Anomaly Detection on CatsVsDogs
99.52AUROCTransformaly
Evaluation Results
| Method | Links | |
|---|---|---|
| TransformalyLearning Paradigm=Pretrained, Setting=Unimodal2021.12 | 99.52 | |
| Transformalysetting=unimodal2021.12 | 99.47 | |
| MSADLearning Paradigm=Pretrained, Setting=Unimodal2021.12 | 99.3 | |
| MSADsetting=unimodal2021.12 | 99.3 | |
| PANDALearning Paradigm=Pretrained, Setting=Unimodal2021.12 | 97.3 | |
| PANDAsetting=unimodal2021.12 | 97.3 | |
| PANDASupervision Setting=Pretrained2020.10 | 97.3 | |
| DN2Learning Paradigm=Pretrained, Setting=Unimodal2021.12 | 96 | |
| DN2setting=unimodal2021.12 | 96 | |
| DN2Supervision Setting=Pretrained2020.10 | 96 | |
| PANDA-OESupervision Setting=OE2020.10 | 94.5 | |
| CSILearning Paradigm=Self-Supervised, Setting=Unimodal2021.12 | 86.3 | |
| CSIsetting=unimodal2021.12 | 86.3 | |
| MHRotLearning Paradigm=Self-Supervised, Setting=Unimodal2021.12 | 86 | |
| MHRotSupervision Setting=Self-Supervised2020.10 | 86 | |
| OC-SVMLearning Paradigm=Unsupervised, Setting=Unimodal2021.12 | 51.7 | |
| OC-SVMSupervision Setting=Self-Supervised2020.10 | 51.7 | |
| DeepSVDDLearning Paradigm=Unsupervised, Setting=Unimodal2021.12 | 50.5 | |
| DeepSVDDSupervision Setting=Self-Supervised2020.10 | 50.5 |