Partial-set Unsupervised Domain Adaptation on Office-Home Partial-set 76
73Accuracy (Ar -> Cl)TransDA*
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TransDA*Type=Mod., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 73 | 79.5 | 90.9 | 72 | 83.4 | 86 | 81.1 | 71 | 86.9 | 87.8 | 74.9 | 89.2 | 81.3 | |
| DINEType=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 67.8 | 92 | 91.8 | 84.5 | 89.1 | 87.7 | 83.5 | 63.9 | 91.7 | 87 | 65.9 | 91.3 | 83 | |
| SHOT++Type=Mod., Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 66 | 86.1 | 92.8 | 77.9 | 77.5 | 87.6 | 78.6 | 66.4 | 89.7 | 81.5 | 67.9 | 87.2 | 79.9 | |
| DINE (full)Type=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 65.3 | 90.3 | 91.1 | 84.3 | 89.7 | 86.4 | 83.7 | 62.1 | 91.2 | 86.3 | 64.7 | 90.3 | 82.1 | |
| SHOTType=Mod., Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 64.6 | 85.1 | 92.9 | 78.4 | 76.8 | 86.9 | 79 | 65.7 | 89 | 81.1 | 67.7 | 86.4 | 79.5 | |
| MCCType=Data, Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 63.1 | 80.8 | 86 | 70.8 | 72.1 | 80.1 | 75 | 60.8 | 85.9 | 78.6 | 65.2 | 82.8 | 75.1 | |
| JUMBOTType=Data, Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 62.7 | 77.5 | 84.4 | 76 | 73.3 | 80.5 | 74.7 | 60.8 | 85.1 | 80.2 | 66.5 | 83.9 | 75.5 | |
| BA3USType=Data, Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 60.6 | 83.2 | 88.4 | 71.8 | 72.8 | 83.4 | 75.5 | 61.6 | 86.5 | 79.3 | 62.8 | 86.1 | 76 | |
| SD-SHOTType=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 58.2 | 84.1 | 89.7 | 82.5 | 81.7 | 84.8 | 81.8 | 51 | 88.9 | 85.8 | 57.7 | 83.6 | 77.5 | |
| DINEType=Pred., Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 58.1 | 83.4 | 89.2 | 78 | 80 | 80.6 | 74.2 | 56.6 | 85.9 | 80.6 | 62.9 | 84.8 | 76.2 | |
| DINE (full)Type=Pred., Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 55.6 | 79 | 85.3 | 75.3 | 77.6 | 78.5 | 74.1 | 56.7 | 83.8 | 78.4 | 59.6 | 83.1 | 73.9 | |
| No Adapt.Type=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 55.4 | 83.5 | 89.1 | 79 | 80.6 | 84.3 | 77.7 | 45.8 | 87.7 | 83.3 | 52.6 | 85.5 | 75.4 | |
| HD-SHOTType=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 54.9 | 82.2 | 88 | 79.6 | 77.7 | 83.6 | 78.1 | 48.4 | 86 | 83.4 | 53.1 | 81.3 | 74.7 | |
| SD-SHOTType=Pred., Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 54.2 | 81.8 | 88.9 | 74.8 | 76.5 | 81 | 73.5 | 50.6 | 84.2 | 79.8 | 58.4 | 83.7 | 74 | |
| HD-SHOTType=Pred., Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 51.2 | 76.2 | 85.7 | 68.8 | 70.6 | 77.5 | 69.2 | 49.6 | 81.4 | 75.9 | 54.1 | 80.7 | 70.1 | |
| NLL-OTType=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 49.7 | 75 | 80.2 | 68.8 | 73.1 | 77.2 | 69.3 | 44.6 | 80.2 | 75.8 | 49.1 | 78.5 | 68.5 | |
| NLL-KLType=Pred., Source Backbone=ViT, Target Backbone=ResNet-502021.04 | 45.9 | 59.4 | 62.2 | 57.7 | 59.4 | 59.6 | 56 | 41.5 | 60.8 | 58.4 | 44.8 | 60.1 | 55.5 | |
| No Adapt.Type=Pred., Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 44.9 | 70.5 | 80.7 | 57.2 | 57.5 | 61.3 | 67.2 | 60.9 | 76 | 70.9 | 47.6 | 76.9 | 62.9 | |
| NLL-OTType=Pred., Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 42.7 | 64.2 | 71.7 | 56.7 | 57.2 | 58.5 | 64.5 | 41.6 | 67.5 | 64.2 | 45.1 | 69 | 58.6 | |
| NLL-KLType=Pred., Source Backbone=ResNet-50, Target Backbone=ResNet-502021.04 | 38.9 | 53.8 | 60.5 | 49.2 | 50.5 | 55.9 | 50 | 38.9 | 58 | 57 | 41.7 | 59.6 | 51.2 |