Domain Generalization on DomainNet (Per-Domain Accuracy)
75.28Clipart AccuracySTART-X
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| START-XParams=22M, Backbone=VMamba, Model Type=SSM-based models2024.10 | 75.28 | 29.36 | 60.33 | 19.55 | 71.01 | 61.3 | 52.81 | — | — | — | — | — | — | — | |
| START-MParams=22M, Backbone=VMamba, Model Type=SSM-based models2024.10 | 75.11 | 29.41 | 60.25 | 19.31 | 71.05 | 61.58 | 52.79 | — | — | — | — | — | — | — | |
| Strong baselineParams=22M, Backbone=VMamba, Model Type=SSM-based models2024.10 | 74.12 | 28.06 | 58.26 | 17.85 | 70.1 | 60.33 | 51.45 | — | — | — | — | — | — | — | |
| FishBackbone=ResNet50, Known:Unknown ratio=100:2452026.06 | 73.39 | 31.79 | 62.29 | 21.11 | 74.49 | 68.01 | 55.18 | 63.71 | 26.42 | 52.41 | 15.21 | 64.4 | 58.33 | 46.75 | |
| MEDIC++Backbone=ResNet50, Known:Unknown ratio=100:2452026.06 | 73.38 | 32.93 | 63.07 | 22.48 | 75.65 | 69.29 | 56.13 | 64.07 | 27.37 | 54.12 | 16.67 | 66.18 | 59.91 | 48.05 | |
| MEDICBackbone=ResNet50, Known:Unknown ratio=100:2452026.06 | 73.31 | 31.32 | 63.15 | 22.45 | 75.87 | 68.5 | 55.77 | 64.05 | 26.13 | 53.96 | 16.64 | 65.89 | 59.64 | 47.72 | |
| ARPLBackbone=ResNet50, Known:Unknown ratio=100:2452026.06 | 73.25 | 30.05 | 62.65 | 22.1 | 73.7 | 68.23 | 55 | 63.52 | 23.92 | 52.12 | 15.95 | 63.39 | 58.95 | 46.31 | |
| SWADBackbone=ResNet50, Known:Unknown ratio=100:2452026.06 | 72.83 | 31.87 | 63.4 | 23.4 | 75.14 | 68.39 | 55.84 | 62.98 | 26.63 | 53.89 | 17.3 | 65.08 | 59.25 | 47.52 | |
| CrossMatchBackbone=ResNet50, Known:Unknown ratio=100:2452026.06 | 72.15 | 32.38 | 61.4 | 21.47 | 74.73 | 67.79 | 54.99 | 62.09 | 26.19 | 51.61 | 15.75 | 65.06 | 58.19 | 46.48 | |
| MLDGBackbone=ResNet50, Known:Unknown ratio=100:2452026.06 | 71.63 | 32.56 | 61.55 | 21.74 | 75.34 | 68.12 | 55.16 | 62.04 | 26.85 | 51.2 | 15.86 | 65.19 | 58.68 | 46.64 | |
| ERMBackbone=ResNet50, Known:Unknown ratio=100:2452026.06 | 71.62 | 31.62 | 61.17 | 21.06 | 75.13 | 67.4 | 54.67 | 61.67 | 26.06 | 51.32 | 15.31 | 65.21 | 57.72 | 46.21 | |
| MIROBackbone=ResNet50, Known:Unknown ratio=100:2452026.06 | 71.55 | 31.38 | 59.66 | 19.06 | 75.95 | 65.14 | 53.79 | 61.45 | 25.03 | 50.78 | 13.27 | 66.07 | 55.07 | 45.28 | |
| MixStyleBackbone=ResNet50, Known:Unknown ratio=100:2452026.06 | 71.1 | 30.46 | 60.96 | 21.68 | 73.13 | 67.04 | 54.06 | 61.42 | 25.14 | 51.47 | 15.85 | 62.81 | 58.04 | 45.79 | |
| EOAParams=23M, Backbone=ResNet-50, Model Type=CNN2024.10 | 68.3 | 23.1 | 54.5 | 16.3 | 66.9 | 57 | 47.7 | — | — | — | — | — | — | — | |
| PCLParams=23M, Backbone=ResNet-50, Model Type=CNN2024.10 | 67.9 | 24.3 | 55.3 | 15.7 | 66.6 | 56.4 | 47.7 | — | — | — | — | — | — | — | |
| iDAGParams=23M, Backbone=ResNet-50, Model Type=CNN2024.10 | 67.9 | 24.2 | 55 | 16.4 | 66.1 | 56.9 | 47.7 | — | — | — | — | — | — | — | |
| DoPromptParams=86M, Model Type=ViT-based or MLP-like models2024.10 | 67.7 | 24.6 | 54.9 | 17.5 | 69.6 | 55.2 | 48.3 | — | — | — | — | — | — | — | |
| AGFAParams=23M, Backbone=ResNet-50, Model Type=CNN2024.10 | 66.7 | 22.9 | 54 | 16.7 | 65.9 | 56.3 | 47.1 | — | — | — | — | — | — | — | |
| CCFPParams=23M, Backbone=ResNet-50, Model Type=CNN2024.10 | 66.4 | 22.9 | 54 | 16.2 | 64.5 | 56.7 | 46.8 | — | — | — | — | — | — | — | |
| SAGMParams=23M, Backbone=ResNet-50, Model Type=CNN2024.10 | 64.9 | 21.1 | 51.5 | 14.8 | 64.1 | 53.6 | 45 | — | — | — | — | — | — | — | |
| GMDGParams=23M, Backbone=ResNet-50, Model Type=CNN2024.10 | 63.4 | 22.4 | 51.4 | 13.4 | 64.4 | 52.4 | 44.6 | — | — | — | — | — | — | — | |
| SDVITParams=22M, Model Type=ViT-based or MLP-like models2024.10 | 63.4 | 22.9 | 53.7 | 15 | 67.4 | 52.6 | 45.8 | — | — | — | — | — | — | — | |
| DeepAllParams=23M, Backbone=ResNet-50, Model Type=CNN2024.10 | 63 | 21.2 | 50.1 | 13.9 | 63.7 | 52 | 44 | — | — | — | — | — | — | — | |
| DomainDropParams=23M, Backbone=ResNet-50, Model Type=CNN2024.10 | 62.4 | 21 | 50.5 | 13.8 | 64.6 | 52.4 | 44.1 | — | — | — | — | — | — | — | |
| PGradParams=23M, Backbone=ResNet-50, Model Type=CNN2024.10 | 57 | 18.2 | 48.4 | 13 | 60.9 | 48.8 | 41 | — | — | — | — | — | — | — | |
| EQRMParams=23M, Backbone=ResNet-50, Model Type=CNN2024.10 | 56.1 | 19.6 | 46.3 | 12.9 | 61.1 | 50.3 | 41 | — | — | — | — | — | — | — |