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Fossil fuel carbon emission prediction on Global fossil fuel carbon emission dataset

0.926R2 (log)

DINOv3 (SAT-493M)+GA

Updated 2mo ago

Evaluation Results

Method	Links
DINOv3 (SAT-493M)+GA 2026.03		0.926	0.776	14.65	45.22
DINOv3 (SAT-493M)+SARandAug 2026.03		0.904	0.742	17.03	48.55
Swin Transformer+GA 2026.03		0.903	0.764	15.86	46.19
DINOv3 (SAT-493M) 2026.03		0.902	0.731	17.22	49.76
DINOv3 (SAT-493M)+TradAug 2026.03		0.901	0.734	17.01	49.41
DINOv3 (SAT-493M)+AutoAug 2026.03		0.9	0.725	17.6	49.81
ResNet+GA 2026.03		0.879	0.696	18.42	52.86
Swin Transformer+SARandAug 2026.03		0.875	0.725	18.46	49.92
Swin Transformer 2026.03		0.874	0.69	19.01	53.73
Swin Transformer+TradAug 2026.03		0.872	0.697	18.99	52.23
Swin Transformer+AutoAug 2026.03		0.87	0.715	18.85	50.83
ResNet+AutoAug 2026.03		0.842	0.626	21.45	58.53
ResNet+TradAug 2026.03		0.837	0.63	21.74	57.72
ResNet+SARandAug 2026.03		0.834	0.634	21.69	57.79
ResNet 2026.03		0.83	0.61	22.04	60.82