Domain Generalization on VLCS (leave-one-domain-out)
82.9Avg AccDCT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DCTBackbone=RegnetY 16GF2023.03 | 82.9 | 99.1 | 67.5 | 81.5 | 83.4 | |
| ALOFT-EParams.=14M2023.03 | 81.31 | 99.36 | 65.96 | 77.03 | 82.91 | |
| ALOFT-SParams.=14M2023.03 | 80.45 | 98.92 | 65.36 | 75.32 | 82.2 | |
| MIROBackbone=RegnetY 16GF2023.03 | 79.9 | — | — | — | — | |
| ERM+SWADBackbone=RegnetY 16GF2023.03 | 79.7 | — | — | — | — | |
| DCTBackbone=Resnet502023.03 | 79.3 | 98.7 | 66.3 | 74.3 | 77.9 | |
| MIROBackbone=Resnet502023.03 | 79 | 98.3 | 64.7 | 75.3 | 77.8 | |
| CORALBackbone=Resnet502023.03 | 78.7 | 96.9 | 65.7 | 73.3 | 78.7 | |
| ERMBackbone=RegnetY 16GF2023.03 | 78.6 | — | — | — | — | |
| Strong BaselineParams.=14M2023.03 | 78.6 | 98.85 | 62.65 | 74.81 | 78.11 | |
| MixupBackbone=Resnet502023.03 | 77.7 | 98.4 | 63.4 | 72.9 | 76.1 | |
| StableNetParams.=11M2023.03 | 77.65 | 96.67 | 65.36 | 74.97 | 73.59 | |
| SagNetBackbone=Resnet502023.03 | 77.5 | 97.3 | 61.6 | 73.4 | 77.6 | |
| RSCBackbone=Resnet502023.03 | 77.5 | 97.5 | 63.1 | 73 | 76.2 | |
| MMDBackbone=Resnet502023.03 | 77.3 | 98.3 | 65.6 | 69.7 | 75.7 | |
| ERMBackbone=Resnet502023.03 | 77.2 | 98 | 62.6 | 70.8 | 77.5 | |
| MVDGParams.=11M2023.03 | 77.13 | 98.4 | 63.79 | 71.05 | 75.26 | |
| ARMBackbone=Resnet502023.03 | 76.6 | 97.2 | 62.7 | 70.6 | 75.8 | |
| IRMBackbone=Resnet502023.03 | 76.3 | 98.6 | 66 | 69.3 | 71.5 | |
| MMLDParams.=11M2023.03 | 76.18 | 97.01 | 62.2 | 72.49 | 73.01 | |
| RSCParams.=11M2023.03 | 75.89 | 95.83 | 63.74 | 72.12 | 71.86 | |
| DeepAllParams.=11M2023.03 | 72.48 | 91.86 | 61.81 | 68.77 | 67.48 |