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ResearchFormerly WizWand

Image Classification on MNIST to SVHN standard (test)

97.16AccuracySupTgt
10.63233.09655.5678.024Jun 16, 2017Nov 1, 2017Mar 20, 2018Aug 6, 2018Dec 22, 2018May 10, 2019Sep 26, 2019
Updated 8mo ago

Evaluation results

MethodLinks
SupTgtTraining Protocol=Train on Target, Augmentation Type=Intensity Augmentation2017.0697.16
Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=Intensity Augmentation, Note=with class balance loss2017.0697
SupTgtTraining Protocol=Train on Target, Augmentation Type=TFA2017.0696.65
SupTgtTraining Protocol=Train on Target, Augmentation Type=TF2017.0696.19
SupTgtTraining Protocol=Train on Target, Augmentation Type=minimal2017.0695.7
DIRT-TBackbone=Instance Normalization2019.0976.5
VADABackbone=Instance Normalization2019.0973.3
Π-Model2019.0971.4
SupSrcTraining Protocol=Train on Source, Augmentation Type=Intensity Augmentation2017.0661.99
Proposed MethodTask=Rotation2019.0961.3
SBADA-GANTraining Protocol=Unsupervised Domain Adaptation2017.0661.08
DIRT-T2019.0954.5
ATTTraining Protocol=Unsupervised Domain Adaptation2017.0652.8
ATT2019.0952.8
VADA2019.0947.5
Source only (VADA & DIRT-T)mode=source only, Backbone=Instance Normalization2019.0940.9
KNN-Ad2019.0940.3
DRCN2019.0940.1
DCRNTraining Protocol=Unsupervised Domain Adaptation2017.0640.05
Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TFA, Confidence Thresholding=true, Note=with class balance loss2017.0637.49
G2ATraining Protocol=Unsupervised Domain Adaptation2017.0636.4
DANN2019.0935.7
RevGradTraining Protocol=Unsupervised Domain Adaptation2017.0635.67
Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TF, Confidence Thresholding=true, Note=with class balance loss2017.0634.15
Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=minimal, Confidence Thresholding=true, Note=with class balance loss2017.0633.87
Source only (Our method)mode=source only2019.0930.5
SupSrcTraining Protocol=Train on Source, Augmentation Type=TFA2017.0628.69
Source only (VADA & DIRT-T)mode=source only2019.0927.9
SupSrcTraining Protocol=Train on Source, Augmentation Type=minimal2017.0625.44
SupSrcTraining Protocol=Train on Source, Augmentation Type=TF2017.0624.86
Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TF, Note=with class balance loss2017.0613.96