Monthly Urban Carbon Emission Prediction on Beijing Summer 2022
0.696R^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 | 0.696 | 0.8 | 0.58 | |
| ViTBackbone=ViT-B/32, Auxiliary Supervision=None, Test-time Input=Satellite tile, Number of runs=32026.07 | 0.588 | 0.931 | 0.66 | |
| UrbanCLIPBackbone=CoCa-ViT-L/14, Auxiliary Supervision=Satellite-derived text, Test-time Input=Satellite embedding, Number of runs=32026.07 | 0.582 | 0.938 | 0.674 | |
| ResNetBackbone=ResNet-18, Auxiliary Supervision=None, Test-time Input=Satellite tile, Number of runs=32026.07 | 0.356 | 1.164 | 0.879 |