| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Office-Home (test) | FFTAT | Average Accuracy91.4 | 347 | 1mo ago | |
| Office-Home | SWG DAPL V2 | Average Accuracy92.2 | 295 | 1mo ago | |
| DomainNet | UniMoS | Average Accuracy85.8 | 142 | 4mo ago | |
| Office-31 | PMTrans-Swin | A->W Accuracy99.5 | 116 | 1mo ago | |
| ImageCLEF DA | DINE | Average Accuracy91.9 | 114 | 2mo ago | |
| VisDA unsupervised domain adaptation 2017 | DACSM | Mean Accuracy91.7 | 103 | 2mo ago | |
| DomainNet (test) | RCL-ViT | Average Accuracy89.7 | 97 | 4mo ago | |
| UCF-HMDB | Target Only | Accuracy (U -> H)97.2 | 52 | 2mo ago | |
| VisDA Synthetic to Real 2017 | CDAN+MCC w/ SDAT | Accuracy87.8 | 42 | 4mo ago | |
| SVHN -> MNIST (test) | Accuracy99.5 | 41 | 4mo ago | ||
| Office-31 (full) | CoVi | Average Accuracy91.8 | 36 | 4mo ago | |
| VisDA-17 | MIC | Mean Accuracy92.8 | 32 | 1mo ago | |
| USPS -> MNIST (test) | Self-Ensembling | Accuracy99.5 | 30 | 4mo ago | |
| MNIST -> USPS (test) | RWOT | Accuracy0.985 | 28 | 4mo ago | |
| VisDA 2017 (test) | FFTAT | Plane Accuracy99.7 | 27 | 4mo ago | |
| SYN SIGNS to GTSRB (test) | Self-Ensembling | Accuracy98.3 | 25 | 4mo ago | |
| VisDA (val) | SWG V1 | Plane Accuracy99.8 | 24 | 4mo ago | |
| DomainNet mini (test) | UniMoS | Average Accuracy87.3 | 23 | 4mo ago | |
| Office-Home (train test) | PMTrans | Ar -> Cl Accuracy81.2 | 22 | 4mo ago | |
| Caltech-Office | MEDA-IR | Accuracy (A → C)95.2 | 20 | 4mo ago | |
| MNIST to SVHN (test) | Accuracy96.7 | 19 | 4mo ago | ||
| Digital Datasets (MNIST, USPS, SVHN, SYN) (test) | JADA + TSA | M -> U Accuracy98 | 18 | 4mo ago | |
| Office-Home 101 (test) | Accuracy (Ar→Cl)61.3 | 17 | 4mo ago | ||
| Office-Home RS-UT label shifts | MDD+Implicit Alignment | Accuracy (Rw -> Pr)76.08 | 16 | 4mo ago | |
| Digits (MNIST, USPS, SVHN) | Target Risk (Upper Bound) | Accuracy (S->M)93.51 | 16 | 1mo ago |
