Multi-source Domain Generalization on PACS
97AccuracySPG
Evaluation Results
| Method | Links | |
|---|---|---|
| SPGBackbone=CLIP ViT-B/162024.04 | 97 | |
| VPTBackbone=CLIP ViT-B/162024.04 | 96.9 | |
| CoCoOpBackbone=CLIP ViT-B/162024.04 | 96.7 | |
| MaPLeBackbone=CLIP ViT-B/162024.04 | 96.5 | |
| CoOpBackbone=CLIP ViT-B/162024.04 | 96.4 | |
| DPLBackbone=CLIP ViT-B/162024.04 | 96.4 | |
| ZS-CLIPBackbone=CLIP ViT-B/16, Evaluation Protocol=Zero-shot2024.04 | 96.1 | |
| VPBackbone=CLIP ViT-B/162024.04 | 95.8 | |
| Lin. Prob.Backbone=CLIP ViT-B/16, Evaluation Protocol=Linear Probing2024.04 | 94.9 | |
| SPGBackbone=CLIP RN502024.04 | 92.8 | |
| CoCoOpBackbone=CLIP RN502024.04 | 91.9 | |
| DPLBackbone=CLIP RN502024.04 | 91.8 | |
| PAPTVenue=-2026.06 | 91.69 | |
| CoOpBackbone=CLIP RN502024.04 | 91.3 | |
| ZS-CLIPBackbone=CLIP RN50, Evaluation Protocol=Zero-shot2024.04 | 90.7 | |
| Lin. Prob.Backbone=CLIP RN50, Evaluation Protocol=Linear Probing2024.04 | 90.6 | |
| VPBackbone=CLIP RN502024.04 | 90.2 | |
| RESVenue=ECCV’242026.06 | 90 | |
| SMOSVenue=CVPR’242026.06 | 89.4 | |
| SWADBackbone=RN502024.04 | 88.1 | |
| DomainDropVenue=ICCV’232026.06 | 87.9 | |
| SAGMVenue=CVPR’232026.06 | 86.6 | |
| SagNetVenue=CVPR’212026.06 | 86.3 | |
| CORALVenue=ICCV’162026.06 | 86.2 | |
| GSAMVenue=ICLR’222026.06 | 85.9 | |
| SAMVenue=ICLR’212026.06 | 85.8 | |
| ERMBackbone=RN502024.04 | 85.7 | |
| GMDGVenue=CVPR’242026.06 | 85.6 | |
| ERMVenue=ICLR’212026.06 | 85.5 | |
| MIROBackbone=RN502024.04 | 85.4 | |
| MiroVenue=ECCV’222026.06 | 85.4 | |
| RSCVenue=ECCV’202026.06 | 85.2 | |
| MixstyleVenue=ICLR’212026.06 | 85.2 | |
| MLDGVenue=AAAI’182026.06 | 84.9 | |
| VRExVenue=ICML’212026.06 | 84.9 | |
| GroupDROVenue=ICLR’202026.06 | 84.4 | |
| DANNVenue=IJCAI’162026.06 | 83.6 |