Anomaly Detection on ShanghaiTech
0.902AUROC3D CNN Multi-task Learning
Evaluation results
| Method | Links | ||
|---|---|---|---|
| 3D CNN Multi-task LearningProcessing Level=Late fusion2020.11 | 0.902 | — | |
| 3D CNN Multi-task LearningProcessing Level=Object level2020.11 | 0.893 | — | |
| Ionescu et al.Year=20192020.11 | 0.849 | — | |
| 3D CNN Multi-task LearningProcessing Level=Frame level2020.11 | 0.835 | — | |
| Wang et al.Year=20202020.11 | 0.793 | — | |
| Lu et al.Year=20202020.11 | 0.779 | — | |
| Sultani et al.Year=20182020.11 | 0.765 | — | |
| BiSPMethod Category=Multi-Pred., FPS=452026.01 | 0.764 | — | |
| FoGAMethod Category=Multi-Pred., FPS=1102026.01 | 0.762 | — | |
| Lee et al.Year=20192020.11 | 0.762 | — | |
| MoBA-flowMethod Category=Single-Pred., FPS=682026.01 | 0.756 | — | |
| FastAno++Method Category=Single-Pred., FPS=1302026.01 | 0.752 | — | |
| Yu et al.Year=20202020.11 | 0.748 | — | |
| DLAN-ACMethod Category=Single-Pred.2026.01 | 0.747 | — | |
| Sun et al.Year=20202020.11 | 0.747 | — | |
| DEDDnetMethod Category=Multi-Pred.2026.01 | 0.745 | — | |
| SSAGANMethod Category=Single-Pred., FPS=402026.01 | 0.743 | — | |
| PDM-NetMethod Category=Single-Pred.2026.01 | 0.742 | — | |
| STCENMethod Category=Single-Pred., FPS=402026.01 | 0.738 | — | |
| USTN-DSCMethod Category=Single-Pred.2026.01 | 0.738 | — | |
| PseudoBoundMethod Category=Recon.2026.01 | 0.737 | — | |
| DAST-NetMethod Category=Recon., FPS=222026.01 | 0.737 | — | |
| STGCN-FFPMethod Category=Single-Pred.2026.01 | 0.737 | — | |
| Dong et al.Year=20202020.11 | 0.737 | — | |
| ASTNetMethod Category=Single-Pred.2026.01 | 0.736 | — | |
| MGAN-CLMethod Category=Multi-Pred., FPS=302026.01 | 0.736 | — | |
| MSN-netMethod Category=Single-Pred., FPS=952026.01 | 0.734 | — | |
| Clustering-Driven2020.12 | 0.733 | — | |
| Cluster-AEMethod Category=Recon.2026.01 | 0.733 | — | |
| MOCCABoundary type=soft2020.12 | 0.73 | — | |
| LGN-NetMethod Category=Single-Pred., FPS=192026.01 | 0.73 | — | |
| Tang et al.Year=20202020.11 | 0.73 | — | |
| FFP+MC2020.12 | 0.728 | — | |
| Frame-PredMethod Category=Single-Pred., FPS=252026.01 | 0.728 | — | |
| Liu et al.Year=20182020.11 | 0.728 | — | |
| ARNetTemporal Dependency=false2019.11 | 0.725 | — | |
| ARNetTemporal Dependency=false2019.11 | 0.725 | — | |
| LSA2020.12 | 0.725 | — | |
| ITAE2020.12 | 0.725 | — | |
| MOCCABoundary type=hard2020.12 | 0.725 | — | |
| Doshi et al.Year=20202020.11 | 0.716 | — | |
| HAMCMethod Category=Single-Pred.2026.01 | 0.714 | — | |
| MemAETemporal Dependency=true2019.11 | 0.712 | — | |
| MemAETemporal Dependency=true2019.11 | 0.712 | — | |
| MemAE2020.12 | 0.712 | — | |
| MemAEMethod Category=Recon., FPS=312026.01 | 0.712 | — | |
| Gong et al.Year=20192020.11 | 0.712 | — | |
| CascadeReconMethod Category=Recon.2026.01 | 0.707 | — | |
| Mem-Guided (w/ Mem.)2020.12 | 0.705 | — | |
| MNADMethod Category=Single-Pred., FPS=872026.01 | 0.705 | — | |
| Park et al.Year=20202020.11 | 0.705 | — | |
| MNADMethod Category=Recon.2026.01 | 0.698 | — | |
| AE-Conv3DTemporal Dependency=true2019.11 | 0.697 | — | |
| AE-Conv3DTemporal Dependency=true2019.11 | 0.697 | — | |
| AE-Conv3D2020.12 | 0.697 | — | |
| MemAE-nonSpar2020.12 | 0.688 | — | |
| StackRNNTemporal Dependency=true2019.11 | 0.68 | — | |
| StackRNNTemporal Dependency=true2019.11 | 0.68 | — | |
| Stack RNN2020.12 | 0.68 | — | |
| Luo et al.Year=20172020.11 | 0.68 | — | |
| TSCTemporal Dependency=true2019.11 | 0.679 | — | |
| TSCTemporal Dependency=true2019.11 | 0.679 | — | |
| TSC2020.12 | 0.679 | — | |
| Mem-Guided (w/o Mem.)2020.12 | 0.668 | — | |
| AE-Conv2DTemporal Dependency=false2019.11 | 0.609 | — | |
| AE-Conv2DTemporal Dependency=false2019.11 | 0.609 | — | |
| AE-Conv2D2020.12 | 0.609 | — | |
| Hasan et al.Year=20162020.11 | 0.609 | — | |
| InCTRLSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | 0.687 | |
| InCTRLSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | 0.815 | |
| PaDiMSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.704 | |
| PaDiMSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.743 | |
| PatchCoreSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.718 | |
| PatchCoreSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.778 | |
| RDADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.562 | |
| RDADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.562 | |
| RegADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.727 | |
| RegADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.764 | |
| ResADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.784 | |
| ResADSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | 0.824 | |
| ResADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.798 | |
| ResADSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | 0.843 | |
| SPADESetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.738 | |
| SPADESetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.771 | |
| UniADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.559 | |
| UniADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | 0.559 | |
| WinCLIPSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | 0.785 | |
| WinCLIPSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | 0.796 |