Monthly urban carbon emission prediction on Singapore Annual 2022
0.704R^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 | 0.704 | 0.496 | 0.362 | |
| UrbanCLIPBackbone=CoCa-ViT-L/14, Auxiliary Supervision=Satellite-derived text, Test-time Input=Satellite embedding, Number of runs=32026.07 | 0.576 | 0.594 | 0.464 | |
| ResNetBackbone=ResNet-18, Auxiliary Supervision=None, Test-time Input=Satellite tile, Number of runs=32026.07 | 0.569 | 0.599 | 0.463 | |
| ViTBackbone=ViT-B/32, Auxiliary Supervision=None, Test-time Input=Satellite tile, Number of runs=32026.07 | 0.544 | 0.616 | 0.482 |