Anomaly Detection on DIOR
0.9833ROCAUCTransformaly
Evaluation Results
| Method | Links | |
|---|---|---|
| Transformalysetting=unimodal2021.12 | 0.9833 | |
| TransformalyLearning Paradigm=Pretrained, Setting=Unimodal2021.12 | 0.9808 | |
| MSADLearning Paradigm=Pretrained, Setting=Unimodal2021.12 | 0.972 | |
| MSADsetting=unimodal2021.12 | 0.972 | |
| PANDA-OESupervision Setting=OE2020.10 | 0.959 | |
| PANDALearning Paradigm=Pretrained, Setting=Unimodal2021.12 | 0.943 | |
| PANDAsetting=unimodal2021.12 | 0.943 | |
| PANDASupervision Setting=Pretrained2020.10 | 0.943 | |
| DN2Supervision Setting=Pretrained2020.10 | 0.93 | |
| DN22020.02 | 0.922 | |
| DN2Learning Paradigm=Pretrained, Setting=Unimodal2021.12 | 0.922 | |
| DN2setting=unimodal2021.12 | 0.922 | |
| MSADsetting=multimodal2021.12 | 0.9011 | |
| PANDAsetting=multimodal2021.12 | 0.8692 | |
| MHRot2020.02 | 0.832 | |
| DN2setting=multimodal2021.12 | 0.811 | |
| CSILearning Paradigm=Self-Supervised, Setting=Unimodal2021.12 | 0.785 | |
| CSIsetting=unimodal2021.12 | 0.785 | |
| MHRotLearning Paradigm=Self-Supervised, Setting=Unimodal2021.12 | 0.733 | |
| MHRotSupervision Setting=Self-Supervised2020.10 | 0.733 | |
| OC-SVMLearning Paradigm=Unsupervised, Setting=Unimodal2021.12 | 0.707 | |
| OC-SVMSupervision Setting=Self-Supervised2020.10 | 0.707 | |
| DeepSVDDLearning Paradigm=Unsupervised, Setting=Unimodal2021.12 | 0.7 | |
| DeepSVDDSupervision Setting=Self-Supervised2020.10 | 0.7 | |
| Transformalysetting=multimodal2021.12 | 0.6671 | |
| Deep SVDDsetting=multimodal2021.12 | 0.5671 |