Multi-Target Unsupervised Domain Adaptation on PACS (test)
89.2Accuracy (C)SPM
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SPMSource=Photo, SF=true, Backbone=ResNet-182025.05 | 89.2 | 85.2 | 66.4 | — | 82.6 | — | — | — | — | — | — | — | — | |
| NELSource=Art-Painting, SF=true, Backbone=ResNet-182025.05 | 82.8 | — | 49.8 | 96 | 68.4 | — | — | — | — | — | — | — | — | |
| AdaContrastSource=Photo, SF=true, Backbone=ResNet-182025.05 | 77.9 | 70.1 | 62.9 | — | 75.4 | — | — | — | — | — | — | — | — | |
| SPMSource=Art-Painting, SF=true, Backbone=ResNet-182025.05 | 76.4 | — | 81 | 97.7 | 82.6 | — | — | — | — | — | — | — | — | |
| NELSource=Photo, SF=true, Backbone=ResNet-182025.05 | 76.1 | 80.1 | 25.9 | — | 68.4 | — | — | — | — | — | — | — | — | |
| AdaContrastSource=Art-Painting, SF=true, Backbone=ResNet-182025.05 | 72.7 | — | 72.9 | 95.9 | 75.4 | — | — | — | — | — | — | — | — | |
| KDSource=Art-Painting, SF=false, Backbone=ResNet-182025.05 | 46.6 | — | 57.5 | 35.6 | 46.6 | — | — | — | — | — | — | — | — | |
| KDSource=Photo, SF=false, Backbone=ResNet-182025.05 | 32.2 | 24.6 | 33.8 | — | 46.6 | — | — | — | — | — | — | — | — | |
| ITASource=Art-Painting, SF=false, Backbone=ResNet-182025.05 | 27 | — | 28.9 | 35.7 | 29 | — | — | — | — | — | — | — | — | |
| DSNSource=Art-Painting, SF=false, Backbone=ResNet-182025.05 | 25.8 | — | 26.8 | 29.5 | 25.8 | — | — | — | — | — | — | — | — | |
| ITASource=Photo, SF=false, Backbone=ResNet-182025.05 | 23 | 31.4 | 28.2 | — | 29 | — | — | — | — | — | — | — | — | |
| DSNSource=Photo, SF=false, Backbone=ResNet-182025.05 | 21.1 | 28.4 | 25.6 | — | 25.8 | — | — | — | — | — | — | — | — | |
| ADDASource=Photo, SF=false, Backbone=ResNet-182025.05 | 20.1 | 24.3 | 22.4 | — | 22.6 | — | — | — | — | — | — | — | — | |
| 1-NNSource=Art-Painting, SF=false, Backbone=ResNet-182025.05 | 19.7 | — | 22.7 | 22.7 | 20.7 | — | — | — | — | — | — | — | — | |
| 1-NNSource=Photo, SF=false, Backbone=ResNet-182025.05 | 18.1 | 15.2 | 25.6 | — | 20.7 | — | — | — | — | — | — | — | — | |
| ADDASource=Art-Painting, SF=false, Backbone=ResNet-182025.05 | 17.6 | — | 18.9 | 32.5 | 22.6 | — | — | — | — | — | — | — | — | |
| ADDABackbone=LeNet2020.07 | — | — | — | — | — | 24.3 | 22.4 | 20.1 | 22.3 | 17.8 | 18.9 | 32.8 | 23.2 | |
| MT-MTDABackbone=LeNet2020.07 | — | — | — | — | — | 24.6 | 32.2 | 33.8 | 30.2 | 46.6 | 57.5 | 35.6 | 46.6 | |
| MTDA-ITABackbone=LeNet2020.07 | — | — | — | — | — | 31.4 | 23 | 28.2 | 27.6 | 27 | 28.9 | 35.7 | 30.5 |