Domain Generalization on OfficeHome (leave-one-domain-out)
73.3Art AccuracyALOFT-E
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ALOFT-EBackbone=MLP-like models, Params.=14M2023.03 | 73.3 | 61.12 | 82.32 | 83.45 | 75.05 | |
| ALOFT-SBackbone=MLP-like models, Params.=14M2023.03 | 71.49 | 60.94 | 82.03 | 83.15 | 74.4 | |
| FAMLP-SBackbone=MLP-like models, Params.=44M2023.03 | 70.53 | 64.63 | 81.32 | 82.79 | 74.82 | |
| ViP-SBackbone=MLP-like models, Params.=25M2023.03 | 69.55 | 61.51 | 79.34 | 83.11 | 73.38 | |
| FAMLP-BBackbone=MLP-like models, Params.=25M2023.03 | 69.34 | 62.61 | 79.82 | 82 | 73.44 | |
| ATSRLBackbone=ResNet-50, Params.=23M2023.03 | 69.3 | 60.1 | 81.5 | 82.1 | 73.3 | |
| Strong BaselineBackbone=MLP-like models, Params.=14M2023.03 | 66.83 | 55.58 | 78.86 | 80.29 | 70.39 | |
| L2-ADRBackbone=ResNet-18, Params.=11M2023.03 | 66.4 | 53.3 | 74.9 | 75.3 | 67.5 | |
| SWADBackbone=ResNet-50, Params.=23M2023.03 | 66.1 | 57.7 | 78.4 | 80.2 | 70.6 | |
| gMLP-SBackbone=MLP-like models, Params.=20M2023.03 | 64.81 | 58.33 | 75.78 | 79.31 | 69.56 | |
| MLP-BBackbone=MLP-like models, Params.=59M2023.03 | 63.45 | 56.31 | 77.81 | 79.76 | 69.33 | |
| FishrBackbone=ResNet-50, Params.=23M2023.03 | 63.4 | 54.2 | 76.4 | 78.5 | 68.2 | |
| ResMLP-SBackbone=MLP-like models, Params.=40M2023.03 | 62.42 | 51.94 | 75.4 | 77.21 | 66.74 | |
| CIRLBackbone=ResNet-182022.03 | 61.48 | 55.28 | 75.06 | 76.64 | 67.12 | |
| CIRLBackbone=ResNet-18, Params.=11M2023.03 | 61.48 | 55.28 | 75.06 | 76.64 | 67.12 | |
| XDEDBackbone=ResNet-18, Params.=11M2023.03 | 60.8 | 57.1 | 75.3 | 76.5 | 67.4 | |
| DCGEvaluation Protocol=Leave-one-domain-out, Result Format=mean ± std2023.03 | 60.67 | 55.46 | 75.26 | 76.82 | 67.05 | |
| L2A-OT2021.05 | 60.6 | 50.1 | 74.8 | 77 | 65.6 | |
| L2A-OTBackbone=ResNet-182022.03 | 60.6 | 50.1 | 74.8 | 77 | 65.6 | |
| L2A-OTEvaluation Protocol=Leave-one-domain-out2023.03 | 60.6 | 50.1 | 74.8 | 77 | 65.6 | |
| LFMECategory=MoE-based methods2024.10 | 60.4 | 55.7 | 74.6 | 75.1 | 66.5 | |
| FACT2021.05 | 60.34 | 54.85 | 74.48 | 76.55 | 66.56 | |
| FACTBackbone=ResNet-182022.03 | 60.34 | 54.85 | 74.48 | 76.55 | 66.56 | |
| FACTEvaluation Protocol=Leave-one-domain-out, Result Format=mean ± std2023.03 | 60.34 | 54.85 | 74.48 | 76.55 | 66.56 | |
| FACTBackbone=ResNet-18, Params.=11M2023.03 | 60.34 | 54.85 | 74.48 | 76.55 | 66.56 | |
| MVDGBackbone=ResNet-18, Params.=11M2023.03 | 60.25 | 54.32 | 75.11 | 77.52 | 66.8 | |
| SagNetEvaluation Protocol=Leave-one-domain-out2023.03 | 60.2 | 45.38 | 70.42 | 73.38 | 62.34 | |
| DSUEvaluation Protocol=Leave-one-domain-out2023.03 | 60.2 | 54.8 | 74.1 | 75.1 | 66.1 | |
