| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Office-31 unsupervised adaptation standard | Mirror Samples | Accuracy (A to W)98.5 | 162 | 4d ago | |
| Office-31 | ProDe-V | Accuracy (A -> W)96.4 | 156 | 4d ago | |
| Office-Home (test) | RCL-ViT | Mean Accuracy90.2 | 112 | 4d ago | |
| Office-Home | UniMS | Average Accuracy89.2 | 111 | 4d ago | |
| VisDA 2017 (test) | Self-ensembling | Mean Class Accuracy92.8 | 98 | 4d ago | |
| OFFICE | SfMamba-S | Average Accuracy93.3 | 96 | 4d ago | |
| Image-CLEF DA (test) | Mirror Samples | Average Accuracy91.6 | 76 | 4d ago | |
| Office31 (test) | UniAM | Mean Accuracy95.95 | 74 | 4d ago | |
| SVHN to MNIST (test) | rRevGrad+CAT | Accuracy98.8 | 53 | 4d ago | |
| VisDA 2017 (val) | CAN | Mean Accuracy87.2 | 52 | 4d ago | |
| Office31 standard (test) | Standard Accuracy (A->D)93.37 | 28 | 4d ago | ||
| Office+Caltech DeCAF6 features (various pairs) | Accuracy (A to C)87.4 | 28 | 4d ago | ||
| VisDA-C (test) | SfMamba-S | S→R Score0.893 | 26 | 4d ago | |
| DomainNet-126 | SfMamba-S | Accuracy (S->P)77.4 | 26 | 4d ago | |
| Office 3-shots 31 | PCS | Accuracy (D->A)76.4 | 25 | 4d ago | |
| ImageNet Domain Adaptation | PACE | Accuracy (ImageNet-Sketch)45.8 | 24 | 4d ago | |
| MNIST to MNIST-M (test) | SBADA-GAN | Acc (Target)99.4 | 24 | 4d ago | |
| DomainNet target | CST | R->C Accuracy83.9 | 22 | 4d ago | |
| Office-10 (test) | CCSA | Acc (A->W)94.5 | 21 | 4d ago | |
| BioASQ (test) | CD base^CP | BBH54.89 | 20 | 4d ago | |
| KUP (test) | BBH56.59 | 20 | 4d ago | ||
| MNIST to USPS (test) | MCD+CAT | Accuracy96.3 | 17 | 4d ago | |
| USPS to MNIST (test) | rRevGrad+CAT | Accuracy96 | 16 | 4d ago | |
| Office-Home Ar -> Cl (test) | Overall Accuracy79.32 | 16 | 4d ago | ||
| Office-31 1-shot | PCS | A->D Accuracy60.2 | 16 | 4d ago |
