Image Classification on PACS (single-target setting)
89.7Accuracy (P vs A)SPM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SPMBackbone=ResNet-18, Adaptation Protocol=single-target2025.05 | 89.7 | 82.3 | 74.5 | 99.1 | 87.9 | 86.4 | 86.7 | |
| Foreground-Background AugmentationSource-Free=true, Backbone=ResNet-182025.04 | 83.7 | 76.4 | 77 | 98.4 | 82.9 | 85.3 | 84 | |
| NELBackbone=ResNet-18, Adaptation Protocol=single-target2025.05 | 82.6 | 80.5 | 32.3 | 98.4 | 84.3 | 56.1 | 72.4 | |
| NELSource-Free=true, Backbone=ResNet-182025.04 | 82.6 | 80.5 | 32.3 | 98.4 | 84.3 | 56.1 | 72.4 | |
| AdaContrastBackbone=ResNet-18, Adaptation Protocol=single-target, reproduced=true2025.05 | 81.3 | 72.2 | 66.7 | 98.7 | 79.7 | 77.9 | 79.4 | |
| AdaContrastSource-Free=true, Backbone=ResNet-18, Note=reproduced results2025.04 | 81.3 | 72.2 | 66.7 | 98.7 | 79.7 | 77.9 | 79.4 |