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ResearchFormerly WizWand

Cloud Water Path (CWP) Regression on HyperFM250k

1.0137MSEHyperFM
-0.4226729.27283918.9683528.663861Apr 22, 2026
Updated 6mo ago

Evaluation results

MethodLinks
HyperFMTraining Setup=Full Fine-tuning, Model Capacity=32.06M, Trainable Param=32.06M, Train Time (Hr)=5.02@(2x48GB A6000)2026.041.0137
HyperFMTraining Setup=Decoder Only Fine-tuning, Model Capacity=32.06M, Trainable Param=1.48M, Train Time (Hr)=7.50@(2x48GB A6000)2026.041.2229
SpectralEarthTraining Setup=Full Fine-tuning, Model Capacity=88.78M, Trainable Param=88.78M, Train Time (Hr)=29.31@(4x24GB RTX6000)2026.041.2545
HyperSigmaTraining Setup=Decoder Only Fine-tuning, Model Capacity=100.16M, Trainable Param=0.69M, Train Time (Hr)=133.31@(2x12GB 2080Ti)2026.041.3317
HyperFreeTraining Setup=Full Fine-tuning, Model Capacity=101.82M, Trainable Param=101.82M, Train Time (Hr)=3.09@(3x48GB RTX8000)2026.041.3451
CAMTraining Setup=Full Fine-tuning, Model Capacity=0.47M, Trainable Param=0.47M, Train Time (Hr)=3.71@(1x12GB RTX2080Ti)2026.041.5123
UNetTraining Setup=Full Fine-tuning, Model Capacity=31.04M, Trainable Param=31.04M, Train Time (Hr)=1.57@(1x48GB A6000)2026.041.5709
CloudUNetTraining Setup=Full Fine-tuning, Model Capacity=1.86M, Trainable Param=1.86M, Train Time (Hr)=3.67@(1x12GB RTX2080Ti)2026.041.703
SpectralEarthTraining Setup=Decoder Only Fine-tuning, Model Capacity=88.78M, Trainable Param=0.54M, Train Time (Hr)=9.58@(3x48GB RTX8000)2026.041.7111
HyperSigmaTraining Setup=Full Fine-tuning, Model Capacity=100.16M, Trainable Param=100.16M, Train Time (Hr)=4.54@(2x48GB A6000)2026.041.7524
HyperFreeTraining Setup=Decoder Only Fine-tuning, Model Capacity=101.82M, Trainable Param=0.69M, Train Time (Hr)=5.38@(2x48GB A6000)2026.042.0632
HyperSigmaTraining Setup=Zero-shot, Model Capacity=100.16M2026.049.1567
SpectralEarthTraining Setup=Zero-shot, Model Capacity=88.78M2026.0426.1292
HyperFreeTraining Setup=Zero-shot, Model Capacity=101.82M2026.0436.923