Open-Partial Domain Adaptation on Office (10/10/11 split)
88.5Accuracy (A->D)DCC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DCCBackbone=ResNet-50, Pre-trained=ImageNet2021.04 | 88.5 | 78.5 | 70.2 | 79.3 | 88.6 | 75.9 | 80.2 | |
| OVANetBackbone=ResNet-50, Pre-trained=ImageNet, lambda=0.12021.04 | 85.8 | 79.4 | 80.1 | 95.4 | 94.3 | 84 | 86.5 | |
| USFDABackbone=ResNet-50, Pre-trained=ImageNet2021.04 | 85.5 | 79.8 | 83.2 | 90.6 | 88.7 | 81.2 | 84.8 | |
| DANCEBackbone=ResNet-50, Pre-trained=ImageNet2021.04 | 78.6 | 71.5 | 79.9 | 91.4 | 87.9 | 72.2 | 80.3 | |
| ROSBackbone=ResNet-50, Pre-trained=ImageNet2021.04 | 71.4 | 71.3 | 81 | 94.6 | 95.3 | 79.2 | 82.1 | |
| OVANet w/o OEMBackbone=ResNet-50, Pre-trained=ImageNet, lambda=0.12021.04 | 69.6 | 63.1 | 79.9 | 85.9 | 88.7 | 80.6 | 77.9 | |
| CMUBackbone=ResNet-50, Pre-trained=ImageNet2021.04 | 68.1 | 67.3 | 71.4 | 79.3 | 80.4 | 72.2 | 73.1 | |
| UANBackbone=ResNet-50, Pre-trained=ImageNet2021.04 | 59.7 | 58.6 | 60.1 | 70.6 | 71.4 | 60.3 | 63.5 |