Multi-source Unsupervised Domain Adaptation on DomainNet target
67Clipart AccuracyToAlign
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ToAlignBackbone=ResNet-101, Base protocol=Baseline2021.06 | 67 | 25.9 | 57.8 | 12.2 | 70.7 | 56 | 48.2 | |
| BaselineBackbone=ResNet-1012021.06 | 66.4 | 24.7 | 57.3 | 11.5 | 69.2 | 55.2 | 47.3 | |
| SImpAl101Setting=Multi-Source2022.09 | 66.4 | 26.5 | 56.6 | 18.9 | 68 | 55.5 | 48.6 | |
| T-SVDNetSetting=Multi-Source2022.09 | 66.1 | 25 | 54.3 | 16.5 | 65.4 | 54.6 | 47 | |
| PTMDASetting=Multi-Source2022.09 | 66 | 28.5 | 58.4 | 13 | 63 | 54.1 | 47.2 | |
| MPASetting=Multi-Source2022.09 | 65.2 | 47.3 | 62 | 10.2 | 82 | 57.9 | 54.1 | |
| PFSASetting=Multi-Source2022.09 | 64.5 | 29.2 | 57.6 | 17.2 | 67.2 | 55.1 | 48.5 | |
| CMSSBackbone=ResNet-1012021.06 | 64.2 | 28 | 53.6 | 16 | 63.4 | 53.8 | 46.5 | |
| HDABackbone=ResNet-1012021.06 | 63.6 | 25.9 | 56.1 | 16.6 | 69.1 | 54.3 | 47.6 | |
| Simple PromptSetting=Source Combined, implementation=authors' implementation2022.09 | 63.1 | 41.2 | 57.7 | 10 | 75.8 | 55.8 | 50.6 | |
| LtC-MSDASetting=Multi-Source2022.09 | 63.1 | 28.7 | 56.1 | 16.3 | 66.1 | 53.8 | 47.4 | |
| DAPLSetting=Source Combined, implementation=authors' implementation2022.09 | 62.4 | 43.8 | 59.3 | 10.6 | 81.5 | 54.6 | 52 | |
| GVBGBackbone=ResNet-1012021.06 | 61.5 | 23.9 | 54.2 | 16.4 | 67.8 | 52.5 | 46 | |
| MLMSDABackbone=ResNet-1012021.06 | 61.4 | 26.2 | 51.9 | 19.1 | 57 | 50.3 | 44.3 | |
| CLIPSetting=Zero-Shot2022.09 | 61.3 | 42 | 56.1 | 10.3 | 79.3 | 54.1 | 50.5 | |
| MDANBackbone=ResNet-1012021.06 | 60.3 | 25 | 50.3 | 8.2 | 61.5 | 51.3 | 42.8 | |
| M³SDA-βBackbone=ResNet-1012021.06 | 58.6 | 26 | 52.3 | 6.3 | 62.7 | 49.5 | 42.6 | |
| M3SDA-BSetting=Multi-Source2022.09 | 58.6 | 26 | 52.3 | 6.3 | 62.7 | 49.5 | 42.6 | |
| M³SDABackbone=ResNet-1012021.06 | 57.2 | 24.2 | 51.6 | 5.2 | 61.6 | 49.6 | 41.5 | |
| MCDBackbone=ResNet-1012021.06 | 54.3 | 22.1 | 45.7 | 7.6 | 58.4 | 43.5 | 38.5 | |
| MCDSetting=Source Combined2022.09 | 54.3 | 22.1 | 45.7 | 7.6 | 58.4 | 43.5 | 38.5 | |
| DCTNBackbone=ResNet-1012021.06 | 48.6 | 23.5 | 48.8 | 7.2 | 53.5 | 47.3 | 38.2 | |
| Source-OnlyBackbone=ResNet-1012021.06 | 47.6 | 13 | 38.1 | 13.3 | 51.9 | 33.7 | 32.9 | |
| ADDABackbone=ResNet-1012021.06 | 47.5 | 11.4 | 36.7 | 14.7 | 49.1 | 33.5 | 32.2 | |
| DANNBackbone=ResNet-1012021.06 | 45.5 | 13.1 | 37 | 13.2 | 48.9 | 31.8 | 32.6 | |
| DANNSetting=Source Combined2022.09 | 45.5 | 13.1 | 37 | 13.2 | 48.9 | 31.8 | 32.6 |