Multi-target Domain Adaptation on OfficeHome (various)
64.9Accuracy (Ar -> Cl, Pr, Rw)MT-MTDA Mixed
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MT-MTDA MixedTeacher=ResNext101, Student=ResNet502020.07 | 64.9 | 66.3 | 60.2 | 66.9 | 64.6 | |
| MT-MTDATeacher=ResNext101, Student=ResNet502020.07 | 64.6 | 67.1 | 59 | 66.4 | 64.3 | |
| AMEANSTeacher=ResNext101, Student=ResNet502020.07 | 64.3 | 65.5 | 59.5 | 66.7 | 64 | |
| RevGradTeacher=ResNext101, Student=ResNet502020.07 | 58.4 | 58.1 | 52.9 | 62.1 | 57.9 | |
| DANTeacher=ResNext101, Student=ResNet502020.07 | 55.6 | 56.6 | 48.5 | 56.7 | 54.3 | |
| MT-MTDATeacher=ResNet50, Student=AlexNet2020.07 | 48.8 | 50.1 | 44 | 56 | 49.7 | |
| MT-MTDA MixedTeacher=ResNet50, Student=AlexNet2020.07 | 48.6 | 48.1 | 42.3 | 53 | 48 | |
| Source onlyTeacher=ResNext101, Student=ResNet502020.07 | 47.6 | 42.6 | 44.2 | 51.3 | 46.4 | |
| AMEANSTeacher=ResNet50, Student=AlexNet2020.07 | 44.6 | 47.6 | 42.8 | 50.2 | 46.3 | |
| RevGradTeacher=ResNet50, Student=AlexNet2020.07 | 42.1 | 45.1 | 41.1 | 48.4 | 44.2 | |
| DANTeacher=ResNet50, Student=AlexNet2020.07 | 39.7 | 43.2 | 39.4 | 47.8 | 42.5 | |
| Source onlyTeacher=ResNet50, Student=AlexNet2020.07 | 33.4 | 37.6 | 32.4 | 39.3 | 35.7 |