Partial Domain Adaptation on ImageNet-Caltech
83.68Average AccuracyBA³US
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BA³USBackbone=ResNet-502020.03 | 83.68 | 84 | 83.35 | |
| SLM2020.12 | 81.9 | 82.3 | 81.4 | |
| Ours (w/ BAA)Backbone=ResNet-502020.03 | 81.16 | 82.97 | 79.34 | |
| ETN2020.12 | 79.1 | 83.2 | 74.9 | |
| ETNBackbone=ResNet-502020.03 | 79.08 | 83.23 | 74.93 | |
| IWANBackbone=ResNet-502020.04 | 78.1 | — | — | |
| E-DANNBackbone=ResNet-502020.03 | 78 | 78.31 | 77.69 | |
| SANBackbone=ResNet-502020.04 | 77.8 | — | — | |
| DRCNBackbone=ResNet-502020.03 | 77.1 | 75.3 | 78.9 | |
| DRCN2020.12 | 77.1 | 75.3 | 78.9 | |
| SANBackbone=ResNet-502020.03 | 76.51 | 77.75 | 75.26 | |
| SAN2020.12 | 76.5 | 77.8 | 75.3 | |
| IWANBackbone=ResNet-502020.03 | 75.7 | 78.06 | 73.33 | |
| IWAN2020.12 | 75.7 | 78.1 | 73.3 | |
| RTNBackbone=ResNet-502020.04 | 75.5 | — | — | |
| DRCNBackbone=ResNet-50, Labeling Strategy=soft label2020.04 | 75.3 | — | — | |
| PADABackbone=ResNet-502020.04 | 75 | — | — | |
| DRCNBackbone=ResNet-50, Labeling Strategy=hard label2020.04 | 74.1 | — | — | |
| PADA2020.12 | 72.8 | 75 | 70.5 | |
| PADABackbone=ResNet-502020.03 | 72.76 | 75.03 | 70.48 | |
| CDAN+EBackbone=ResNet-502020.03 | 72.24 | 72.45 | 72.02 | |
| CDAN+E2020.12 | 72.2 | 72.5 | 72 | |
| DANBackbone=ResNet-502020.04 | 71.3 | — | — | |
| RevGradBackbone=ResNet-502020.04 | 70.8 | — | — | |
| ADDA2020.12 | 70.6 | 71.8 | 69.3 | |
| ADDABackbone=ResNet-502020.03 | 70.57 | 71.82 | 69.32 | |
| ResNet-50Backbone=ResNet-502020.12 | 70.5 | 69.7 | 71.3 | |
| ResNet-50Backbone=ResNet-502020.03 | 70.49 | 69.69 | 71.29 | |
| RTN2020.12 | 70.3 | 72.2 | 68.3 | |
| ResNetBackbone=ResNet-502020.04 | 69.7 | — | — | |
| DAN2020.12 | 69 | 71.6 | 66.5 | |
| DANN2020.12 | 60.8 | 68.7 | 52.9 |