Multi-target Domain Adaptation on Office31
89.6Avg AccMCDA
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MCDABackbone=ResNet-50, Uses Domain Labels=false2023.02 | 89.6 | — | — | — | 92.4 | 87.7 | 88.8 | |
| DCGCTBackbone=ResNet-50, Uses Domain Labels=true2023.02 | 88.8 | — | — | — | 93.4 | 86 | 87.1 | |
| CGCTBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 88.2 | — | — | — | 93.9 | 85.1 | 85.6 | |
| DCL+Backbone=ResNet-50, Uses Domain Labels=true2023.02 | 86.6 | — | — | — | 92.6 | 82.5 | 84.7 | |
| MTDABackbone=ResNet-50, Uses Domain Labels=true2023.02 | 85.2 | — | — | — | 87.9 | 83.7 | 84 | |
| CDANBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 85.1 | — | — | — | 93.6 | 80.5 | 81.3 | |
| DANNBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 82.2 | — | — | — | 80.8 | 82.5 | 83.2 | |
| DANBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 80.4 | — | — | — | 79.5 | 80.3 | 81.2 | |
| AMEANSTeacher=ResNext101, Student=ResNet502020.07 | 80.2 | 90.1 | 77 | 73.4 | — | — | — | |
| AMEANBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 80.2 | — | — | — | 90.1 | 77 | 73.4 | |
| MT-MTDATeacher=ResNext101, Student=ResNet502020.07 | 78.7 | 87.8 | 75.4 | 72.8 | — | — | — | |
| MT-MTDA MixedTeacher=ResNext101, Student=ResNet502020.07 | 78.2 | 85.2 | 75.8 | 73.6 | — | — | — | |
| JANBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 76.9 | — | — | — | 84.2 | 74.4 | 72 | |
| RevGradTeacher=ResNext101, Student=ResNet502020.07 | 73.4 | 78.2 | 72.2 | 69.8 | — | — | — | |
| DANTeacher=ResNext101, Student=ResNet502020.07 | 69.7 | 78 | 64.4 | 66.7 | — | — | — | |
| MT-MTDA MixedTeacher=ResNet50, Student=AlexNet2020.07 | 69.3 | 79.9 | 65.1 | 62.8 | — | — | — | |
| MT-MTDATeacher=ResNet50, Student=AlexNet2020.07 | 68.9 | 82.4 | 62.4 | 61.9 | — | — | — | |
| Source onlyTeacher=ResNext101, Student=ResNet502020.07 | 68.4 | 68.6 | 70 | 66.5 | — | — | — | |
| SourceBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 68.4 | — | — | — | 68.6 | 70 | 66.5 | |
| AMEANSTeacher=ResNet50, Student=AlexNet2020.07 | 65.7 | 74.5 | 62.8 | 59.7 | — | — | — | |
| RevGradTeacher=ResNet50, Student=AlexNet2020.07 | 62.6 | 74.1 | 58.6 | 55 | — | — | — | |
| DANTeacher=ResNet50, Student=AlexNet2020.07 | 60.8 | 68.2 | 58.7 | 55.6 | — | — | — | |
| Source onlyTeacher=ResNet50, Student=AlexNet2020.07 | 60.1 | 62.4 | 60.8 | 57.2 | — | — | — |