Object Recognition on PACS (leave-one-domain-out)
90.35Acc (Art painting)STNP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| STNPBackbone=ResNet502023.03 | 90.35 | 84.2 | 96.73 | 85.18 | 89.11 | — | — | |
| DCGBackbone=ResNet502023.03 | 90.24 | 85.12 | 97.76 | 86.31 | 89.84 | — | — | |
| PCLBackbone=ResNet502023.03 | 90.2 | 83.9 | 98.1 | 82.6 | 88.7 | — | — | |
| FACTBackbone=ResNet502023.03 | 89.63 | 81.77 | 96.75 | 84.46 | 88.15 | — | — | |
| SWADBackbone=ResNet502022.12 | 89.3 | 83.4 | 97.3 | 82.5 | 88.1 | — | — | |
| DDGBackbone=ResNet502023.03 | 88.9 | 85 | 97.2 | 84.3 | 88.9 | — | — | |
| FishrBackbone=ResNet502022.12 | 88.4 | 78.7 | 97 | 77.8 | 85.5 | — | — | |
| RSCBackbone=ResNet502022.12 | 87.89 | 82.16 | 97.92 | 83.35 | 87.83 | — | — | |
| RSCBackbone=ResNet502023.03 | 87.89 | 82.16 | 97.92 | 83.35 | 87.83 | — | — | |
| mDSDIBackbone=ResNet502022.12 | 87.7 | 80.4 | 98.1 | 78.4 | 86.2 | — | — | |
| ERBackbone=ResNet502022.12 | 87.51 | 79.31 | 98.25 | 76.3 | 85.34 | — | — | |
| MetaregBackbone=ResNet502022.12 | 87.2 | 79.2 | 97.6 | 70.3 | 83.6 | — | — | |
| DSONBackbone=ResNet502022.12 | 87.04 | 80.62 | 95.99 | 82.9 | 86.64 | — | — | |
| LRDGBackbone=ResNet502022.12 | 86.57 | 85.78 | 95.57 | 86.59 | 88.63 | — | — | |
| DCGBackbone=ResNet182023.03 | 85.94 | 80.76 | 96.41 | 82.08 | 86.3 | — | — | |
| MatchDGBackbone=ResNet502022.12 | 85.61 | 82.12 | 97.94 | 78.76 | 86.11 | — | — | |
| FACTBackbone=ResNet182023.03 | 85.37 | 78.38 | 95.15 | 79.15 | 84.51 | — | — | |
| DeepAllBackbone=ResNet502023.03 | 84.94 | 76.98 | 97.64 | 76.75 | 84.08 | — | — | |
| MiReBackbone=ResNet-18, Pre-trained=ImageNet2022.10 | 84.6 | 79.5 | 96.8 | 78.4 | 84.8 | — | — | |
| STNPBackbone=ResNet182023.03 | 84.41 | 79.25 | 94.93 | 83.27 | 85.47 | — | — | |
| DDAIGBackbone=ResNet-182020.03 | 84.2 | 78.1 | 95.3 | 74.7 | 83.1 | — | — | |
| DDAIGBackbone=ResNet-182020.03 | 84.2 | 78.1 | 95.3 | 74.7 | 83.1 | — | — | |
| DDAIGBackbone=ResNet182023.03 | 84.2 | 78.1 | 95.3 | 74.7 | 83.1 | — | — | |
| MixStyle w/ domain labelBackbone=ResNet-18, Protocol=domain label2021.04 | 84.1 | 78.8 | 96.1 | 75.9 | 83.7 | — | — | |
| MixStyleBackbone=ResNet182022.12 | 84.1 | 78.8 | 96.1 | 75.9 | 83.7 | — | — | |
| MixStyleBackbone=ResNet182023.03 | 84.1 | 78.8 | 96.1 | 75.9 | 83.7 | — | — | |
| EFDMBackbone=ResNet-18, Pre-trained=ImageNet2022.10 | 83.9 | 79.4 | 96.8 | 75 | 83.9 | — | — | |
| MetaRegBackbone=ResNet-18, Training protocol=use train+val for training2020.03 | 83.7 | 77.2 | 95.5 | 70.3 | 81.7 | — | — | |
| MetaRegBackbone=ResNet-18, Training protocol=use train+val for training2020.03 | 83.7 | 77.2 | 95.5 | 70.3 | 81.7 | — | — | |
| Metareg2021.04 | 83.7 | 77.2 | 95.5 | 70.3 | 81.7 | — | — | |
| MetaregBackbone=ResNet-18, Pre-trained=ImageNet2022.10 | 83.7 | 77.2 | 95.5 | 70.3 | 81.7 | — | — | |
| SagNetBackbone=ResNet-18, Pre-trained=ImageNet2022.10 | 83.6 | 77.7 | 95.5 | 76.3 | 83.3 | — | — | |
