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ResearchFormerly WizWand

Image Classification on SVHN to MNIST standard (test)

99.61AccuracySupTgt
65.175674.115383.05591.9947Jun 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=TF2017.0699.61
SupTgtTraining Protocol=Train on Target, Augmentation Type=minimal2017.0699.59
SupTgtTraining Protocol=Train on Target, Augmentation Type=TFA2017.0699.59
DIRT-T2019.0999.4
DIRT-TBackbone=Instance Normalization2019.0999.4
Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TFA, Confidence Thresholding=true2017.0699.26
Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TF2017.0699.18
Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TF, Confidence Thresholding=true2017.0698.64
VADA2019.0997.9
ADATraining Protocol=Unsupervised Domain Adaptation2017.0697.6
VADABackbone=Instance Normalization2019.0994.5
Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=minimal, Confidence Thresholding=true2017.0693.33
Source only (Our method)mode=source only2019.0992.2
Π-Model2019.0992
CyCADA2019.0990.4
ATTTraining Protocol=Unsupervised Domain Adaptation2017.0686.2
ATT2019.0986.2
Proposed MethodTask=Rotation2019.0985.8
G2ATraining Protocol=Unsupervised Domain Adaptation2017.0684.7
DSN2019.0982.7
Source only (VADA & DIRT-T)mode=source only, Backbone=Instance Normalization2019.0982.4
DRCN2019.0982
DCRNTraining Protocol=Unsupervised Domain Adaptation2017.0681.97
KNN-Ad2019.0978.8
Source only (VADA & DIRT-T)mode=source only2019.0977
SBADA-GANTraining Protocol=Unsupervised Domain Adaptation2017.0676.14
ADDATraining Protocol=Unsupervised Domain Adaptation2017.0676
ADDA2019.0976
RevGradTraining Protocol=Unsupervised Domain Adaptation2017.0673.91
DANN2019.0973.6
SupSrcTraining Protocol=Train on Source, Augmentation Type=TFA2017.0671.73
SupSrcTraining Protocol=Train on Source, Augmentation Type=TF2017.0668.65
SupSrcTraining Protocol=Train on Source, Augmentation Type=minimal2017.0666.5