Image Classification on Office-Home 65->25
81Ar->Cl AccuracyTarget-supervised
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Target-supervisedBackbone=ResNet-502020.12 | 81 | 91.5 | 85.8 | 80 | 91.5 | 85.8 | 80 | 81 | 85.8 | 80 | 81 | 91.5 | 84.6 | |
| SHOT++Backbone=ResNet-50, Augmented=true2020.12 | 65 | 85.8 | 93.4 | 78.8 | 77.4 | 87.3 | 79.3 | 66 | 89.6 | 81.3 | 68.1 | 86.8 | 79.9 | |
| SHOTBackbone=ResNet-502020.12 | 64.6 | 85.1 | 92.9 | 78.4 | 76.8 | 86.9 | 79 | 65.7 | 89 | 81.1 | 67.7 | 86.4 | 79.5 | |
| TSCDABackbone=ResNet-502020.12 | 63.6 | 82.5 | 89.6 | 73.7 | 73.9 | 81.4 | 75.4 | 61.6 | 87.9 | 83.6 | 67.2 | 88.8 | 77.4 | |
| RTNetadvBackbone=ResNet-502020.12 | 63.2 | 80.1 | 80.7 | 66.7 | 69.3 | 77.2 | 71.6 | 53.9 | 84.6 | 77.4 | 57.9 | 85.5 | 72.3 | |
| BA3USBackbone=ResNet-502020.12 | 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 | |
| SHOT-IM++Backbone=ResNet-50, Augmented=true2020.12 | 59.6 | 84.5 | 89 | 73.7 | 74.2 | 79.3 | 77 | 60.7 | 91 | 81.8 | 69.4 | 89.3 | 77.5 | |
| ETNBackbone=ResNet-502020.12 | 59.2 | 77 | 79.5 | 62.9 | 65.7 | 75 | 68.3 | 55.4 | 84.4 | 75.7 | 57.7 | 84.5 | 70.5 | |
| SHOT-IMBackbone=ResNet-502020.12 | 59.1 | 83.9 | 88.5 | 72.7 | 73.5 | 78.4 | 75.9 | 59.9 | 90.3 | 81.3 | 68.6 | 88.7 | 76.7 | |
| SAFNBackbone=ResNet-502020.12 | 58.9 | 76.3 | 81.4 | 70.4 | 73 | 77.8 | 72.4 | 55.3 | 80.4 | 75.8 | 60.4 | 79.9 | 71.8 | |
| DRCNBackbone=ResNet-502020.12 | 54 | 76.4 | 83 | 62.1 | 64.5 | 71 | 70.8 | 49.8 | 80.5 | 77.5 | 59.1 | 79.9 | 69 | |
| IWANBackbone=ResNet-502020.12 | 53.9 | 54.5 | 78.1 | 61.3 | 48 | 63.3 | 54.2 | 52 | 81.3 | 76.5 | 56.8 | 82.9 | 63.6 | |
| Source model only++Backbone=ResNet-50, Augmented=true2020.12 | 50.3 | 77.1 | 86.6 | 66.2 | 67.6 | 75.7 | 69.2 | 46.4 | 83.6 | 76.2 | 51.3 | 82.4 | 69.4 | |
| ResNet-50Backbone=ResNet-502020.12 | 46.3 | 67.5 | 75.9 | 59.1 | 59.9 | 62.7 | 58.2 | 41.8 | 74.9 | 67.4 | 48.2 | 74.2 | 61.3 | |
| Source model onlyBackbone=ResNet-502020.12 | 44.9 | 70.5 | 81 | 55.4 | 60.2 | 66.2 | 61.5 | 40.3 | 76.5 | 70.6 | 47.8 | 77.2 | 62.7 | |
| SANBackbone=ResNet-502020.12 | 44.4 | 68.7 | 74.6 | 67.5 | 65 | 77.8 | 59.8 | 44.7 | 80.1 | 72.2 | 50.2 | 78.7 | 65.3 |