Anomaly Detection on FMNIST
0.956Avg AUROCPANDA
Evaluation Results
| Method | Links | |
|---|---|---|
| PANDA2021.12 | 0.956 | |
| DN2Learning Paradigm=Pretrained, Setting=Unimodal2021.12 | 0.956 | |
| PANDAsetting=unimodal2021.12 | 0.956 | |
| PANDASupervision Setting=Pretrained2020.10 | 0.956 | |
| CAPadaptation=true2021.12 | 0.955 | |
| CAPadaptation=false2021.12 | 0.951 | |
| Distillation2021.12 | 0.945 | |
| DN22021.12 | 0.945 | |
| CSILearning Paradigm=Self-Supervised, Setting=Unimodal2021.12 | 0.945 | |
| DN2setting=unimodal2021.12 | 0.945 | |
| DN2Supervision Setting=Pretrained2020.10 | 0.945 | |
| TransformalyLearning Paradigm=Pretrained, Setting=Unimodal2021.12 | 0.9443 | |
| Transformalysetting=unimodal2021.12 | 0.9437 | |
| MSADLearning Paradigm=Pretrained, Setting=Unimodal2021.12 | 0.9421 | |
| MSADsetting=unimodal2021.12 | 0.9421 | |
| MHRot2021.12 | 0.932 | |
| MHRotLearning Paradigm=Self-Supervised, Setting=Unimodal2021.12 | 0.932 | |
| MHRotSupervision Setting=Self-Supervised2020.10 | 0.932 | |
| OC-SVMLearning Paradigm=Unsupervised, Setting=Unimodal2021.12 | 0.928 | |
| OC-SVMSupervision Setting=Self-Supervised2020.10 | 0.928 | |
| PANDA-OESupervision Setting=OE2020.10 | 0.918 | |
| Deep-SVDD2021.12 | 0.848 | |
| DeepSVDDLearning Paradigm=Unsupervised, Setting=Unimodal2021.12 | 0.848 | |
| DeepSVDDSupervision Setting=Self-Supervised2020.10 | 0.848 | |
| PANDAsetting=multimodal2021.12 | 0.7945 | |
| DN2setting=multimodal2021.12 | 0.7764 | |
| Transformalysetting=multimodal2021.12 | 0.7253 | |
| MSADsetting=multimodal2021.12 | 0.7226 | |
| Deep SVDDsetting=multimodal2021.12 | 0.7085 |