Anomaly Detection on Fashion-MNIST
95.6Avg AUCPANDA
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PANDA2024.07 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GeneralADModel Size=large, Backbone=DINOv22024.07 | 95.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RDAD2024.07 | 95 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GeneralADModel Size=base, Backbone=DINOv22024.07 | 94.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IGDPretrain=SSL2021.01 | 94.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Transformaly2024.07 | 94.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KDADBackbone=DINOv2-B2024.07 | 94.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSAD2024.07 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Bergman and HoshenPretrain=SSL2021.01 | 94.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GeneralADModel Size=small, Backbone=DINOv22024.07 | 93.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IGDPretrain=ImageNet2021.01 | 93.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Rot-NetPretrain=SSL2021.01 | 93.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LIS-AE2021.10 | 92.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Recontrast2024.07 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IGDPretrain=Scratch2021.01 | 92.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KDE2021.10 | 91.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IF2021.10 | 91.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mem-AE2021.10 | 91.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Sig-RepNNN=42021.10 | 91.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnoGAN2021.10 | 90.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VAE2021.10 | 90.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AE2021.10 | 90.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnoGAN-FM2021.10 | 90.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAVGA-DPretrain=ImageNet2021.01 | 88.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Linear-AE2021.10 | 88.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FocalSupervision Protocol=Supervised OE2022.05 | 87.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CapsNetppPretrain=Scratch2021.01 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimpleNet2024.07 | 87.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| A-VAEPretrain=Scratch2021.01 | 87.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSCSupervision Protocol=Unsupervised OE2022.05 | 87.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSADSupervision Protocol=Unsupervised OE2022.05 | 86.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BCESupervision Protocol=Supervised OE2022.05 | 86.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSVDDSupervision Protocol=Unsupervised2022.05 | 86.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OC-SVM2021.10 | 86.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OC-DSVDD2021.10 | 85.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FITYMI2024.07 | 79.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Patchcore2024.07 | 77.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CapsNetrePretrain=Scratch2021.01 | 76.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADGANPretrain=Scratch2021.01 | 67.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PixelCNNPretrain=Scratch2021.01 | 52.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADGANProtocol=One-class training protocol2019.11 | — | 89.9 | 81.9 | 87.6 | 91.2 | 86.5 | 89.6 | 74.3 | 97.2 | 89 | 97.1 | 88.4 | 6.75 | — | |
| ADGANhighest AUC among all training epochs=true2020.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.4 | |
| AEProtocol=One-class training protocol2019.11 | — | 71.6 | 96.9 | 72.9 | 78.5 | 82.9 | 93.1 | 66.7 | 95.4 | 70 | 80.7 | 80.9 | 11.03 | — | |
| AE_L22021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 74.7 | |
| ALOCC DProtocol=Protocol 12019.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.1 | |
| ALOCC DRProtocol=Protocol 12019.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.3 | |
| AnoGAN2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.4 | |
| ARNetProtocol=One-class training protocol2019.11 | — | 92.7 | 99.3 | 89.1 | 93.6 | 90.8 | 93.1 | 85 | 98.4 | 97.8 | 98.4 | 93.9 | 4.7 | — | |
| CapsNet2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.9 | |
| CAVGA2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.5 | |
| DAGMMProtocol=One-class training protocol2019.11 | — | 42.1 | 55.1 | 50.4 | 57 | 26.9 | 70.5 | 48.3 | 83.5 | 49.9 | 34 | 51.8 | 16.47 | — | |
| DCAEProtocol=Protocol 12019.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.8 | |
| DGEOhighest test AUC among multiple runs=true2020.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.5 | |
| DSEBMProtocol=One-class training protocol2019.11 | — | 91.6 | 71.8 | 88.3 | 87.3 | 85.2 | 87.1 | 73.4 | 98.1 | 86 | 97.1 | 86.6 | 8.61 | — | |
| GANomalyProtocol=One-class training protocol2019.11 | — | 80.3 | 83 | 75.9 | 87.2 | 71.4 | 92.7 | 81 | 88.3 | 69.3 | 80.3 | 80.9 | 7.37 | — | |
| GANomalyhighest AUC among all training epochs=true2020.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.9 | |
| GeoTransProtocol=One-class training protocol2019.11 | — | 99.4 | 97.6 | 91.1 | 89.9 | 92.1 | 93.4 | 83.3 | 98.9 | 90.8 | 99.2 | 93.5 | 5.22 | — | |
| GPNDProtocol=Protocol 12019.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.1 | |
| LSA2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.1 | |
| OCGANProtocol=Protocol 12019.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.4 | |
| OCGAN2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 89.5 | |
| SkipGAN2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.7 | |
| UTADAblation=Baseline2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 74.3 | |
| UTADL_info=True2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.1 | |
| UTADEN=True2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.5 | |
| UTADL_info=True, EN=True2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 89 | |
| UTADL_info=True, EN=True, Guide=True2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 89.1 | |
| UTADL_info=True, EN=True, m_hat=True2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 89.4 | |
| UTADL_info=True, EN=True, Guide=True, m_hat=True2021.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 89.9 |