Semi-Supervised Domain Adaptation on DomainNet
77.7Accuracy (R->C)CLDA
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CLDABackbone=Resnet34, Shots=3-shot2021.06 | 77.7 | 75.7 | 76.4 | 69.7 | 73.7 | 71.1 | 82.9 | 75.3 | |
| APEBackbone=Resnet34, Shots=3-shot2021.06 | 76.6 | 72.1 | 76.7 | 63.1 | 66.1 | 67.8 | 79.4 | 71.7 | |
| CLDABackbone=Resnet34, Shots=1-shot2021.06 | 76.1 | 75.1 | 71 | 63.7 | 70.2 | 67.1 | 80.1 | 71.9 | |
| UODABackbone=Resnet34, Shots=3-shot2021.06 | 75.4 | 71.5 | 73.2 | 64.1 | 69.4 | 64.2 | 80.8 | 71.2 | |
| BiATBackbone=Resnet34, Shots=3-shot2021.06 | 74.9 | 68.8 | 74.6 | 61.5 | 67.5 | 62.1 | 78.6 | 69.7 | |
| Meta-MMEBackbone=Resnet34, Shots=3-shot2021.06 | 73.5 | 70.3 | 72.8 | 62.8 | 68 | 63.8 | 79.2 | 70.1 | |
| BiATBackbone=Resnet34, Shots=1-shot2021.06 | 73 | 68 | 71.6 | 57.9 | 63.9 | 58.5 | 77 | 67.1 | |
| UODABackbone=Resnet34, Shots=1-shot2021.06 | 72.7 | 70.3 | 69.8 | 60.5 | 66.4 | 62.7 | 77.3 | 68.5 | |
| MMEBackbone=Resnet34, Shots=3-shot2021.06 | 72.2 | 69.7 | 71.7 | 61.8 | 66.8 | 61.9 | 78.5 | 68.9 | |
| ENTBackbone=Resnet34, Shots=3-shot2021.06 | 71 | 69.2 | 71.1 | 60 | 62.1 | 61.1 | 78.6 | 67.6 | |
| APEBackbone=Resnet34, Shots=1-shot2021.06 | 70.4 | 70.8 | 72.9 | 56.7 | 64.5 | 63 | 76.6 | 67.6 | |
| MMEBackbone=Resnet34, Shots=1-shot2021.06 | 70 | 67.7 | 69 | 56.3 | 64.8 | 61 | 76.1 | 66.4 | |
| CDANBackbone=Resnet34, Shots=3-shot2021.06 | 69 | 67.3 | 68.4 | 57.8 | 65.3 | 59 | 78.5 | 66.5 | |
| ENTBackbone=Resnet34, Shots=1-shot2021.06 | 65.2 | 65.9 | 65.4 | 54.6 | 59.7 | 52.1 | 75 | 62.6 | |
| CDANBackbone=Resnet34, Shots=1-shot2021.06 | 65 | 64.9 | 63.7 | 53.1 | 63.4 | 54.5 | 73.2 | 62.5 | |
| ADRBackbone=Resnet34, Shots=3-shot2021.06 | 60.7 | 61.9 | 60.7 | 54.4 | 59.9 | 51.1 | 74.2 | 60.4 | |
| S+TBackbone=Resnet34, Shots=3-shot2021.06 | 60 | 62.2 | 59.4 | 55 | 59.5 | 50.1 | 73.9 | 60 | |
| CLDABackbone=Alexnet, Shots=3-shot2021.06 | 59.9 | 57.2 | 54.6 | 47.3 | 51.4 | 42.7 | 67 | 54.3 | |
| DANNBackbone=Resnet34, Shots=3-shot2021.06 | 59.8 | 62.8 | 59.6 | 55.4 | 59.9 | 54.9 | 72.2 | 60.7 | |
