Image Classification on Office-Home (Leave-One-Domain-Out)
67.24Accuracy (Artistic)gPerXAN (Ours)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| gPerXAN (Ours)Backbone=ResNet-50, Protocol=leave-one-domain-out2024.03 | 67.24 | 57.75 | 78.91 | 80.15 | 71.01 | |
| CCSTBackbone=ResNet-50, Protocol=leave-one-domain-out2024.03 | 66.35 | 52.39 | 76.61 | 80.01 | 68.84 | |
| ELCFSBackbone=ResNet-50, Protocol=leave-one-domain-out2024.03 | 66.32 | 55.63 | 76.83 | 78.12 | 69.23 | |
| FedAvg (Baseline)Backbone=ResNet-50, Protocol=leave-one-domain-out2024.03 | 65.97 | 55.4 | 76.53 | 78.01 | 68.98 | |
| DFFBackbone=ResNet-182022.03 | 65.4 | 53.7 | 74.9 | 76.5 | 67.6 | |
| FedDG-GABackbone=ResNet-50, Protocol=leave-one-domain-out2024.03 | 65.1 | 58.29 | 77.23 | 78.8 | 69.86 | |
| FedAvg w/ RSCBackbone=ResNet-50, Protocol=leave-one-domain-out2024.03 | 62.34 | 50.79 | 75.26 | 77.46 | 66.46 | |
| COPABackbone=ResNet-50, Protocol=leave-one-domain-out2024.03 | 62.27 | 56.04 | 75.82 | 78.72 | 68.21 | |
| FedAvg w/ MixStyleBackbone=ResNet-50, Protocol=leave-one-domain-out2024.03 | 62.09 | 57.92 | 75.87 | 77.48 | 68.34 | |
| DCGBackbone=ResNet-18, Evaluation Protocol=leave-one-domain-out2023.03 | 60.67 | 55.46 | 75.26 | 76.82 | 67.05 | |
| L2A-OTBackbone=ResNet-18, Evaluation Protocol=leave-one-domain-out2023.03 | 60.6 | 50.1 | 74.8 | 77 | 65.6 | |
| L2A-OTBackbone=ResNet-182021.08 | 60.6 | 50.1 | 74.8 | 77 | 65.63 | |
| FACTBackbone=ResNet-18, Evaluation Protocol=leave-one-domain-out2023.03 | 60.34 | 54.85 | 74.48 | 76.55 | 66.56 | |
| Feature Stylization and Domain-aware Contrastive LearningBackbone=ResNet-182021.08 | 60.24 | 53.54 | 74.36 | 76.66 | 66.2 | |
| SagNetBackbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=leave-one-domain-out2022.10 | 60.2 | 45.4 | 70.4 | 73.4 | 62.4 | |
| MiReBackbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=leave-one-domain-out2022.10 | 60.2 | 53.2 | 75.1 | 76.4 | 66.2 | |
| SagNetBackbone=ResNet-18, Evaluation Protocol=leave-one-domain-out2023.03 | 60.2 | 45.38 | 70.42 | 73.38 | 62.34 | |
| DSUBackbone=ResNet-18, Evaluation Protocol=leave-one-domain-out2023.03 | 60.2 | 54.8 | 74.1 | 75.1 | 66.1 | |
| CCSABackbone=ResNet-182020.03 | 59.9 | 49.9 | 74.1 | 75.7 | 64.9 | |
| MMD-AAEBackbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=leave-one-domain-out2022.10 | 59.9 | 47.3 | 72.1 | 74.8 | 62.7 | |
| CCSABackbone=ResNet-182022.03 | 59.9 | 49.9 | 74.1 | 75.7 | 64.9 | |
| CCSABackbone=ResNet-182021.08 | 59.9 | 49.9 | 74.1 | 75.7 | 64.9 | |
| STNPBackbone=ResNet-18, Evaluation Protocol=leave-one-domain-out2023.03 | 59.55 | 55.01 | 73.57 | 75.52 | 65.89 | |
| DeepAllBackbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=leave-one-domain-out2022.10 | 59.4 | 48 | 72.7 | 75.3 | 63.9 | |
| DOSNBackbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=leave-one-domain-out2022.10 | 59.4 | 45.7 | 71.8 | 74.7 | 62.9 | |
