Domain Generalization on PACS OOD (test)
97.3Average AccuracyCRoFT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CRoFTV-Net=ViT162024.05 | 97.3 | — | — | — | — | — | — | |
| Tip-Adapter-FV-Net=ViT162024.05 | 96.9 | — | — | — | — | — | — | |
| CoCoOpV-Net=ViT162024.05 | 96.8 | — | — | — | — | — | — | |
| Bayes-CALV-Net=ViT162024.05 | 96.6 | — | — | — | — | — | — | |
| CoOpV-Net=ViT162024.05 | 96.3 | — | — | — | — | — | — | |
| CLIPV-Net=ViT162024.05 | 96.1 | — | — | — | — | — | — | |
| CLIP (KNN)V-Net=ViT162024.05 | 96.1 | — | — | — | — | — | — | |
| CLIP-AdapterV-Net=ViT162024.05 | 96.1 | — | — | — | — | — | — | |
| DPLCLIPV-Net=ViT162024.05 | 95.6 | — | — | — | — | — | — | |
| VL2V-ADIPStudent Backbone=ViT-B/16, Strategy=SWAD2023.10 | 94.94 | — | — | — | — | — | — | |
| RISEStudent Backbone=ViT-B/162023.10 | 93.54 | — | — | — | — | — | — | |
| CRoFTV-Net=RN502024.05 | 92.5 | — | — | — | — | — | — | |
| Tip-Adapter-FV-Net=RN502024.05 | 92.2 | — | — | — | — | — | — | |
| CoCoOpV-Net=RN502024.05 | 91.8 | — | — | — | — | — | — | |
| Bayes-CALV-Net=RN502024.05 | 91.8 | — | — | — | — | — | — | |
| CoOpV-Net=RN502024.05 | 91.5 | — | — | — | — | — | — | |
| KDStudent Backbone=ViT-B/16, Strategy=SWAD2023.10 | 91.46 | — | — | — | — | — | — | |
| CLIP-AdapterV-Net=RN502024.05 | 90.9 | — | — | — | — | — | — | |
| CLIPV-Net=RN502024.05 | 90.8 | — | — | — | — | — | — | |
| CLIP (KNN)V-Net=RN502024.05 | 90.8 | — | — | — | — | — | — | |
| Sparse and Shared Feature ActivationsNumber of shots=10-shot2023.04 | 90.4 | 90 | 86.6 | 98.9 | 86.2 | — | — | |
| DPLCLIPV-Net=RN502024.05 | 89.6 | — | — | — | — | — | — | |
| Sparse and Shared Feature ActivationsNumber of shots=5-shot2023.04 | 88.3 | 86.7 | 83.5 | 97.8 | 85 | — | — | |
| ERMNumber of shots=10-shot2023.04 | 87.9 | 88.9 | 84.2 | 97.4 | 81 | — | — | |
| Sparse and Shared Feature ActivationsFramework=DomainBed2023.04 | 87.5 | 86.7 | 83.5 | 97.8 | 83.1 | — | — | |
| ERMNumber of shots=5-shot2023.04 | 87.1 | 85.7 | 79.1 | 98.6 | 84.9 | — | — | |
| Algorithm 1 SelectionSelection Criterion=Algorithm 12021.06 | 86.57 | 88.72 | 81.74 | 96.83 | 79 | 1.66 | — | |
| ERMFramework=DomainBed2023.04 | 85.7 | 88.1 | 79.1 | 97.8 | 77.9 | — | — | |
| Validation Accuracy SelectionSelection Criterion=Validation Accuracy2021.06 | 84.91 | 85.2 | 80.42 | 96.17 | 77.86 | — | — | |
| Sparse and Shared Feature ActivationsNumber of shots=1-shot2023.04 | 81.5 | 81.7 | 71 | 98 | 75.4 | — | — | |
| ERMNumber of shots=1-shot2023.04 | 80.5 | 80.4 | 75.8 | 93.3 | 72.3 | — | — | |
| CLAdapterComparison Target=Baseline, Backbone=ViT2025.12 | — | — | — | — | — | — | 3.6 | |
| CLAdapterComparison Target=SOTA, Backbone=ViT2025.12 | — | — | — | — | — | — | 3.6 |