Domain Adaptation on DomainNet target
83.9R->C AccuracyCST
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CSTBackbone=ResNet-502021.03 | 83.9 | 78.1 | 77.5 | 82.5 | 90.8 | 79.7 | 74.4 | 82 | 90.9 | 76.4 | 76.5 | 90 | 82.8 | |
| MDDBackbone=ResNet-502021.03 | 77.6 | 75.7 | 74.2 | 76 | 90.2 | 75.6 | 73.2 | 78.4 | 89.5 | 74.2 | 74.6 | 86.7 | 72.9 | |
| COALBackbone=ResNet-502021.03 | 73.9 | 75.4 | 70.5 | 68 | 89.8 | 71.3 | 70.5 | 75.9 | 89.6 | 70 | 70.5 | 88 | 73.2 | |
| DANNBackbone=ResNet-502021.03 | 63.4 | 73.6 | 72.6 | 73.2 | 86.9 | 70.6 | 70 | 74.5 | 86.5 | 65.7 | 70.2 | 85.7 | 75.2 | |
| PCSLabeled samples per source class=3-shots2021.03 | 45.2 | 59.1 | 41.9 | 41 | 66.6 | 31.9 | 37.4 | 46.1 | — | — | — | — | — | |
| CDS + ENTLabeled samples per source class=3-shots2021.03 | 44.5 | 52.2 | 40.9 | 40 | 47.2 | 33 | 40.1 | 42.5 | — | — | — | — | — | |
| CDS + MME + ENTLabeled samples per source class=3-shots2021.03 | 43.8 | 54.9 | 41.1 | 38.9 | 45.9 | 32.8 | 38.7 | 42.3 | — | — | — | — | — | |
| MDDIALabeled samples per source class=3-shots2021.03 | 41.4 | 50.7 | 37.4 | 31.4 | 52.9 | 23.1 | 24.1 | 37.3 | — | — | — | — | — | |
| PCSLabeled samples per source class=1-shot2021.03 | 39 | 51.7 | 39.8 | 26.4 | 38.8 | 23.7 | 23.6 | 34.7 | — | — | — | — | — | |
| CDSLabeled samples per source class=3-shots2021.03 | 35 | 43.8 | 36.7 | 34.1 | 36.8 | 31.1 | 34.5 | 36 | — | — | — | — | — | |
| SOLabeled samples per source class=3-shots2021.03 | 30.2 | 44.2 | 25.7 | 24.6 | 49.8 | 24.2 | 23.2 | 31.7 | — | — | — | — | — | |
| CDANLabeled samples per source class=3-shots2021.03 | 30 | 40.1 | 21.7 | 21.4 | 40.8 | 17.1 | 19.7 | 27.3 | — | — | — | — | — | |
| CANLabeled samples per source class=3-shots2021.03 | 28.1 | 33.5 | 25 | 24.7 | 46.9 | 23.3 | 20.1 | 28.8 | — | — | — | — | — | |
| MMELabeled samples per source class=3-shots2021.03 | 22.8 | 46.5 | 14.5 | 25.1 | 50 | 20.1 | 24.9 | 29.1 | — | — | — | — | — | |
| CDS + ENTLabeled samples per source class=1-shot2021.03 | 21.7 | 30.1 | 18.2 | 17.4 | 20.5 | 18.6 | 22.7 | 21.5 | — | — | — | — | — | |
| CDS + MME + ENTLabeled samples per source class=1-shot2021.03 | 21.2 | 28.8 | 15.5 | 15.8 | 17.6 | 19 | 20.7 | 19.8 | — | — | — | — | — | |
| SOLabeled samples per source class=1-shot2021.03 | 18.4 | 30.6 | 16.7 | 16.2 | 28.9 | 12.7 | 10.5 | 19.1 | — | — | — | — | — | |
| CANLabeled samples per source class=1-shot2021.03 | 18.3 | 22.1 | 16.7 | 13.2 | 23.9 | 11.1 | 12.1 | 16.8 | — | — | — | — | — | |
| MDDIALabeled samples per source class=1-shot2021.03 | 18 | 30.6 | 15.9 | 15.4 | 27.4 | 9.3 | 10.2 | 18.1 | — | — | — | — | — | |
| CDSLabeled samples per source class=1-shot2021.03 | 16.7 | 24.4 | 11.1 | 14.1 | 15.9 | 13.4 | 19 | 16.4 | — | — | — | — | — | |
| CDANLabeled samples per source class=1-shot2021.03 | 16 | 25.7 | 12.9 | 12.6 | 19.5 | 7.2 | 8 | 14.6 | — | — | — | — | — | |
| MMELabeled samples per source class=1-shot2021.03 | 13.8 | 29.2 | 9.7 | 16 | 26 | 13.4 | 14.4 | 17.5 | — | — | — | — | — |