Image Classification on USPS (test)
99.7AccuracySL
Evaluation Results
| Method | Links | |
|---|---|---|
| SLSource Domain=US2023.03 | 99.7 | |
| target-specified CUTI-domainSource Domain=US2023.03 | 99.6 | |
| SLSource Domain=MT2023.03 | 98 | |
| DSRC2019.04 | 96.25 | |
| Resnet50-SRCBackbone=ResNet-502019.04 | 95.75 | |
| OursP(s=1)=0.5, Base loss=MAE, Backbone=CNN2026.05 | 95.75 | |
| OursP(s=1)=0.7, Base loss=MAE, Backbone=CNN2026.05 | 95.46 | |
| OursP(s=1)=0.3, Base loss=MAE, Backbone=CNN2026.05 | 95.4 | |
| Densenet169-SRCBackbone=DenseNet-1692019.04 | 95.26 | |
| Trans-MCL (MAE)P(s=1)=0.5, Base loss=MAE, Backbone=CNN2026.05 | 95.15 | |
| DeiTNumber of Parameters=668650, Reduction=0 %2026.05 | 94.77 | |
| B-splineNumber of Parameters=524650, Reduction=21.54 %2026.05 | 94.75 | |
| SVDNumber of Parameters=537322, Reduction=19.64 %2026.05 | 94.68 | |
| Trans-MCL (MAE)P(s=1)=0.7, Base loss=MAE, Backbone=CNN2026.05 | 94.53 | |
| Trans-MCL (MAE)P(s=1)=0.3, Base loss=MAE, Backbone=CNN2026.05 | 94.44 | |
| B-splineNumber of Parameters=300010, Reduction=55.13 %2026.05 | 94.41 | |
| DRONENumber of Parameters=318442, Reduction=52.38 %2026.05 | 94.39 | |
| InceptionV3-SRCBackbone=Inception-V32019.04 | 93.51 | |
| Trans-PRODENP(s=1)=0.7, Base loss=CCE, Backbone=CNN2026.05 | 93.46 | |
| Trans-PRODENP(s=1)=0.5, Base loss=CCE, Backbone=CNN2026.05 | 93.39 | |
| Trans-PRODENP(s=1)=0.3, Base loss=CCE, Backbone=CNN2026.05 | 93.37 | |
| Trans-MCL (EXP)P(s=1)=0.5, Base loss=EXP, Backbone=CNN2026.05 | 92.6 | |
| Trans-MCL (EXP)P(s=1)=0.7, Base loss=EXP, Backbone=CNN2026.05 | 92.09 | |
| Trans-MCL (EXP)P(s=1)=0.3, Base loss=EXP, Backbone=CNN2026.05 | 91.79 | |
| KSRC2019.04 | 91.34 | |
| VGG19-SRCBackbone=VGG-192019.04 | 91.27 | |
| Trans-PLL-AvgP(s=1)=0.5, Base loss=MAE, Backbone=CNN2026.05 | 89.88 | |
| Trans-PLL-AvgP(s=1)=0.7, Base loss=MAE, Backbone=CNN2026.05 | 88.77 | |
| AE-SRC2019.04 | 88.65 | |
| SLSource Domain=MM2023.03 | 88.4 | |
| SRC2019.04 | 87.78 | |
| Trans-PLL-AvgP(s=1)=0.3, Base loss=MAE, Backbone=CNN2026.05 | 87.23 | |
| MCLModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=9298, #f=256, #c=102020.01 | 82.31 | |
| SLSource Domain=SN2023.03 | 70.5 | |
| FwdModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=9298, #f=256, #c=102020.01 | 46.15 | |
| PCModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=9298, #f=256, #c=102020.01 | 41.75 | |
| MCULModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=9298, #f=256, #c=102020.01 | 26.2 | |
| GAModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=9298, #f=256, #c=102020.01 | 14.19 | |
| FwdModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=9298, #f=256, #c=102020.01 | 11.56 | |
| PCModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=9298, #f=256, #c=102020.01 | 9.66 | |
| MCLModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=9298, #f=256, #c=102020.01 | 9.66 | |
| GAModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=9298, #f=256, #c=102020.01 | 8.57 | |
| target-specified CUTI-domainSource Domain=MM2023.03 | 6.8 | |
| target-specified CUTI-domainSource Domain=MT2023.03 | 6.7 | |
| target-specified CUTI-domainSource Domain=SN2023.03 | 6.7 |