Monthly urban carbon emission prediction on Singapore 2022 (Rainy)
0.687R^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 | 0.687 | 0.476 | 0.349 | |
| ResNetBackbone=ResNet-18, Auxiliary Supervision=None, Test-time Input=Satellite tile, Number of runs=32026.07 | 0.575 | 0.555 | 0.431 | |
| UrbanCLIPBackbone=CoCa-ViT-L/14, Auxiliary Supervision=Satellite-derived text, Test-time Input=Satellite embedding, Number of runs=32026.07 | 0.537 | 0.579 | 0.46 | |
| ViTBackbone=ViT-B/32, Auxiliary Supervision=None, Test-time Input=Satellite tile, Number of runs=32026.07 | 0.517 | 0.591 | 0.469 |