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ResearchFormerly WizWand

Anomaly Detection on FMNIST

0.956Avg AUROCPANDA
0.69860.7654250.832250.899075Oct 12, 2020Dec 21, 2020Mar 1, 2021May 11, 2021Jul 20, 2021Sep 28, 2021Dec 8, 2021
Updated 8mo ago

Evaluation results

MethodLinks
PANDA2021.120.956
DN2Learning Paradigm=Pretrained, Setting=Unimodal2021.120.956
PANDAsetting=unimodal2021.120.956
PANDASupervision Setting=Pretrained2020.100.956
CAPadaptation=true2021.120.955
CAPadaptation=false2021.120.951
Distillation2021.120.945
DN22021.120.945
CSILearning Paradigm=Self-Supervised, Setting=Unimodal2021.120.945
DN2setting=unimodal2021.120.945
DN2Supervision Setting=Pretrained2020.100.945
TransformalyLearning Paradigm=Pretrained, Setting=Unimodal2021.120.9443
Transformalysetting=unimodal2021.120.9437
MSADLearning Paradigm=Pretrained, Setting=Unimodal2021.120.9421
MSADsetting=unimodal2021.120.9421
MHRot2021.120.932
MHRotLearning Paradigm=Self-Supervised, Setting=Unimodal2021.120.932
MHRotSupervision Setting=Self-Supervised2020.100.932
OC-SVMLearning Paradigm=Unsupervised, Setting=Unimodal2021.120.928
OC-SVMSupervision Setting=Self-Supervised2020.100.928
PANDA-OESupervision Setting=OE2020.100.918
Deep-SVDD2021.120.848
DeepSVDDLearning Paradigm=Unsupervised, Setting=Unimodal2021.120.848
DeepSVDDSupervision Setting=Self-Supervised2020.100.848
PANDAsetting=multimodal2021.120.7945
DN2setting=multimodal2021.120.7764
Transformalysetting=multimodal2021.120.7253
MSADsetting=multimodal2021.120.7226
Deep SVDDsetting=multimodal2021.120.7085