Image Classification on Office-Caltech Multi-source
96.4Accuracy (R -> A)SHOT (full)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SHOT (full)Backbone=ResNet-101, mode=Full2020.02 | 96.4 | 96.2 | 98.5 | 99.7 | 97.7 | |
| SHOT-IMBackbone=ResNet-101, mode=Information Maximization2020.02 | 96.2 | 96.1 | 98.5 | 99.7 | 97.6 | |
| Source model onlyBackbone=ResNet-1012020.02 | 95.4 | 93.7 | 98.9 | 98.3 | 96.6 | |
| M3SDA-BBackbone=ResNet-1012020.02 | 94.5 | 92.2 | 99.2 | 99.5 | 96.4 | |
| DCTNBackbone=ResNet-1012020.02 | 92.7 | 90.2 | 99 | 99.4 | 95.3 | |
| MCDBackbone=ResNet-1012020.02 | 92.1 | 91.5 | 99.1 | 99.5 | 95.6 | |
| DANBackbone=ResNet-1012020.02 | 91.6 | 89.2 | 99.1 | 99.5 | 94.8 | |
| ResNet-101Backbone=ResNet-1012020.02 | 88.7 | 85.4 | 98.2 | 99.1 | 92.9 | |
| FADABackbone=ResNet-1012020.02 | 84.2 | 88.7 | 87.1 | 88.1 | 87.1 |