| DSONBackbone=ResNet-182021.08 | 59.37 | 45.7 | 71.84 | 74.68 | 62.9 | |
| DDAIGBackbone=ResNet-182020.03 | 59.2 | 52.3 | 74.6 | 76 | 65.5 | |
| DDAIGBackbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=leave-one-domain-out2022.10 | 59.2 | 52.3 | 74.6 | 76 | 65.5 | |
| DDAIGBackbone=ResNet-18, Evaluation Protocol=leave-one-domain-out2023.03 | 59.2 | 52.3 | 74.6 | 76 | 65.5 | |
| VanillaBackbone=ResNet-182020.03 | 58.9 | 49.4 | 74.3 | 76.2 | 64.7 | |
| MixStyleBackbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=leave-one-domain-out2022.10 | 58.7 | 53.4 | 74.2 | 75.9 | 65.5 | |
| MixStyleBackbone=ResNet-182022.03 | 58.7 | 53.4 | 74.2 | 75.9 | 65.5 | |
| MixStyleBackbone=ResNet-18, Evaluation Protocol=leave-one-domain-out2023.03 | 58.7 | 53.4 | 74.2 | 75.9 | 65.5 | |
| MixStyleBackbone=ResNet-182021.08 | 58.7 | 53.4 | 74.2 | 75.9 | 65.55 | |
| RSCBackbone=ResNet-18, Evaluation Protocol=leave-one-domain-out2023.03 | 58.42 | 47.9 | 71.63 | 74.54 | 63.12 | |
| RSCBackbone=ResNet-182021.08 | 58.42 | 47.9 | 71.63 | 74.54 | 63.12 | |
| CrossGradBackbone=ResNet-182020.03 | 58.4 | 49.4 | 73.9 | 75.8 | 64.4 | |
| CrossGradBackbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=leave-one-domain-out2022.10 | 58.4 | 49.4 | 73.9 | 75.8 | 64.4 | |
| RSCBackbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=leave-one-domain-out2022.10 | 58.4 | 47.9 | 71.6 | 74.5 | 63.1 | |
| CrossGradBackbone=ResNet-182022.03 | 58.4 | 49.4 | 73.9 | 75.8 | 64.4 | |
| RSCBackbone=ResNet-182022.03 | 58.4 | 47.9 | 71.6 | 74.5 | 63.1 | |
| CrossGradBackbone=ResNet-182021.08 | 58.4 | 49.4 | 73.9 | 75.8 | 64.38 | |
| D-SAMBackbone=ResNet-182021.08 | 58.03 | 44.37 | 69.22 | 71.45 | 60.77 | |
| D-SAMBackbone=ResNet-182020.03 | 58 | 44.4 | 69.2 | 71.5 | 60.8 | |
| D-SAMBackbone=ResNet-182022.03 | 58 | 44.4 | 69.2 | 71.5 | 60.8 | |
| DeepAllBackbone=ResNet-18, Evaluation Protocol=leave-one-domain-out2023.03 | 57.88 | 52.72 | 73.5 | 74.8 | 64.72 | |
| MMD-AAEBackbone=ResNet-182020.03 | 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 | |
| MMD-AAEBackbone=ResNet-182021.08 | 56.5 | 47.3 | 72.1 | 74.8 | 62.68 | |
| JiGenBackbone=ResNet-182021.08 | 53.04 | 47.51 | 71.47 | 72.79 | 61.2 | |
| JiGenBackbone=ResNet-18, Source=Reported in original paper2020.03 | 53 | 47.5 | 71.5 | 72.8 | 61.2 | |
| JiGenBackbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=leave-one-domain-out2022.10 | 53 | 47.5 | 71.5 | 72.8 | 61.2 | |
| JiGenBackbone=ResNet-182022.03 | 53 | 47.5 | 71.5 | 72.8 | 61.2 | |
| MLDGBackbone=ResNet-18, Evaluation Protocol=leave-one-domain-out2023.03 | 52.88 | 45.72 | 69.9 | 72.68 | 60.3 | |
| BaselineBackbone=ResNet-182022.03 | 52.2 | 45.9 | 70.9 | 73.2 | 60.5 | |
| BaselineBackbone=ResNet-182021.08 | 52.15 | 45.86 | 70.86 | 73.15 | 60.51 |