Partial Domain Adaptation on VisDA Synthetic-12 -> Real-6 2017
76.5AccuracyPADA
Evaluation Results
| Method | Links | |
|---|---|---|
| PADABackbone=ResNet-502020.04 | 76.5 | |
| DRCNBackbone=ResNet-50, Labeling Strategy=hard label2020.04 | 74.2 | |
| RevGradBackbone=ResNet-502020.04 | 73.8 | |
| DRCNBackbone=ResNet-50, Labeling Strategy=soft label2020.04 | 73.2 | |
| RTNBackbone=ResNet-502020.04 | 72.9 | |
| IWANBackbone=ResNet-502020.04 | 71.3 | |
| SAFN*Backbone=ResNet-50, Partial Setting=Synthetic-12 -> Real-62018.11 | 70.67 | |
| SANBackbone=ResNet-502020.04 | 69.7 | |
| DANBackbone=ResNet-502020.04 | 68.4 | |
| SAFNBackbone=ResNet-50, Partial Setting=Synthetic-12 -> Real-62018.11 | 67.65 | |
| HAFNBackbone=ResNet-50, Partial Setting=Synthetic-12 -> Real-62018.11 | 65.06 | |
| ResNetBackbone=ResNet-502020.04 | 64.3 | |
| DRCNBackbone=ResNet-50, Labeling Strategy=soft label2020.04 | 58.2 | |
| DRCNBackbone=ResNet-50, Labeling Strategy=hard label2020.04 | 57.2 | |
| PADA*Backbone=ResNet-50, Partial Setting=Synthetic-12 -> Real-62018.11 | 53.53 | |
| PADABackbone=ResNet-502020.04 | 53.5 | |
| DANNBackbone=ResNet-50, Partial Setting=Synthetic-12 -> Real-62018.11 | 51.01 | |
| RevGradBackbone=ResNet-502020.04 | 51 | |
| RTNBackbone=ResNet-502020.04 | 50 | |
| SANBackbone=ResNet-502020.04 | 49.9 | |
| IWANBackbone=ResNet-502020.04 | 48.6 | |
| DANBackbone=ResNet-50, Partial Setting=Synthetic-12 -> Real-62018.11 | 47.6 | |
| DANBackbone=ResNet-502020.04 | 47.6 | |
| ResNetBackbone=ResNet-502020.04 | 45.3 | |
| ResNet-50Backbone=ResNet-50, Partial Setting=Synthetic-12 -> Real-62018.11 | 45.26 |