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ResearchFormerly WizWand

Anomaly Detection on DIOR

0.9833ROCAUCTransformaly
0.5504520.6628260.77520.887574Feb 24, 2020Jun 11, 2020Sep 28, 2020Jan 15, 2021May 4, 2021Aug 21, 2021Dec 8, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Transformalysetting=unimodal2021.120.9833
TransformalyLearning Paradigm=Pretrained, Setting=Unimodal2021.120.9808
MSADLearning Paradigm=Pretrained, Setting=Unimodal2021.120.972
MSADsetting=unimodal2021.120.972
PANDA-OESupervision Setting=OE2020.100.959
PANDALearning Paradigm=Pretrained, Setting=Unimodal2021.120.943
PANDAsetting=unimodal2021.120.943
PANDASupervision Setting=Pretrained2020.100.943
DN2Supervision Setting=Pretrained2020.100.93
DN22020.020.922
DN2Learning Paradigm=Pretrained, Setting=Unimodal2021.120.922
DN2setting=unimodal2021.120.922
MSADsetting=multimodal2021.120.9011
PANDAsetting=multimodal2021.120.8692
MHRot2020.020.832
DN2setting=multimodal2021.120.811
CSILearning Paradigm=Self-Supervised, Setting=Unimodal2021.120.785
CSIsetting=unimodal2021.120.785
MHRotLearning Paradigm=Self-Supervised, Setting=Unimodal2021.120.733
MHRotSupervision Setting=Self-Supervised2020.100.733
OC-SVMLearning Paradigm=Unsupervised, Setting=Unimodal2021.120.707
OC-SVMSupervision Setting=Self-Supervised2020.100.707
DeepSVDDLearning Paradigm=Unsupervised, Setting=Unimodal2021.120.7
DeepSVDDSupervision Setting=Self-Supervised2020.100.7
Transformalysetting=multimodal2021.120.6671
Deep SVDDsetting=multimodal2021.120.5671