Fossil fuel carbon emission prediction on Global fossil fuel carbon emission dataset
0.926R2 (log)DINOv3 (SAT-493M)+GA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DINOv3 (SAT-493M)+GABackbone=DINOv3 (SAT-493M), Augmentation Strategy=GA2026.03 | 0.926 | 0.776 | 14.65 | 45.22 | |
| DINOv3 (SAT-493M)+SARandAugBackbone=DINOv3 (SAT-493M), Augmentation Strategy=SARandAug2026.03 | 0.904 | 0.742 | 17.03 | 48.55 | |
| Swin Transformer+GABackbone=Swin Transformer, Augmentation Strategy=GA2026.03 | 0.903 | 0.764 | 15.86 | 46.19 | |
| DINOv3 (SAT-493M)Backbone=DINOv3 (SAT-493M), Augmentation Strategy=None2026.03 | 0.902 | 0.731 | 17.22 | 49.76 | |
| DINOv3 (SAT-493M)+TradAugBackbone=DINOv3 (SAT-493M), Augmentation Strategy=TradAug2026.03 | 0.901 | 0.734 | 17.01 | 49.41 | |
| DINOv3 (SAT-493M)+AutoAugBackbone=DINOv3 (SAT-493M), Augmentation Strategy=AutoAug2026.03 | 0.9 | 0.725 | 17.6 | 49.81 | |
| ResNet+GABackbone=ResNet, Augmentation Strategy=GA2026.03 | 0.879 | 0.696 | 18.42 | 52.86 | |
| Swin Transformer+SARandAugBackbone=Swin Transformer, Augmentation Strategy=SARandAug2026.03 | 0.875 | 0.725 | 18.46 | 49.92 | |
| Swin TransformerBackbone=Swin Transformer, Augmentation Strategy=None2026.03 | 0.874 | 0.69 | 19.01 | 53.73 | |
| Swin Transformer+TradAugBackbone=Swin Transformer, Augmentation Strategy=TradAug2026.03 | 0.872 | 0.697 | 18.99 | 52.23 | |
| Swin Transformer+AutoAugBackbone=Swin Transformer, Augmentation Strategy=AutoAug2026.03 | 0.87 | 0.715 | 18.85 | 50.83 | |
| ResNet+AutoAugBackbone=ResNet, Augmentation Strategy=AutoAug2026.03 | 0.842 | 0.626 | 21.45 | 58.53 | |
| ResNet+TradAugBackbone=ResNet, Augmentation Strategy=TradAug2026.03 | 0.837 | 0.63 | 21.74 | 57.72 | |
| ResNet+SARandAugBackbone=ResNet, Augmentation Strategy=SARandAug2026.03 | 0.834 | 0.634 | 21.69 | 57.79 | |
| ResNetBackbone=ResNet, Augmentation Strategy=None2026.03 | 0.83 | 0.61 | 22.04 | 60.82 |