| DSUBackbone=ResNet182023.03 | 83.6 | 79.6 | 95.8 | 77.6 | 84.1 | — | — | |
| SagNetBackbone=ResNet182022.12 | 83.58 | 77.66 | 95.47 | 76.3 | 83.25 | — | — | |
| RSCBackbone=ResNet182022.12 | 83.43 | 80.31 | 95.99 | 80.85 | 85.15 | — | — | |
| RSCBackbone=ResNet182023.03 | 83.43 | 80.31 | 95.99 | 80.85 | 85.15 | — | — | |
| L2A-OTProtocol=Leave-one-domain-out2020.07 | 83.3 | 78.2 | 96.2 | 73.6 | 82.8 | — | — | |
| L2A-OT2021.04 | 83.3 | 78.2 | 96.2 | 73.6 | 82.8 | — | — | |
| L2A-OTBackbone=ResNet182023.03 | 83.3 | 78.2 | 96.2 | 73.6 | 82.8 | — | — | |
| MixStyleBackbone=ResNet-18, Pre-trained=ImageNet2022.10 | 83.1 | 78.6 | 95.9 | 74.2 | 82.9 | — | — | |
| BaselineBackbone=ResNet502022.12 | 82.89 | 80.49 | 95.01 | 72.29 | 82.67 | — | — | |
| StylizedBackbone=ResNet182022.12 | 82.73 | 77.97 | 94.95 | 81.61 | 84.32 | — | — | |
| DMGBackbone=ResNet502022.12 | 82.57 | 78.11 | 94.49 | 78.32 | 83.37 | — | — | |
| MixStyle w/ random shuffleBackbone=ResNet-18, Protocol=random shuffle2021.04 | 82.3 | 79 | 96.3 | 73.8 | 82.8 | — | — | |
| Epi-FCRBackbone=ResNet-18, Source=Reported in original paper2020.03 | 82.1 | 77 | 93.9 | 73 | 81.5 | — | — | |
| Epi-FCRBackbone=ResNet-18, Data Source=Reported in original paper2020.03 | 82.1 | 77 | 93.9 | 73 | 81.5 | — | — | |
| Epi-FCRProtocol=Leave-one-domain-out2020.07 | 82.1 | 77 | 93.9 | 73 | 81.5 | — | — | |
| Epi-FCR2021.04 | 82.1 | 77 | 93.9 | 73 | 81.5 | — | — | |
| Epi-FCRBackbone=ResNet182022.12 | 82.1 | 77 | 93.9 | 73 | 81.5 | — | — | |
| LRDGBackbone=ResNet182022.12 | 81.88 | 80.2 | 95.21 | 84.65 | 85.48 | — | — | |
| StableNetBackbone=ResNet182022.12 | 81.74 | 79.91 | 96.53 | 80.5 | 84.69 | — | — | |
| ERBackbone=ResNet-18, Pre-trained=ImageNet2022.10 | 80.7 | 76.4 | 96.7 | 71.8 | 81.4 | — | — | |
| ERBackbone=ResNet182022.12 | 80.7 | 76.4 | 96.65 | 71.77 | 81.38 | — | — | |
| CCSABackbone=ResNet-182020.03 | 80.5 | 76.9 | 93.6 | 66.8 | 79.4 | — | — | |
| CCSABackbone=ResNet-182020.03 | 80.5 | 76.9 | 93.6 | 66.8 | 79.4 | — | — | |
| CCSAProtocol=Leave-one-domain-out2020.07 | 80.5 | 76.9 | 93.6 | 66.8 | 79.4 | — | — | |
| CCSA2021.04 | 80.5 | 76.9 | 93.6 | 66.8 | 79.4 | — | — | |
| MSAFBackbone=ResNet-18, Pre-trained=ImageNet2022.10 | 80.3 | 77.2 | 95 | 71.7 | 81.1 | — | — | |
| MASFBackbone=ResNet182022.12 | 80.29 | 77.17 | 94.99 | 71.69 | 81.03 | — | — | |
| MASFBackbone=ResNet182023.03 | 80.29 | 77.17 | 94.99 | 71.69 | 81.04 | — | — | |
| CrossGradBackbone=ResNet-182020.03 | 79.8 | 76.8 | 96 | 70.2 | 80.7 | — | — | |
| CrossGradBackbone=ResNet-182020.03 | 79.8 | 76.8 | 96 | 70.2 | 80.7 | — | — | |
| CrossGradProtocol=Leave-one-domain-out2020.07 | 79.8 | 76.8 | 96 | 70.2 | 80.7 | — | — | |
| CrossGrad2021.04 | 79.8 | 76.8 | 96 | 70.2 | 80.7 | — | — | |
| CrossGradBackbone=ResNet-18, Pre-trained=ImageNet2022.10 | 79.8 | 76.8 | 96 | 70.2 | 80.7 | — | — | |
| JiGenBackbone=ResNet-182020.03 | 79.4 | 75.3 | 96 | 71.6 | 80.5 | — | — | |
