Cloud Water Path (CWP) Regression on HyperFM250k
1.0137MSEHyperFM
Evaluation Results
| Method | Links | |
|---|---|---|
| HyperFMTraining Setup=Full Fine-tuning, Model Capacity=32.06M, Trainable Param=32.06M, Train Time (Hr)=5.02@(2x48GB A6000)2026.04 | 1.0137 | |
| HyperFMTraining Setup=Decoder Only Fine-tuning, Model Capacity=32.06M, Trainable Param=1.48M, Train Time (Hr)=7.50@(2x48GB A6000)2026.04 | 1.2229 | |
| SpectralEarthTraining Setup=Full Fine-tuning, Model Capacity=88.78M, Trainable Param=88.78M, Train Time (Hr)=29.31@(4x24GB RTX6000)2026.04 | 1.2545 | |
| HyperSigmaTraining Setup=Decoder Only Fine-tuning, Model Capacity=100.16M, Trainable Param=0.69M, Train Time (Hr)=133.31@(2x12GB 2080Ti)2026.04 | 1.3317 | |
| HyperFreeTraining Setup=Full Fine-tuning, Model Capacity=101.82M, Trainable Param=101.82M, Train Time (Hr)=3.09@(3x48GB RTX8000)2026.04 | 1.3451 | |
| CAMTraining Setup=Full Fine-tuning, Model Capacity=0.47M, Trainable Param=0.47M, Train Time (Hr)=3.71@(1x12GB RTX2080Ti)2026.04 | 1.5123 | |
| UNetTraining Setup=Full Fine-tuning, Model Capacity=31.04M, Trainable Param=31.04M, Train Time (Hr)=1.57@(1x48GB A6000)2026.04 | 1.5709 | |
| CloudUNetTraining Setup=Full Fine-tuning, Model Capacity=1.86M, Trainable Param=1.86M, Train Time (Hr)=3.67@(1x12GB RTX2080Ti)2026.04 | 1.703 | |
| SpectralEarthTraining Setup=Decoder Only Fine-tuning, Model Capacity=88.78M, Trainable Param=0.54M, Train Time (Hr)=9.58@(3x48GB RTX8000)2026.04 | 1.7111 | |
| HyperSigmaTraining Setup=Full Fine-tuning, Model Capacity=100.16M, Trainable Param=100.16M, Train Time (Hr)=4.54@(2x48GB A6000)2026.04 | 1.7524 | |
| HyperFreeTraining Setup=Decoder Only Fine-tuning, Model Capacity=101.82M, Trainable Param=0.69M, Train Time (Hr)=5.38@(2x48GB A6000)2026.04 | 2.0632 | |
| HyperSigmaTraining Setup=Zero-shot, Model Capacity=100.16M2026.04 | 9.1567 | |
| SpectralEarthTraining Setup=Zero-shot, Model Capacity=88.78M2026.04 | 26.1292 | |
| HyperFreeTraining Setup=Zero-shot, Model Capacity=101.82M2026.04 | 36.923 |