Partial Domain Adaptation on Office-Home PDA protocol (first 25 categories)
65Accuracy A:CMLNet
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MLNetsetting=Partial Domain Adaptation2023.12 | 65 | 79.7 | 87.9 | 77.2 | 75.4 | 86 | 80.3 | 63.9 | 87.3 | 81.4 | 68.5 | 84.6 | 78.1 | |
| MCCBackbone=ResNet-502019.12 | 63.1 | 80.8 | 86 | 70.8 | 72.1 | 80.1 | 75 | 60.8 | 85.9 | 78.6 | 65.2 | 82.8 | 75.1 | |
| AFNBackbone=ResNet-502019.12 | 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 | |
| MATHSsetting=Partial Domain Adaptation2023.12 | 56.3 | 74.8 | 85.6 | 71.2 | 69.4 | 83.5 | 70.6 | 52.7 | 83.6 | 76.5 | 57.3 | 82.9 | 72 | |
| GATEsetting=Partial Domain Adaptation2023.12 | 55.8 | 75.9 | 85.3 | 73.6 | 70.2 | 83 | 72.1 | 59.5 | 84.7 | 79.6 | 63.9 | 83.8 | 74 | |
| TNTsetting=Partial Domain Adaptation2023.12 | 55.1 | 75.3 | 84.6 | 72.9 | 70 | 82.5 | 71.4 | 58.7 | 83.3 | 79.1 | 62.4 | 83.2 | 73.2 | |
| DCCsetting=Partial Domain Adaptation2023.12 | 54.2 | 47.5 | 57.5 | 83.8 | 71.6 | 86.2 | 63.7 | 65 | 75.2 | 85.5 | 78.2 | 82.6 | 70.9 | |
| DANCEsetting=Partial Domain Adaptation2023.12 | 53.6 | 73.2 | 84.9 | 70.8 | 67.3 | 82.6 | 70 | 50.9 | 84.8 | 77 | 55.9 | 81.8 | 71.1 | |
| PADABackbone=ResNet-502019.12 | 51.2 | 67 | 78.7 | 52.2 | 53.8 | 59 | 52.6 | 43.2 | 78.8 | 73.7 | 56.6 | 77.1 | 62 | |
| CMUsetting=Partial Domain Adaptation2023.12 | 50.9 | 74.2 | 78.4 | 62.2 | 64.1 | 72.5 | 63.5 | 47.9 | 78.3 | 72.4 | 54.7 | 78.9 | 66.5 | |
| Baselinesetting=Partial Domain Adaptation2023.12 | 50.4 | 70.1 | 79.6 | 61.9 | 62.9 | 70 | 61.2 | 45.9 | 77.2 | 71.6 | 52.7 | 77.3 | 65.1 | |
| JANBackbone=ResNet-502019.12 | 45.9 | 61.2 | 68.9 | 50.4 | 59.7 | 61 | 45.8 | 43.4 | 70.3 | 63.9 | 52.4 | 76.8 | 58.3 | |
| DANBackbone=ResNet-502019.12 | 44.4 | 61.8 | 74.5 | 41.8 | 45.2 | 54.1 | 46.9 | 38.1 | 68.4 | 64.4 | 51.5 | 74.3 | 56.3 | |
| ResNetBackbone=ResNet-502019.12 | 38.6 | 60.8 | 75.2 | 39.9 | 48.1 | 52.9 | 49.7 | 30.9 | 70.8 | 65.4 | 41.8 | 70.4 | 53.7 | |
| UANsetting=Partial Domain Adaptation2023.12 | 24.5 | 35 | 41.5 | 34.7 | 32.3 | 32.7 | 32.7 | 21.1 | 43 | 39.7 | 26.6 | 46 | 34.2 |