| BiATBackbone=Alexnet, Shots=3-shot2021.06 | 58.6 | 50.6 | 52 | 41.9 | 42.1 | 42 | 58.8 | 49.4 | |
| DANNBackbone=Resnet34, Shots=1-shot2021.06 | 58.2 | 61.4 | 56.3 | 52.8 | 57.4 | 52.2 | 70.3 | 58.4 | |
| ADRBackbone=Resnet34, Shots=1-shot2021.06 | 57.1 | 61.3 | 57 | 51 | 56 | 49 | 72 | 57.6 | |
| Meta-MMEBackbone=Alexnet, Shots=3-shot2021.06 | 56.4 | 50.2 | 51.9 | 39.6 | 43.7 | 38.7 | 60.7 | 48.8 | |
| CLDABackbone=Alexnet, Shots=1-shot2021.06 | 56.3 | 56 | 50.8 | 42.5 | 46.8 | 38 | 64.4 | 50.7 | |
| MMEBackbone=Alexnet, Shots=3-shot2021.06 | 55.6 | 49 | 51.7 | 39.4 | 43 | 37.9 | 60.7 | 48.2 | |
| S+TBackbone=Resnet34, Shots=1-shot2021.06 | 55.6 | 60.6 | 56.8 | 50.8 | 56 | 46.3 | 71.8 | 56.9 | |
| APEBackbone=Alexnet, Shots=3-shot2021.06 | 54.6 | 50.5 | 52.1 | 42.6 | 42.2 | 38.7 | 61.4 | 48.9 | |
| BiATBackbone=Alexnet, Shots=1-shot2021.06 | 54.2 | 49.2 | 44 | 37.7 | 39.6 | 37.2 | 56.9 | 45.5 | |
| MMEBackbone=Alexnet, Shots=1-shot2021.06 | 48.9 | 48 | 46.7 | 36.3 | 39.4 | 33.3 | 56.8 | 44.2 | |
| APEBackbone=Alexnet, Shots=1-shot2021.06 | 47.7 | 49 | 46.9 | 38.5 | 38.5 | 33.8 | 57.5 | 44.6 | |
| S+TBackbone=Alexnet, Shots=3-shot2021.06 | 47.1 | 45 | 44.9 | 36.4 | 38.4 | 33.3 | 58.7 | 43.4 | |
| CDANBackbone=Alexnet, Shots=3-shot2021.06 | 46.8 | 45 | 42.3 | 29.5 | 33.7 | 31.3 | 58.7 | 41 | |
| CDANBackbone=Alexnet, Shots=1-shot2021.06 | 46.3 | 45.7 | 38.3 | 27.5 | 30.2 | 28.8 | 56.7 | 39.1 | |
| ADRBackbone=Alexnet, Shots=3-shot2021.06 | 46.2 | 44.4 | 43.6 | 36.4 | 38.9 | 32.4 | 57.3 | 42.7 | |
| DANNBackbone=Alexnet, Shots=3-shot2021.06 | 46.1 | 43.8 | 41 | 36.5 | 38.9 | 33.4 | 57.3 | 42.4 | |
| ENTBackbone=Alexnet, Shots=3-shot2021.06 | 45.5 | 42.6 | 40.4 | 31.1 | 29.6 | 29.6 | 60 | 39.8 | |
| S+TBackbone=Alexnet, Shots=1-shot2021.06 | 43.3 | 42.4 | 40.1 | 33.6 | 35.7 | 29.1 | 55.8 | 40 | |
| DANNBackbone=Alexnet, Shots=1-shot2021.06 | 43.3 | 41.6 | 39.1 | 35.9 | 36.9 | 32.5 | 53.5 | 40.4 | |
| ADRBackbone=Alexnet, Shots=1-shot2021.06 | 43.1 | 41.4 | 39.3 | 32.8 | 33.1 | 29.1 | 55.9 | 39.2 | |
| ENTBackbone=Alexnet, Shots=1-shot2021.06 | 37 | 35.6 | 26.8 | 18.9 | 15.1 | 18 | 52.2 | 29.1 |