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Digit Classification on USPS → MNIST target (test)

98.7Accuracytarget only
27.77246.18664.683.014Mar 27, 2018Nov 6, 2018Jun 18, 2019Jan 28, 2020Sep 8, 2020Apr 20, 2021Dec 1, 2021
Updated 8mo ago

Evaluation results

MethodLinks
target onlyadaptation=none, train_domain=target2018.0398.7
IntraDAArchitecture=LeNet variant2020.0497.8
Fully SupervisedArchitecture=Simple CNN (2 conv, 2 fc, BN)2021.1297
CyCADAArchitecture=LeNet variant2020.0496.5
DeepJDOTBackbone=LeNet2021.0796.4
DeepJDOTadaptation=source to target2018.0396.4
SRDA-G*noise_method=Gaussian, image_level_optimization=true2019.0595.95
SRDA-Fnoise_method=FGSM, image_level_optimization=false2019.0595.78
SRDA-Vnoise_method=VAT, image_level_optimization=false2019.0595.49
SRDA-Gnoise_method=Gaussian, image_level_optimization=false2019.0595.03
DeepJDOTadaptation=source to target, eval_domain=source2018.0394.9
MCD2019.0594.1
ADDAadaptation=source to target2018.0393.8
UNITadaptation=source to target2018.0393.5
Self-ensembleadaptation=source to target2018.0392.35
SRDA-V*noise_method=VAT, image_level_optimization=true2019.0592.17
DeepCORALadaptation=source to target2018.0391.5
GenToAdaptadaptation=source to target2018.0390.8
StochJDOTadaptation=source to target2018.0390.5
ADDAArchitecture=LeNet variant2020.0490.1
ADDA2019.0590.1
DANNadaptation=source to target2018.0390
TOHANNumber of Target Data per Class=72021.0689.2
COGAN2019.0589.1
CoGANadaptation=source to target2018.0389.1
TOHANNumber of Target Data per Class=62021.0688.2
TOHANNumber of Target Data per Class=52021.0687.3
I2I Adaptadaptation=source to target2018.0387.2
dkdHTLNumber of Target Data per Class=72021.0686.8
TOHANNumber of Target Data per Class=42021.0686.5
dkdHTLNumber of Target Data per Class=52021.0686.2
dkdHTLNumber of Target Data per Class=62021.0686.2
dkdHTLNumber of Target Data per Class=32021.0685.9
dkdHTLNumber of Target Data per Class=42021.0685.7
TOHANNumber of Target Data per Class=32021.0685.6
dkdHTLNumber of Target Data per Class=22021.0685.5
SRDA-F*noise_method=FGSM, image_level_optimization=true2019.0585.37
TOHANNumber of Target Data per Class=22021.0685.2
TOHANNumber of Target Data per Class=12021.0684
dkdHTLNumber of Target Data per Class=12021.0683.2
MDDAFeatures=SURF, d=30, T=102019.0976.8
DRCN2019.0573.7
DRCNadaptation=source to target2018.0373.6
MMDadaptation=source to target2018.0373.5
DANN2019.0573
Source onlyArchitecture=LeNet variant2020.0469.6
JGSAFeatures=SURF2019.0968.2
Source Onlyadaptation_protocol=No adaptation2019.0563.4
SVMFeatures=SURF2019.0962.2
JDAFeatures=SURF2019.0959.7
Source onlyadaptation=none, train_domain=source2018.0359.6
DUAArchitecture=Simple CNN (2 conv, 2 fc, BN)2021.1255
TCAFeatures=SURF2019.0951.2
SCAFeatures=SURF2019.0948
GFKFeatures=SURF2019.0946.5
1NNFeatures=SURF2019.0944.7
Source onlyArchitecture=Simple CNN (2 conv, 2 fc, BN)2021.1242
CORALFeatures=SURF2019.0930.5