| JiGenBackbone=ResNet-18, Data Source=Reported in original paper2020.03 | 79.4 | 75.3 | 96 | 71.6 | 80.5 | — | — | |
| JiGenProtocol=Leave-one-domain-out2020.07 | 79.4 | 75.3 | 96 | 71.6 | 80.5 | — | — | |
| JiGen2021.04 | 79.4 | 75.3 | 96 | 71.6 | 80.5 | — | — | |
| JiGenBackbone=ResNet-18, Pre-trained=ImageNet2022.10 | 79.4 | 75.3 | 96 | 71.6 | 80.5 | — | — | |
| RSCBackbone=ResNet-18, Pre-trained=ImageNet2022.10 | 78.9 | 76.9 | 94.1 | 76.8 | 81.7 | — | — | |
| MLDGBackbone=ResNet182023.03 | 78.7 | 73.3 | 94 | 65.1 | 80.7 | — | — | |
| BaselineBackbone=ResNet182022.12 | 77.95 | 74.24 | 95.89 | 70.11 | 79.54 | — | — | |
| DeepAllBackbone=ResNet182023.03 | 77.63 | 76.77 | 95.85 | 69.5 | 79.94 | — | — | |
| D-SAMBackbone=ResNet-182020.03 | 77.3 | 72.4 | 95.3 | 77.8 | 80.7 | — | — | |
| D-SAMBackbone=ResNet-18, Data Source=Reported in original paper2020.03 | 77.3 | 72.4 | 95.3 | 77.8 | 80.7 | — | — | |
| VanillaBackbone=ResNet-182020.03 | 77 | 75.9 | 96 | 69.2 | 79.5 | — | — | |
| VanillaBackbone=ResNet-182020.03 | 77 | 75.9 | 96 | 69.2 | 79.5 | — | — | |
| VanillaProtocol=Leave-one-domain-out2020.07 | 77 | 75.9 | 96 | 69.2 | 79.5 | — | — | |
| ResNet-18Backbone=ResNet-182021.04 | 77 | 75.9 | 96 | 69.2 | 79.5 | — | — | |
| DeepAllBackbone=ResNet-18, Pre-trained=ImageNet2022.10 | 77 | 74.8 | 95.8 | 70 | 79.4 | — | — | |
| DMGBackbone=ResNet182022.12 | 76.9 | 80.38 | 93.35 | 75.21 | 81.46 | — | — | |
| MixupBackbone=ResNet-182021.04 | 76.8 | 74.9 | 95.8 | 66.6 | 78.5 | — | — | |
| DropBlockBackbone=ResNet-182021.04 | 76.4 | 75.4 | 95.9 | 69 | 79.2 | — | — | |
| Manifold MixupBackbone=ResNet-182021.04 | 75.6 | 70.1 | 93.5 | 65.4 | 76.2 | — | — | |
| MMD-AAEBackbone=ResNet-182020.03 | 75.2 | 72.7 | 96 | 64.2 | 77 | — | — | |
| MMD-AAEBackbone=ResNet-182020.03 | 75.2 | 72.7 | 96 | 64.2 | 77 | — | — | |
| MMD-AAEProtocol=Leave-one-domain-out2020.07 | 75.2 | 72.7 | 96 | 64.2 | 77 | — | — | |
| MMD-AAE2021.04 | 75.2 | 72.7 | 96 | 64.2 | 77 | — | — | |
| CutoutBackbone=ResNet-182021.04 | 74.9 | 74.9 | 95.9 | 67.7 | 78.3 | — | — | |
| Mixup (w/o label interpolation)Backbone=ResNet-182021.04 | 74.7 | 72.3 | 93 | 69.2 | 77.3 | — | — | |
| CutMixBackbone=ResNet-182021.04 | 74.6 | 71.8 | 95.6 | 65.3 | 76.8 | — | — | |
| LRDGBackbone=AlexNet2022.12 | 72.01 | 72.97 | 89.5 | 74.86 | 77.33 | — | — | |
| MetaVIBBackbone=AlexNet2022.12 | 71.94 | 73.17 | 91.93 | 65.94 | 75.74 | — | — | |
| RSCBackbone=AlexNet2022.12 | 71.62 | 75.11 | 90.88 | 66.62 | 76.05 | — | — | |
| ERBackbone=AlexNet2022.12 | 71.34 | 70.29 | 89.92 | 71.15 | 75.67 | — | — | |
| MASFBackbone=AlexNet2019.10 | 70.35 | 72.46 | 90.68 | 67.33 | 75.21 | — | — | |
| MASFBackbone=AlexNet2022.12 | 70.35 | 72.46 | 90.68 | 67.33 | 75.21 | — | — | |
| MetaRegBackbone=AlexNet2019.10 | 69.82 | 70.35 | 91.07 | 59.26 | 72.62 | — | — | |
| PARBackbone=AlexNet2022.12 | 68.7 | 70.5 | 90.4 | 64.6 | 73.54 | — | — |