| CCSA2021.05 | 59.9 | 49.9 | 74.1 | 75.7 | 64.9 | |
| CCSABackbone=ResNet-182022.03 | 59.9 | 49.9 | 74.1 | 75.7 | 64.9 | |
| CCSACategory=Recent methods2024.10 | 59.9 | 49.9 | 74.1 | 75.7 | 64.9 | |
| STNPEvaluation Protocol=Leave-one-domain-out, Result Format=mean ± std2023.03 | 59.55 | 55.01 | 73.57 | 75.52 | 65.89 | |
| StyleNeophileBackbone=ResNet-18, Params.=11M2023.03 | 59.55 | 55.01 | 73.57 | 75.52 | 65.89 | |
| DAELDGCategory=MoE-based methods2024.10 | 59.4 | 55.1 | 74 | 75.7 | 66.1 | |
| DDAIG2021.05 | 59.2 | 52.3 | 74.6 | 76 | 65.5 | |
| DDAIGBackbone=ResNet-182022.03 | 59.2 | 52.3 | 74.6 | 76 | 65.5 | |
| DDAIGEvaluation Protocol=Leave-one-domain-out, Result Format=mean ± std2023.03 | 59.2 | 52.3 | 74.6 | 76 | 65.5 | |
| ERMCategory=Recent methods2024.10 | 58.9 | 49.4 | 74.3 | 76.2 | 64.7 | |
| Meta-DMoECategory=MoE-based methods2024.10 | 58.9 | 55.5 | 73.6 | 74.4 | 65.6 | |
| MixStyleEvaluation Protocol=Leave-one-domain-out, Result Format=mean ± std2023.03 | 58.7 | 53.4 | 74.2 | 75.9 | 65.5 | |
| RSCimplementation=original2021.05 | 58.42 | 47.9 | 71.63 | 74.54 | 63.12 | |
| RSCBackbone=ResNet-182022.03 | 58.42 | 47.9 | 71.63 | 74.54 | 63.12 | |
| RSCEvaluation Protocol=Leave-one-domain-out2023.03 | 58.42 | 47.9 | 71.63 | 74.54 | 63.12 | |
| CrossGrad2021.05 | 58.4 | 49.4 | 73.9 | 75.8 | 64.4 | |
| CrossGradBackbone=ResNet-182022.03 | 58.4 | 49.4 | 73.9 | 75.8 | 64.4 | |
| CrossGradCategory=Recent methods2024.10 | 58.4 | 49.4 | 73.9 | 75.8 | 64.4 | |
| Jigenimplementation=authors' reproduction2021.05 | 57.95 | 49.21 | 72.61 | 74.9 | 63.67 | |
| DeepAll2021.05 | 57.88 | 52.72 | 73.5 | 74.8 | 64.72 | |
| DeepAllBackbone=ResNet-182022.03 | 57.88 | 52.72 | 73.5 | 74.8 | 64.72 | |
| DeepAllEvaluation Protocol=Leave-one-domain-out, Result Format=mean ± std2023.03 | 57.88 | 52.72 | 73.5 | 74.8 | 64.72 | |
| RSCimplementation=authors' reproduction2021.05 | 57.67 | 48.48 | 72.62 | 74.16 | 63.23 | |
| COMENBackbone=ResNet-18, Params.=11M2023.03 | 57.6 | 55.8 | 75.5 | 76.9 | 66.5 | |
| MMD-AAE2021.05 | 56.5 | 47.3 | 72.1 | 74.8 | 62.7 | |
| MMD-AAEBackbone=ResNet-182022.03 | 56.5 | 47.3 | 72.1 | 74.8 | 62.7 | |
| Jigenimplementation=original2021.05 | 53.04 | 47.51 | 71.47 | 72.79 | 61.2 | |
| JigenBackbone=ResNet-182022.03 | 53.04 | 47.51 | 71.47 | 72.79 | 61.2 | |
| JiGenCategory=Recent methods2024.10 | 53 | 47.5 | 71.5 | 72.8 | 61.2 | |
| MLDGEvaluation Protocol=Leave-one-domain-out2023.03 | 52.88 | 45.72 | 69.9 | 72.68 | 60.3 | |
| DeepAllBackbone=ResNet-18, Params.=11M2023.03 | 52.06 | 46.12 | 70.45 | 72.45 | 60.27 |