Monthly urban carbon emission prediction on Singapore Dry 2022
0.712R^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 | 0.712 | 0.521 | 0.379 | |
| UrbanCLIPBackbone=CoCa-ViT-L/14, Auxiliary Supervision=Satellite-derived text, Test-time Input=Satellite embedding, Number of runs=32026.07 | 0.602 | 0.613 | 0.469 | |
| ViTBackbone=ViT-B/32, Auxiliary Supervision=None, Test-time Input=Satellite tile, Number of runs=32026.07 | 0.558 | 0.645 | 0.497 | |
| ResNetBackbone=ResNet-18, Auxiliary Supervision=None, Test-time Input=Satellite tile, Number of runs=32026.07 | 0.552 | 0.65 | 0.503 |