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ResearchFormerly WizWand

Out-of-distribution Detection on CelebA (test)

100AUROCOOD EBM
30.3248.4166.584.59Oct 1, 2020Feb 4, 2021Jun 10, 2021Oct 15, 2021Feb 18, 2022Jun 24, 2022Oct 29, 2022
Updated 8mo ago

Evaluation results

MethodLinks
OOD EBMsupervised=true, fine-tuned=true2022.10100
SADA-JEMScore Function=log p_theta(x), Training Dataset=CIFAR10, K=202022.0995
Hat EBMsupervised=false2022.1094
JEM++Score Function=max_y p_theta(y|x), Training Dataset=CIFAR10, M=202022.0990
SADA-JEMScore Function=log p_theta(x), Training Dataset=CIFAR10, K=102022.0988
SADA-JEMScore Function=max_y p_theta(y|x), Training Dataset=CIFAR10, K=202022.0984
SADA-JEMScore Function=log p_theta(x), Training Dataset=CIFAR10, K=52022.0982
SADA-JEMScore Function=max_y p_theta(y|x), Training Dataset=CIFAR10, K=52022.0981
HDGETraining Protocol=Supervised2020.1080
HDGEsupervised=true2022.1080
JEM++Score Function=log p_theta(x), Training Dataset=CIFAR10, M=202022.0980
JEMScore Function=max_y p_theta(y|x), Training Dataset=CIFAR10, K=202022.0979
OOD EBMsupervised=true2022.1078
WideResNetScore Function=log p_theta(x), Training Dataset=CIFAR102022.0978
SADA-JEMScore Function=max_y p_theta(y|x), Training Dataset=CIFAR10, K=102022.0978
VAEBMTraining Protocol=Unsupervised2020.1077
BiDVLIn-distribution dataset=CIFAR-10, OOD score=Negative free energy2022.0377
VAEBMsupervised=false2022.1077
JEMsupervised=true2022.1077
JEMTraining Protocol=Supervised2020.1075
JEMIn-distribution dataset=CIFAR-10, OOD score=Negative free energy2022.0375
JEMScore Function=log p_theta(x), Training Dataset=CIFAR10, K=202022.0975
IGEBMTraining Protocol=Unsupervised2020.1070
IGEBMIn-distribution dataset=CIFAR-10, OOD score=Negative free energy2022.0370
IGEBMScore Function=log p_theta(x), Training Dataset=CIFAR102022.0970
IGEBMsupervised=false2022.1069
IGEBMScore Function=max_y p_theta(y|x), Training Dataset=CIFAR102022.0969
NVAETraining Protocol=Unsupervised2020.1068
WideResNetScore Function=max_y p_theta(y|x), Training Dataset=CIFAR102022.0962
GlowTraining Protocol=Unsupervised2020.1057
GlowIn-distribution dataset=CIFAR-10, OOD score=Negative free energy2022.0357
Divergence TriangleTraining Protocol=Unsupervised2020.1056
Divergence triangleIn-distribution dataset=CIFAR-10, OOD score=Negative free energy2022.0356
SVAEIn-distribution dataset=CIFAR-10, OOD score=Negative free energy2022.0352
VERAIn-distribution dataset=CIFAR-10, OOD score=Negative free energy2022.0333
VERAScore Function=log p_theta(x), Training Dataset=CIFAR102022.0933