Multi-source Unsupervised Domain Adaptation on Office-Caltech (multi-source)
96.7Accuracy (→A)Target-supervised
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Target-supervisedBackbone=ResNet-1012020.12 | 96.7 | 95.3 | 99 | 98.9 | 97.5 | |
| SHOT-IM++Backbone=ResNet-101, Labeling Transfer=true2020.12 | 96.5 | 96.5 | 99.2 | 99.9 | 98 | |
| SHOT-IMBackbone=ResNet-1012020.12 | 96.3 | 95.5 | 99.6 | 99.8 | 97.8 | |
| Source-only++Backbone=ResNet-101, Labeling Transfer=true2020.12 | 96.3 | 95.5 | 99.6 | 99.8 | 97.8 | |
| SHOTBackbone=ResNet-1012020.12 | 96.2 | 96.2 | 98.5 | 99.8 | 97.7 | |
| SHOT++Backbone=ResNet-101, Labeling Transfer=true2020.12 | 96.2 | 96.5 | 99.4 | 100 | 98 | |
| CMSSBackbone=ResNet-1012020.12 | 96 | 93.7 | 99.3 | 99.6 | 97.2 | |
| Source-model-onlyBackbone=ResNet-1012020.12 | 95.4 | 93.6 | 98.9 | 98.4 | 96.6 | |
| M3SDA-βBackbone=ResNet-1012020.12 | 94.5 | 92.2 | 99.2 | 99.5 | 96.4 | |
| DCTNBackbone=ResNet-1012020.12 | 92.7 | 90.2 | 99 | 99.4 | 95.3 | |
| MCDBackbone=ResNet-1012020.12 | 92.1 | 91.5 | 99.1 | 99.5 | 95.6 | |
| DANBackbone=ResNet-1012020.12 | 91.6 | 89.2 | 99.1 | 99.5 | 94.8 | |
| ResNet-101Backbone=ResNet-1012020.12 | 88.7 | 85.4 | 98.2 | 99.1 | 92.9 |