evaluation Protocol=One-vs-all2024.03 | 60.2 | |
| SPADESetup=8-shot, Evaluation Protocol=Multi-class2024.03 | 59.7 | |
| RegADSetup=4-shot, Evaluation Protocol=Multi-class2024.03 | 59.6 | |
| SPADESetup=4-shot, Evaluation Protocol=Multi-class2024.03 | 58.8 | |
| RegADSetup=8-shot, Evaluation Protocol=Multi-class2024.03 | 57.3 | |
| CoOpSetup=8-shot, Evaluation Protocol=One-vs-all2024.03 | 56.7 | |
| CoOpSetup=4-shot, Evaluation Protocol=One-vs-all2024.03 | 56.3 | |
| CoOpSetup=2-shot, Evaluation Protocol=One-vs-all2024.03 | 55.7 | |
| RegADSetup=4-shot, Evaluation Protocol=One-vs-all2024.03 | 54.8 | |
| RegADSetup=8-shot, Evaluation Protocol=One-vs-all2024.03 | 54.7 | |
| RegADSetup=2-shot, Evaluation Protocol=Multi-class2024.03 | 53.4 | |
| PatchCoreSetup=8-shot, Evaluation Protocol=Multi-class2024.03 | 52.6 | |
| AutoEncoder2026.02 | 51.51 | |
| OCSVM2026.02 | 50 |