Image Classification on CIFAR to STL standard (test)
82.6AccuracyDTA
Evaluation Results
| Method | Links | |
|---|---|---|
| DTA2019.10 | 82.6 | |
| Proposed MethodTask=Rotation, Location, Flip2019.09 | 82.1 | |
| Proposed MethodTask=Rotation2019.09 | 81.2 | |
| Co-DA2019.10 | 81.1 | |
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TFA, Confidence Thresholding=true2017.06 | 80.09 | |
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TF2017.06 | 80.08 | |
| VADA2019.09 | 80 | |
| VADA2019.10 | 80 | |
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TF, Confidence Thresholding=true2017.06 | 79.73 | |
| SE*Protocol=MT+CT+TF2019.10 | 79.7 | |
| VADABackbone=Instance Normalization2019.09 | 78.3 | |
| Source only (baseline)training=Source domain only2019.10 | 78.2 | |
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=minimal, Confidence Thresholding=true2017.06 | 77.53 | |
| Source only (VADA & DIRT-T)mode=source only, Backbone=Instance Normalization2019.09 | 77 | |
| Π-Model2019.09 | 76.3 | |
| Source only (VADA & DIRT-T)mode=source only2019.09 | 76.3 | |
| Source only (Our method)mode=source only2019.09 | 75.6 | |
| SupSrcTraining Protocol=Train on Source, Augmentation Type=TF2017.06 | 75.2 | |
| SupSrcTraining Protocol=Train on Source, Augmentation Type=TFA2017.06 | 75.18 | |
| SupSrcTraining Protocol=Train on Source, Augmentation Type=minimal2017.06 | 72.84 | |
| TOHAN2021.06 | 72.8 | |
| TOHAN2021.06 | 72.8 | |
| S+F2021.06 | 72.1 | |
| SHOT2021.06 | 71.9 | |
| FT2021.06 | 71.5 | |
| T+F2021.06 | 71.3 | |
| SupTgtTraining Protocol=Train on Target, Augmentation Type=TF2017.06 | 70.98 | |
| dkdHTL2021.06 | 70.8 | |
| WA2021.06 | 70.6 | |
| SupTgtTraining Protocol=Train on Target, Augmentation Type=TFA2017.06 | 70.03 | |
| Target only (baseline)training=Target domain only2019.10 | 70 | |
| SupTgtTraining Protocol=Train on Target, Augmentation Type=minimal2017.06 | 67.75 | |
| DRCN2019.09 | 66.4 | |
| DCRNTraining Protocol=Unsupervised Domain Adaptation2017.06 | 66.37 | |
| RevGradTraining Protocol=Unsupervised Domain Adaptation2017.06 | 66.12 |