Image Classification on Office-Home medium-sized (test)
57.1Acc (Ar→Cl)SHOT (full)
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SHOT (full)Backbone=ResNet-50, Evaluation Protocol=vanilla closed-set DA2020.02 | 57.1 | 78.1 | 81.5 | 68 | 78.2 | 78.1 | 67.4 | 54.9 | 82.2 | 73.3 | 58.8 | 84.3 | 71.8 | |
| SHOT-IMBackbone=ResNet-50, Evaluation Protocol=vanilla closed-set DA2020.02 | 55.4 | 76.6 | 80.4 | 66.9 | 74.3 | 75.4 | 65.6 | 54.8 | 80.7 | 73.7 | 58.4 | 83.4 | 70.5 | |
| CDAN+BSPBackbone=ResNet-50, Evaluation Protocol=vanilla closed-set DA2020.02 | 52 | 68.6 | 76.1 | 58 | 70.3 | 70.2 | 58.6 | 50.2 | 77.6 | 72.2 | 59.3 | 81.9 | 66.3 | |
| SAFNBackbone=ResNet-50, Evaluation Protocol=vanilla closed-set DA2020.02 | 52 | 71.7 | 76.3 | 64.2 | 69.9 | 71.9 | 63.7 | 51.4 | 77.1 | 70.9 | 57.1 | 81.5 | 67.3 | |
| CDAN+EBackbone=ResNet-50, Evaluation Protocol=vanilla closed-set DA2020.02 | 50.7 | 70.6 | 76 | 57.6 | 70 | 70 | 57.4 | 50.9 | 77.3 | 70.9 | 56.7 | 81.6 | 65.8 | |
| CDAN+TransNormBackbone=ResNet-50, Evaluation Protocol=vanilla closed-set DA2020.02 | 50.2 | 71.4 | 77.4 | 59.3 | 72.7 | 73.1 | 61 | 53.1 | 79.5 | 71.9 | 59 | 82.9 | 67.6 | |
| DANNBackbone=ResNet-50, Evaluation Protocol=vanilla closed-set DA2020.02 | 45.6 | 59.3 | 70.1 | 47 | 58.5 | 60.9 | 46.1 | 43.7 | 68.5 | 63.2 | 51.8 | 76.8 | 57.6 | |
| Source model onlyBackbone=ResNet-50, Evaluation Protocol=vanilla closed-set DA2020.02 | 44.6 | 67.3 | 74.8 | 52.7 | 62.7 | 64.8 | 53 | 40.6 | 73.2 | 65.3 | 45.4 | 78 | 60.2 | |
| DANBackbone=ResNet-50, Evaluation Protocol=vanilla closed-set DA2020.02 | 43.6 | 57 | 67.9 | 45.8 | 56.5 | 60.4 | 44 | 43.6 | 67.7 | 63.1 | 51.5 | 74.3 | 56.3 | |
| ResNet-50Backbone=ResNet-50, Evaluation Protocol=vanilla closed-set DA2020.02 | 34.9 | 50 | 58 | 37.4 | 41.9 | 46.2 | 38.5 | 31.2 | 60.4 | 53.9 | 41.2 | 59.9 | 46.1 |