Unsupervised Domain Adaptation on Office-31 (full)
91.8Average AccuracyCoVi
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CoViBackbone=ResNet-502021.11 | 91.8 | — | — | — | — | — | — | — | — | |
| FixBiBackbone=ResNet-502021.11 | 91.4 | — | — | — | — | — | — | — | — | |
| RSDABackbone=ResNet-502021.11 | 91.1 | — | — | — | — | — | — | — | — | |
| SRDCBackbone=ResNet-502021.11 | 90.8 | — | — | — | — | — | — | — | — | |
| GSDABackbone=ResNet-502021.11 | 89.7 | 95.7 | 99.1 | 100 | 94.8 | 73.5 | 74.9 | — | — | |
| MCCBackbone=ResNet-502021.11 | 89.4 | — | — | — | — | — | — | — | — | |
| SHOT + EvoADABackbone=ResNet-502021.03 | 89.3 | 94 | 97.9 | 100 | 94.2 | 74.6 | 74.9 | — | — | |
| ILA-DA (with CDAN)Backbone=ResNet-50, Base Method=CDAN2021.04 | 89.3 | 95.72 | 99.25 | 100 | 93.37 | 72.1 | 75.4 | — | — | |
| ILA-DABackbone=ResNet-502021.11 | 89.3 | 95.72 | 99.25 | 100 | 93.37 | 72.1 | 75.4 | — | — | |
| SHOTBackbone=ResNet-502021.03 | 88.7 | 90.9 | 98.8 | 99.9 | 93.1 | 74.5 | 74.8 | — | — | |
| BSPBackbone=ResNet-502021.03 | 88.5 | 93.3 | 98.2 | 100 | 93 | 73.6 | 72.6 | — | — | |
| CADA-ABackbone=ResNet-502021.03 | 88.5 | 96.8 | 99 | 99.8 | 93.4 | 71.7 | 70.5 | — | — | |
| TADABackbone=ResNet-502021.03 | 88.4 | 94.3 | 98.7 | 99.8 | 91.6 | 72.9 | 73 | — | — | |
| DMRLBackbone=ResNet-502021.11 | 87.9 | — | — | — | — | — | — | — | — | |
| CDANBackbone=ResNet-502021.03 | 87.7 | 94.1 | 98.6 | 100 | 92.9 | 71 | 69.3 | — | — | |
| CDAN+EBackbone=ResNet-502021.04 | 87.7 | 94.1 | 98.6 | 100 | 92.9 | 71 | 69.3 | — | — | |
| DAABackbone=ResNet-502021.04 | 87.2 | 86.8 | 99.3 | 100 | 88.8 | 74.3 | 73.9 | — | — | |
| DWLBackbone=ResNet-502021.11 | 87.1 | 89.2 | 99.2 | 100 | 91.2 | 73.1 | 69.8 | — | — | |
| CRSTBackbone=ResNet-502021.03 | 86.8 | 89.4 | 98.9 | 100 | 88.7 | 72.6 | 70.9 | — | — | |
| CDANBackbone=ResNet-502021.04 | 86.6 | 93.1 | 98.2 | 100 | 89.8 | 70.1 | 68 | — | — | |
| MCDBackbone=ResNet-502021.03 | 86.5 | 88.6 | 98.5 | 100 | 92.2 | 69.5 | 69.7 | — | — | |
| MCDBackbone=ResNet-502021.04 | 86.5 | 88.6 | 98.5 | 100 | 92.2 | 69.5 | 69.7 | — | — | |
| GTABackbone=ResNet-502021.04 | 86.5 | 89.5 | 97.9 | 99.8 | 87.7 | 72.8 | 71.4 | — | — | |
| MSTNBackbone=ResNet-50, Note=Baseline2021.11 | 86.5 | 91.3 | 98.9 | 100 | 90.4 | 72.7 | 65.6 | — | — | |
| SimNetBackbone=ResNet-502021.04 | 86.2 | 88.6 | 98.2 | 99.7 | 85.3 | 73.4 | 71.8 | — | — | |
| SAFNBackbone=ResNet-502021.04 | 85.7 | 88.8 | 98.4 | 99.8 | 87.7 | 69.8 | 69.7 | — | — | |
| ILA-DA (with DANN)Backbone=ResNet-50, Base Method=DANN2021.04 | 85.54 | 89.05 | 98.49 | 100 | 86.55 | 69.47 | 69.72 | — | — | |
| MADABackbone=ResNet-502021.04 | 85.2 | 90 | 97.4 | 99.6 | 87.8 | 70.3 | 66.4 | — | — | |
| JANBackbone=ResNet-502021.03 | 84.6 | 86 | 96.7 | 99.7 | 85.1 | 69.2 | 70.7 | — | — | |
| ADDABackbone=ResNet-502021.04 | 82.9 | 86.2 | 96.2 | 98.4 | 77.8 | 69.5 | 68.9 | — | — | |
| DANNBackbone=ResNet-502021.03 | 82.2 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | — | — | |
| DANNBackbone=ResNet-502021.04 | 82.2 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | — | — | |
| RTNBackbone=ResNet-502021.04 | 81.6 | 84.5 | 96.8 | 99.4 | 77.5 | 66.2 | 64.8 | — | — | |
| DANBackbone=ResNet-502021.04 | 80.4 | 80.5 | 97.1 | 99.6 | 78.6 | 63.6 | 62.8 | — | — | |
| ResNet-50Backbone=ResNet-502021.03 | 76.1 | 68.4 | 96.7 | 99.3 | 68.9 | 62.5 | 60.7 | — | — | |
| ResNet-50Backbone=ResNet-502021.04 | 76.1 | 68.4 | 96.7 | 99.3 | 68.9 | 62.5 | 60.7 | — | — |