Cloud Effective Radius (CER) Regression on HyperFM250k
62.3963MSEHyperFM
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 | 62.3963 | |
| HyperFMTraining Setup=Decoder Only Fine-tuning, Model Capacity=32.06M, Trainable Param=1.48M, Train Time (Hr)=7.50@(2x48GB A6000)2026.04 | 73.7017 | |
| CAMTraining Setup=Full Fine-tuning, Model Capacity=0.47M, Trainable Param=0.47M, Train Time (Hr)=3.71@(1x12GB RTX2080Ti)2026.04 | 74.4473 | |
| SpectralEarthTraining Setup=Full Fine-tuning, Model Capacity=88.78M, Trainable Param=88.78M, Train Time (Hr)=29.31@(4x24GB RTX6000)2026.04 | 84.287 | |
| UNetTraining Setup=Full Fine-tuning, Model Capacity=31.04M, Trainable Param=31.04M, Train Time (Hr)=1.57@(1x48GB A6000)2026.04 | 84.7329 | |
| HyperFreeTraining Setup=Full Fine-tuning, Model Capacity=101.82M, Trainable Param=101.82M, Train Time (Hr)=3.09@(3x48GB RTX8000)2026.04 | 86.8931 | |
| HyperSigmaTraining Setup=Decoder Only Fine-tuning, Model Capacity=100.16M, Trainable Param=0.69M, Train Time (Hr)=133.31@(2x12GB 2080Ti)2026.04 | 95.4874 | |
| SpectralEarthTraining Setup=Decoder Only Fine-tuning, Model Capacity=88.78M, Trainable Param=0.54M, Train Time (Hr)=9.58@(3x48GB RTX8000)2026.04 | 97.9197 | |
| HyperSigmaTraining Setup=Full Fine-tuning, Model Capacity=100.16M, Trainable Param=100.16M, Train Time (Hr)=4.54@(2x48GB A6000)2026.04 | 117.5051 | |
| HyperFreeTraining Setup=Decoder Only Fine-tuning, Model Capacity=101.82M, Trainable Param=0.69M, Train Time (Hr)=5.38@(2x48GB A6000)2026.04 | 117.8959 | |
| CloudUNetTraining Setup=Full Fine-tuning, Model Capacity=1.86M, Trainable Param=1.86M, Train Time (Hr)=3.67@(1x12GB RTX2080Ti)2026.04 | 128.465 | |
| SpectralEarthTraining Setup=Zero-shot, Model Capacity=88.78M2026.04 | 14,384.0316 | |
| HyperFreeTraining Setup=Zero-shot, Model Capacity=101.82M2026.04 | 21,296.765 | |
| HyperSigmaTraining Setup=Zero-shot, Model Capacity=100.16M2026.04 | 39,999.7969 |