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Domain Adaptation (Classification) on USPS to MNIST

96.4AccuracyDeepJDOT
27.86445.65763.4581.243Nov 5, 2017Jan 25, 2018Apr 17, 2018Jul 8, 2018Sep 27, 2018Dec 18, 2018Mar 10, 2019
Updated 8mo ago

Evaluation results

MethodLinks
DeepJDOT2019.0396.4
UNIT2019.0393.6
I2I Adapt2019.0392.2
ADRValidation protocol=unsupervised2017.1191.5
ADDAValidation protocol=unsupervised2017.1190.1
ENTValidation protocol=unsupervised2017.1189.2
CoGANValidation protocol=unsupervised2017.1189.1
DANNValidation protocol=unsupervised2017.1173
MEDAFeatures=SURF, Feature Dimension=2562018.0772.1
JGSAFeatures=SURF, Feature Dimension=2562018.0768.2
Source OnlyValidation protocol=unsupervised2017.1168.1
ARTLFeatures=SURF, Feature Dimension=2562018.0767.7
DoCValidation protocol=unsupervised2017.1166.5
Source only2019.0363.4
SVMFeatures=SURF, Feature Dimension=2562018.0762.2
JDAFeatures=SURF, Feature Dimension=2562018.0759.7
TJMFeatures=SURF, Feature Dimension=2562018.0752.3
TCAFeatures=SURF, Feature Dimension=2562018.0751.2
SCAFeatures=SURF, Feature Dimension=2562018.0748
GFKFeatures=SURF, Feature Dimension=2562018.0746.5
PCAFeatures=SURF, Feature Dimension=2562018.0745
1NNFeatures=SURF, Feature Dimension=2562018.0744.7
CORALFeatures=SURF, Feature Dimension=2562018.0730.5