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Image Classification on USPS (test)

99.7AccuracySL
2.9828.0953.278.31Apr 24, 2019Jun 26, 2020Aug 29, 2021Nov 1, 2022Jan 4, 2024Mar 8, 2025May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SLSource Domain=US2023.0399.7
target-specified CUTI-domainSource Domain=US2023.0399.6
SLSource Domain=MT2023.0398
DSRC2019.0496.25
Resnet50-SRCBackbone=ResNet-502019.0495.75
OursP(s=1)=0.5, Base loss=MAE, Backbone=CNN2026.0595.75
OursP(s=1)=0.7, Base loss=MAE, Backbone=CNN2026.0595.46
OursP(s=1)=0.3, Base loss=MAE, Backbone=CNN2026.0595.4
Densenet169-SRCBackbone=DenseNet-1692019.0495.26
Trans-MCL (MAE)P(s=1)=0.5, Base loss=MAE, Backbone=CNN2026.0595.15
DeiTNumber of Parameters=668650, Reduction=0 %2026.0594.77
B-splineNumber of Parameters=524650, Reduction=21.54 %2026.0594.75
SVDNumber of Parameters=537322, Reduction=19.64 %2026.0594.68
Trans-MCL (MAE)P(s=1)=0.7, Base loss=MAE, Backbone=CNN2026.0594.53
Trans-MCL (MAE)P(s=1)=0.3, Base loss=MAE, Backbone=CNN2026.0594.44
B-splineNumber of Parameters=300010, Reduction=55.13 %2026.0594.41
DRONENumber of Parameters=318442, Reduction=52.38 %2026.0594.39
InceptionV3-SRCBackbone=Inception-V32019.0493.51
Trans-PRODENP(s=1)=0.7, Base loss=CCE, Backbone=CNN2026.0593.46
Trans-PRODENP(s=1)=0.5, Base loss=CCE, Backbone=CNN2026.0593.39
Trans-PRODENP(s=1)=0.3, Base loss=CCE, Backbone=CNN2026.0593.37
Trans-MCL (EXP)P(s=1)=0.5, Base loss=EXP, Backbone=CNN2026.0592.6
Trans-MCL (EXP)P(s=1)=0.7, Base loss=EXP, Backbone=CNN2026.0592.09
Trans-MCL (EXP)P(s=1)=0.3, Base loss=EXP, Backbone=CNN2026.0591.79
KSRC2019.0491.34
VGG19-SRCBackbone=VGG-192019.0491.27
Trans-PLL-AvgP(s=1)=0.5, Base loss=MAE, Backbone=CNN2026.0589.88
Trans-PLL-AvgP(s=1)=0.7, Base loss=MAE, Backbone=CNN2026.0588.77
AE-SRC2019.0488.65
SLSource Domain=MM2023.0388.4
SRC2019.0487.78
Trans-PLL-AvgP(s=1)=0.3, Base loss=MAE, Backbone=CNN2026.0587.23
MCLModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=9298, #f=256, #c=102020.0182.31
SLSource Domain=SN2023.0370.5
FwdModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=9298, #f=256, #c=102020.0146.15
PCModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=9298, #f=256, #c=102020.0141.75
MCULModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=9298, #f=256, #c=102020.0126.2
GAModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=9298, #f=256, #c=102020.0114.19
FwdModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=9298, #f=256, #c=102020.0111.56
PCModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=9298, #f=256, #c=102020.019.66
MCLModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=9298, #f=256, #c=102020.019.66
GAModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=9298, #f=256, #c=102020.018.57
target-specified CUTI-domainSource Domain=MM2023.036.8
target-specified CUTI-domainSource Domain=MT2023.036.7
target-specified CUTI-domainSource Domain=SN2023.036.7