Unsupervised Domain Adaptation Regression on MPI3D (RL, RC, T shifts)
0.09Error (RL -> RC)DANN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DANNBackbone=ResNet-182023.03 | 0.09 | 0.24 | 0.11 | 0.41 | 0.48 | 0.37 | 0.283 | |
| RSDBackbone=ResNet-182023.03 | 0.09 | 0.19 | 0.08 | 0.15 | 0.36 | 0.36 | 0.205 | |
| DARE-GRAMBackbone=ResNet-182023.03 | 0.09 | 0.15 | 0.1 | 0.14 | 0.24 | 0.24 | 0.16 | |
| DANBackbone=ResNet-182023.03 | 0.12 | 0.35 | 0.12 | 0.27 | 0.4 | 0.41 | 0.278 | |
| MCDBackbone=ResNet-182023.03 | 0.13 | 0.4 | 0.15 | 0.45 | 0.52 | 0.5 | 0.358 | |
| JDOTBackbone=ResNet-182023.03 | 0.16 | 0.41 | 0.16 | 0.41 | 0.47 | 0.47 | 0.353 | |
| ResNet-18Backbone=ResNet-182023.03 | 0.17 | 0.44 | 0.19 | 0.45 | 0.51 | 0.5 | 0.377 | |
| TCABackbone=ResNet-182023.03 | 0.17 | 0.42 | 0.19 | 0.42 | 0.5 | 0.5 | 0.373 | |
| AFNBackbone=ResNet-182023.03 | 0.18 | 0.45 | 0.2 | 0.46 | 0.53 | 0.53 | 0.39 |