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ResearchFormerly WizWand

Image Classification on MNIST to MNIST-M

98.7AccuracyTarget-only
54.91666.28377.6589.017Aug 22, 2016May 28, 2017Mar 3, 2018Dec 7, 2018Sep 12, 2019Jun 17, 2020Mar 24, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Target-onlyadaptation=none, trained_on=target domain2016.0898.7
DRANetDirectionality=Bi-directional2021.0398.7
DRANetDirectionality=Tri-directional2021.0398.3
pixelDA2021.0398.2
Target OnlyEvaluation Protocol=Target Only2021.0396.2
DSN w/ DANNadaptation_loss=DANN2016.0883.2
DSN2021.0383.2
DSN w/ MMDadaptation_loss=MMD2016.0880.5
DANNimplementation=replicated2016.0877.4
DANN2021.0377.4
MMD2016.0876.9
Source OnlyEvaluation Protocol=Source Only2021.0362.5
CoGAN2021.0362
CORAL2016.0857.7
Source-onlyadaptation=none, trained_on=source domain2016.0856.6