Monthly urban carbon emission prediction on Beijing Annual 2022
0.728R^2CarbonCLIP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CarbonCLIPBackbone=ViT-B/32, Auxiliary Supervision=Street-view text and month context, Test-time Input=Satellite embedding, Number of runs=32026.07 | 0.728 | 0.701 | 0.514 | |
| UrbanCLIPBackbone=CoCa-ViT-L/14, Auxiliary Supervision=Satellite-derived text, Test-time Input=Satellite embedding, Number of runs=32026.07 | 0.642 | 0.803 | 0.586 | |
| ViTBackbone=ViT-B/32, Auxiliary Supervision=None, Test-time Input=Satellite tile, Number of runs=32026.07 | 0.559 | 0.892 | 0.648 | |
| ResNetBackbone=ResNet-18, Auxiliary Supervision=None, Test-time Input=Satellite tile, Number of runs=32026.07 | 0.386 | 1.053 | 0.824 |