Domain Generalization on VLCS (Metrics C, L, S, V, Avg, Min)
66.98Accuracy (L)START-M
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| START-MBackbone=SSM, Params.=22M2024.10 | 66.98 | 98.8 | 77.18 | 82.33 | 81.32 | — | |
| START-XBackbone=SSM, Params.=22M2024.10 | 66.64 | 98.66 | 76.97 | 82.58 | 81.21 | — | |
| CaSNvariant=mmd2023.09 | 65.9 | 71.2 | 78.2 | 76.9 | 78.1 | 65.9 | |
| GMDGBackbone=ResNet-50, Params.=23M2024.10 | 65.9 | 98.3 | 73.4 | 79.3 | 79.2 | — | |
| CaSNvariant=irm2023.09 | 65.7 | 72.3 | 77.8 | 77 | 78.2 | 65.7 | |
| MLDG2023.09 | 65.2 | 71 | 77.4 | 75.3 | 77.2 | 65.2 | |
| SAGMBackbone=ResNet-50, Params.=23M2024.10 | 65.2 | 99 | 75.1 | 80.7 | 80 | — | |
| DANN2023.09 | 65.1 | 73.1 | 79 | 77.2 | 78.6 | 65.1 | |
| CDANN2023.09 | 65.1 | 70.7 | 77.1 | 77.1 | 77.5 | 65.1 | |
| IRM2023.09 | 64.9 | 73.4 | 77.3 | 78.5 | 78.5 | 64.9 | |
| CCFPBackbone=ResNet-50, Params.=23M2024.10 | 64.9 | 98.1 | 74.5 | 78.3 | 78.9 | — | |
| Mixup2023.09 | 64.8 | 72.1 | 78.3 | 74.3 | 77.4 | 64.8 | |
| CaSNvariant=base2023.09 | 64.8 | 70.2 | 76.4 | 77.2 | 77.2 | 64.8 | |
| AGFABackbone=ResNet-50, Params.=23M2024.10 | 64.5 | 99 | 75.4 | 78.9 | 79.5 | — | |
| PGradBackbone=ResNet-50, Params.=23M2024.10 | 64.4 | 98.3 | 74.4 | 79.9 | 79.3 | — | |
| ERM2023.09 | 64.3 | 73.4 | 77.5 | 74.6 | 77.5 | 64.3 | |
| DeepAllBackbone=ResNet-50, Params.=23M2024.10 | 64.3 | 97.7 | 73.4 | 74.6 | 77.5 | — | |
| DGMambaBackbone=SSM, Params.=22M2024.10 | 64.3 | 98.9 | 79.2 | 80.8 | 80.8 | — | |
| Strong BaselineBackbone=SSM, Params.=22M2024.10 | 64.25 | 97.67 | 75.81 | 79.97 | 79.42 | — | |
| SDVITBackbone=ViT, Params.=22M2024.10 | 64.2 | 96.8 | 76.2 | 78.5 | 78.9 | — | |
| MMD2023.09 | 64 | 72.8 | 77.5 | 75.3 | 77.5 | 64 | |
| EQRMBackbone=ResNet-50, Params.=23M2024.10 | 63.7 | 98.3 | 72.6 | 76.7 | 77.8 | — | |
| PCLBackbone=ResNet-50, Params.=23M2024.10 | 63.6 | 99 | 73.8 | 75.6 | 78 | — | |
| GroupDRO2023.09 | 63.4 | 69.5 | 76.7 | 76.7 | 76.7 | 63.4 | |
| GMOE-SBackbone=ViT, Params.=34M2024.10 | 63.2 | 96.9 | 72.3 | 79.5 | 78 | — | |
| EOABackbone=ResNet-50, Params.=23M2024.10 | 63.1 | 99.1 | 75.9 | 78.3 | 79.1 | — | |
| iDAGBackbone=ResNet-50, Params.=23M2024.10 | 62.7 | 98.1 | 69.9 | 77.1 | 76.9 | — |