Multi-Target Domain Adaptation on Office-Caltech
96.1Acc (A -> C,D,W)MT-MTDA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MT-MTDATeacher=ResNext101, Student=ResNet1012020.07 | 96.1 | 98.1 | 96.3 | 96.4 | 96.7 | |
| SImpAl101Protocol=Multi-Source (MS), Backbone=ResNet-1012021.03 | 95.6 | 94.6 | 100 | 100 | 97.5 | |
| SImpAl50Protocol=Multi-Source (MS), Backbone=ResNet-502021.03 | 95.3 | 92.2 | 99.8 | 99.3 | 96.7 | |
| MT-MTDA MixedTeacher=ResNext101, Student=ResNet1012020.07 | 94.9 | 97.9 | 94.7 | 95.3 | 95.7 | |
| DANProtocol=Single Best (SB)2021.03 | 94.8 | 89.7 | 98.2 | 99.3 | 95.5 | |
| M³SDAProtocol=Multi-Source (MS)2021.03 | 94.1 | 91.5 | 99.2 | 99.4 | 96.1 | |
| MT-MTDATeacher=ResNet50, Student=AlexNet2020.07 | 93.3 | 93.9 | 90.1 | 91.2 | 92.1 | |
| MEDAProtocol=Multi-Source (MS)2021.03 | 92.9 | 91.4 | 99.2 | 99.3 | 95.7 | |
| MT-MTDA MixedTeacher=ResNet50, Student=AlexNet2020.07 | 92.8 | 93.4 | 89.2 | 90.8 | 91.6 | |
| DCTNProtocol=Multi-Source (MS)2021.03 | 92.7 | 90.2 | 99 | 99.4 | 95.3 | |
| MCDProtocol=Multi-Source (MS)2021.03 | 92.1 | 91.5 | 99.1 | 99.5 | 95.6 | |
| DADATeacher=ResNext101, Student=ResNet1012020.07 | 92 | 95.1 | 91.3 | 93.1 | 92.9 | |
| JANProtocol=Multi-Source (MS)2021.03 | 91.8 | 91.2 | 99.4 | 99.4 | 95.5 | |
| DANProtocol=Source Combined (SC)2021.03 | 91.6 | 89.2 | 99.1 | 99.5 | 94.8 | |
| RevGradTeacher=ResNext101, Student=ResNet1012020.07 | 91.5 | 94.3 | 90.5 | 86.3 | 90.6 | |
| Source onlyTeacher=ResNext101, Student=ResNet1012020.07 | 90.5 | 94.3 | 88.7 | 82.5 | 89 | |
| Source OnlyProtocol=Source Combined (SC)2021.03 | 88.7 | 85.4 | 98.2 | 99.1 | 92.9 | |
| DADATeacher=ResNet50, Student=AlexNet2020.07 | 86.3 | 91.7 | 89.9 | 91.3 | 89.8 | |
| Source OnlyProtocol=Single Best (SB)2021.03 | 86.1 | 87.8 | 98.3 | 99 | 92.8 | |
| RevGradTeacher=ResNet50, Student=AlexNet2020.07 | 85.9 | 90.5 | 88.6 | 90.4 | 88.9 | |
| Source onlyTeacher=ResNet50, Student=AlexNet2020.07 | 83.1 | 88.9 | 86.7 | 82.2 | 85.2 |