Image Classification on Multi-Domain OOD Test Set (PACS, VLCS, OfficeHome, TerraIncognita, DomainNet)
97.6PACS AccuracySHED
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SHED2026.05 | 97.6 | 85.4 | 87.7 | 62.5 | 63.9 | 79.4 | |
| CLIPoodVenue=ICML’232026.05 | 97.3 | 85 | 87 | 60.4 | 63.5 | 78.6 | |
| CLIPCEILVenue=NeurIPS’242026.05 | 97.2 | 85.2 | 87.7 | 62 | 63.6 | 79.1 | |
| Diverse Text PromptsVenue=CVPR’252026.05 | 97 | 84.8 | 87.7 | 63.3 | 63.1 | 79.2 | |
| SPGBackbone=ViT-B/162024.04 | 96.7 | 76.7 | 83.9 | 38 | — | 73.8 | |
| VLV2-SDVenue=CVPR’242026.05 | 96.7 | 83.3 | 87.4 | 58.5 | 62.8 | 77.7 | |
| Style-Homogenized Zero-Shot2026.05 | 96.5 | 79.7 | 84.6 | 34.2 | 60 | 71 | |
| CoOpBackbone=ViT-B/162024.04 | 96.2 | 72.8 | 83.1 | 32.1 | — | 71.1 | |
| CLIP Zero-ShotVenue=ICML’212026.05 | 96.2 | 81.7 | 82 | 33.4 | 57.5 | 70.2 | |
| ERM2026.05 | 96.1 | 83 | 83.3 | 60.9 | 59.9 | 76.7 | |
| DPLBackbone=ViT-B/162024.04 | 96 | 72.7 | 83.6 | 30.2 | — | 70.6 | |
| CoOpVenue=IJCV’222026.05 | 96 | 81.1 | 83.5 | 47 | 59.8 | 73.5 | |
| CoCoOpBackbone=ViT-B/162024.04 | 95.8 | 72.6 | 83.3 | 34.2 | — | 71.5 | |
| VPTBackbone=ViT-B/162024.04 | 95.7 | 77.7 | 82.5 | 26.2 | — | 70.5 | |
| CoCoOpVenue=CVPR’222026.05 | 95.7 | 83.1 | 84.3 | 50.4 | 60 | 74.7 | |
| MIROVenue=ECCV’222026.05 | 95.6 | 82.2 | 82.5 | 54.3 | 54 | 73.7 | |
| MaPLeBackbone=ViT-B/162024.04 | 95.1 | 74.4 | 83.9 | 27.3 | — | 70.2 | |
| ZS-CLIPBackbone=ViT-B/16, Protocol=Zero-shot2024.04 | 94.5 | 80.5 | 82.1 | 30.9 | — | 72 | |
| SWADBackbone=ResNet-502021.02 | 88.1 | 79.1 | 70.6 | 50 | 46.5 | 66.9 | |
| DSONBackbone=ResNet-502021.02 | 86.6 | — | — | — | — | — | |
| SagNetBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 86.3 | 77.8 | 68.1 | 48.6 | 40.3 | 64.2 | |
| CORALBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 86.2 | 78.8 | 68.7 | 47.7 | 41.5 | 64.5 | |
| EISNetBackbone=ResNet-502021.02 | 85.8 | — | — | — | — | — | |
| ERMBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 85.5 | 77.5 | 66.5 | 46.1 | 40.9 | 63.3 | |
| pAdaINBackbone=ResNet-502021.02 | 85.4 | — | — | — | — | — | |
| ERBackbone=ResNet-502021.02 | 85.3 | — | — | — | — | — | |
| RSCBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 85.2 | 77.1 | 65.5 | 46.6 | 38.9 | 62.7 | |
| MixstyleBackbone=ResNet-50, Reproduction=True2021.02 | 85.2 | 77.9 | 60.4 | 44 | 34 | 60.3 | |
| ARMBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 85.1 | 77.6 | 64.8 | 45.5 | 35.5 | 61.7 | |
| MLDGBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 84.9 | 77.2 | 66.8 | 47.8 | 41.2 | 63.6 | |
| VRExBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 84.9 | 78.3 | 66.4 | 46.4 | 33.6 | 61.9 | |
| MMDBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 84.7 | 77.5 | 66.4 | 42.2 | 23.4 | 58.8 | |
| I-MixupBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 84.6 | 77.4 | 68.1 | 47.9 | 39.2 | 63.4 | |
| MTLBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 84.6 | 77.2 | 66.4 | 45.6 | 40.6 | 62.9 | |
| GroupDROBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 84.4 | 76.7 | 66 | 43.2 | 33.3 | 60.7 | |
| ERMBackbone=ResNet-50, Reproduction=True2021.02 | 84.2 | 77.3 | 67.6 | 47.8 | 44 | 64.2 | |
| DANNBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 83.7 | 78.6 | 65.9 | 46.7 | 38.3 | 62.6 | |
| MetaRegBackbone=ResNet-502021.02 | 83.6 | — | — | — | 43.6 | — | |
| IRMBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 83.5 | 78.6 | 64.3 | 47.6 | 33.9 | 61.6 | |
| DMGBackbone=ResNet-502021.02 | 83.4 | — | — | — | 43.6 | — | |
| MASFBackbone=ResNet-502021.02 | 82.7 | — | — | — | — | — | |
| CDANNBackbone=ResNet-50, Source=Gulrajani and Lopez-Paz [22]2021.02 | 82.6 | 77.5 | 65.7 | 45.8 | 38.3 | 62 |