Single-domain Generalization on PACS
88.09Accuracy (P)PADG
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PADGBackbone=ResNet-502025.07 | 88.09 | 90.6 | 87.75 | 95 | 90.36 | |
| CLIPBackbone=ResNet-502025.07 | 86.11 | 87.57 | 86.96 | 94.13 | 88.69 | |
| CoOpVenue=IJCV’22, Backbone=ResNet-502025.07 | 72.13 | 88.28 | 85.24 | 73.99 | 79.91 | |
| UDIMVenue=ICLR’24, Backbone=ResNet-502025.07 | 68.8 | 82.4 | 84.2 | 64 | 74.9 | |
| PAPTBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 62.12 | 69.84 | 78.57 | 80.34 | 72.72 | |
| Prompt-DrivenBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 60.09 | 78.77 | 82.69 | 62.94 | 71.12 | |
| Meta-CasualBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 59.6 | 77.13 | 80.14 | 62.55 | 69.86 | |
| P-RCBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 57.11 | 76.98 | 78.54 | 62.89 | 68.88 | |
| ITTAVenue=CVPR’23, Backbone=ResNet-502025.07 | 56.5 | 78.4 | 79.8 | 60.7 | 68.8 | |
| ITTABackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 56.5 | 78.4 | 79.8 | 60.7 | 68.8 | |
| MixstyleVenue=ICLR’21, Backbone=ResNet-502025.07 | 56.1 | 78.1 | 78.8 | 54.7 | 66.9 | |
| RSC+ASRBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 54.6 | 76.7 | 79.3 | 61.6 | 68.1 | |
| MADBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 52.95 | 75.51 | 77.25 | 57.75 | 65.87 | |
| L2DBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 52.29 | 76.91 | 77.88 | 53.66 | 65.18 | |
| DANNVenue=IJCAI’16, Backbone=ResNet-502025.07 | 48.7 | 79 | 76.5 | 57.9 | 65.5 | |
| RIDGVenue=ICCV’23, Backbone=ResNet-502025.07 | 48.5 | 76.2 | 80 | 54.8 | 64.9 | |
| ERMVenue=ICLR’21, Backbone=ResNet-502025.07 | 48.1 | 79.9 | 79.9 | 59.6 | 66.9 | |
| ACVCBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 48.05 | 73.68 | 77.39 | 55.3 | 63.61 | |
| SagNetVenue=CVPR’21, Backbone=ResNet-502025.07 | 47.6 | 77.4 | 78.9 | 56.4 | 65.1 | |
| MixupBackbone=ResNet-502025.07 | 47.3 | 77.4 | 80 | 58.2 | 65.7 | |
| FishrVenue=ICML’22, Backbone=ResNet-502025.07 | 46.9 | 75.9 | 81.1 | 57.2 | 65.3 | |
| SAMVenue=ICLR’21, Backbone=ResNet-502025.07 | 46.7 | 77.7 | 80.5 | 54.2 | 64.8 | |
| MMDVenue=ICCV’18, Backbone=ResNet-502025.07 | 45.2 | 75.4 | 80.1 | 58.2 | 64.7 | |
| ARMVenue=NeurIPS’21, Backbone=ResNet-502025.07 | 45.2 | 76.2 | 75.5 | 61.9 | 64.7 | |
| VRExVenue=ICML’21, Backbone=ResNet-502025.07 | 44.9 | 75.3 | 80.2 | 56.8 | 64.3 | |
| MTLVenue=JMLR’21, Backbone=ResNet-502025.07 | 44.7 | 76.7 | 78.7 | 59.5 | 64.9 | |
| SAGMVenue=CVPR’23, Backbone=ResNet-502025.07 | 44.7 | 78.9 | 79.8 | 55.6 | 64.8 | |
| EFDMixBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 42.5 | 63.2 | 73.9 | 38.1 | 54.4 | |
| DSUBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 42.1 | 71.54 | 74.51 | 47.75 | 58.97 | |
| GroupDROVenue=ICLR’20, Backbone=ResNet-502025.07 | 42 | 79 | 79 | 60.8 | 65.2 | |
| RSCBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 41.6 | 73.4 | 75.9 | 56.2 | 61.8 | |
| AugmixBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 38.3 | 66.54 | 70.16 | 52.48 | 56.87 | |
| CutMixVenue=CVPR’19, Backbone=ResNet-502025.07 | 37.7 | 71.1 | 76.4 | 50.4 | 58.9 | |
| MixstyleBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 37.44 | 67.6 | 70.38 | 34.57 | 52.5 | |
| pAdaInBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 33.66 | 64.96 | 65.24 | 32.04 | 49.98 | |
| ERMBackbone=ResNet-18, Pre-trained=ImageNet2026.06 | 33.65 | 65.38 | 64.2 | 34.15 | 49.34 | |
| DM + SGSIPC=102026.05 | 29 | 39.6 | 33.7 | 22.5 | 31.2 | |
| DM + SGSIPC=202026.05 | 28.2 | 38.3 | 34.2 | 20.4 | 30.3 | |
| HDD-DM + SGSIPC=102026.05 | 27.2 | 37.4 | 34.6 | 22.5 | 30.4 | |
| DMIPC=202026.05 | 27 | 37.9 | 34.5 | 19.3 | 29.7 | |
| HDD-DM + SGSIPC=202026.05 | 26.9 | 37.9 | 36.5 | 23.4 | 31.2 | |
| HDD-DMIPC=102026.05 | 25.1 | 35.7 | 31.5 | 21.2 | 28.4 | |
| HDD-DMIPC=202026.05 | 24.3 | 36.4 | 34.7 | 19.5 | 28.7 | |
| DMIPC=102026.05 | 23.6 | 36.7 | 32.5 | 21.7 | 28.6 |