Unsupervised Domain Adaptation on Office-Home (train test)
81.2Ar -> Cl AccuracyPMTrans
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PMTransBackbone=ViT2024.07 | 81.2 | 91.6 | 92.4 | 88.9 | 91.6 | 93 | 88.5 | 80 | 93.4 | 89.5 | 82.4 | 94.5 | 88.9 | |
| EUDA - LLBackbone=ViT (DinoV2)2024.07 | 80.6 | 84.9 | 88.4 | 85.2 | 88 | 88.6 | 76.6 | 77.4 | 86.7 | 87.7 | 82.5 | 92.8 | 84.9 | |
| TVTBackbone=ViT2024.07 | 74.89 | 86.82 | 89.47 | 82.78 | 87.95 | 88.27 | 79.81 | 71.94 | 90.13 | 85.46 | 74.62 | 90.56 | 83.56 | |
| TVT BaselineBackbone=ViT2024.07 | 71.94 | 80.67 | 86.67 | 79.93 | 80.38 | 83.52 | 76.89 | 70.93 | 88.27 | 83.02 | 72.91 | 88.44 | 80.3 | |
| CDTransBackbone=ViT (Deit)2024.07 | 68.8 | 85 | 86.9 | 81.5 | 87.1 | 87.3 | 79.6 | 63.3 | 88.2 | 82 | 66 | 90.6 | 80.5 | |
| Source OnlyBackbone=ViT2024.07 | 66.16 | 84.28 | 86.64 | 77.92 | 83.28 | 84.32 | 75.98 | 62.73 | 88.66 | 80.1 | 66.19 | 88.65 | 78.74 | |
| Ours w/ domainIDBackbone=ResNet-50, Source-free=true2021.08 | 57.9 | 78.6 | 81 | 66.7 | 77.2 | 77.2 | 65.6 | 56 | 82.2 | 72 | 57.8 | 83.4 | 71.3 | |
| SHOTBackbone=ResNet-50, Source-free=true2021.08 | 57.1 | 78.1 | 81.5 | 68 | 78.2 | 78.1 | 67.4 | 54.9 | 82.2 | 73.3 | 58.8 | 84.3 | 71.8 | |
| SHOTBackbone=ResNet2024.07 | 57.1 | 78.1 | 81.5 | 68 | 78.2 | 78.1 | 67.4 | 54.9 | 82.2 | 73.3 | 58.8 | 84.3 | 71.8 | |
| IABackbone=ResNet-50, Source-free=false2021.08 | 56 | 77.9 | 79.2 | 64.4 | 73.1 | 74.4 | 64.2 | 54.2 | 79.9 | 71.2 | 58.1 | 83.1 | 69.5 | |
| Source OnlyBackbone=ViT (Deit)2024.07 | 55.6 | 73 | 79.4 | 70.6 | 72.9 | 76.3 | 67.5 | 51 | 81 | 74.5 | 53.2 | 82.7 | 69.8 | |
| MDDBackbone=ResNet-50, Source-free=false2021.08 | 54.9 | 73.7 | 77.8 | 60 | 71.4 | 71.8 | 61.2 | 53.6 | 78.1 | 72.5 | 60.2 | 82.3 | 68.1 | |
| TADABackbone=ResNet2024.07 | 53.1 | 72.3 | 77.2 | 59.1 | 71.2 | 72.1 | 59.7 | 53.1 | 78.4 | 72.4 | 60 | 82.9 | 67.6 | |
| BNMBackbone=ResNet-50, Source-free=false2021.08 | 52.3 | 73.9 | 80 | 63.3 | 72.9 | 74.9 | 61.7 | 49.5 | 79.7 | 70.5 | 53.6 | 82.2 | 67.9 | |
| SRDCBackbone=ResNet-50, Source-free=false2021.08 | 52.3 | 76.3 | 81 | 69.5 | 76.2 | 78 | 68.7 | 53.8 | 81.7 | 76.3 | 57.1 | 85 | 71.3 | |
| BDGBackbone=ResNet-50, Source-free=false2021.08 | 51.5 | 73.4 | 78.7 | 65.3 | 71.5 | 73.7 | 65.1 | 49.7 | 81.1 | 74.6 | 55.1 | 84.8 | 68.7 | |
| CDANBackbone=ResNet-50, Source-free=false2021.08 | 50.7 | 70.6 | 76 | 57.6 | 70 | 70 | 57.4 | 50.9 | 77.3 | 70.9 | 56.7 | 81.6 | 65.8 | |
| CDANBackbone=ResNet2024.07 | 50.7 | 70.6 | 76 | 57.6 | 70 | 70 | 57.4 | 50.9 | 77.3 | 70.9 | 56.7 | 81.6 | 65.8 | |
| MCDBackbone=ResNet-50, Source-free=false2021.08 | 48.9 | 68.3 | 74.6 | 61.3 | 67.6 | 68.8 | 57 | 47.1 | 75.1 | 69.1 | 52.2 | 79.6 | 64.1 | |
| RevGradBackbone=ResNet2024.07 | 45.6 | 59.3 | 70.1 | 47 | 58.5 | 60.9 | 46.1 | 43.7 | 68.5 | 63.2 | 51.8 | 76.8 | 57.6 | |
| ResNet-50Backbone=ResNet-50, Source-free=false2021.08 | 34.9 | 50 | 58 | 37.4 | 41.9 | 46.2 | 38.5 | 31.2 | 60.4 | 53.9 | 41.2 | 59.9 | 46.1 | |
| Source OnlyBackbone=ResNet2024.07 | 34.9 | 50 | 58 | 37.4 | 41.9 | 46.2 | 38.5 | 31.2 | 60.4 | 53.9 | 41.2 | 59.9 | 46.1 |