List your company
ResearchFormerly WizWand

Geopotential Prediction (Z500) on WeatherBench ERA5 2017-2018 5.625° (test)

198Latitude-Weighted RMSE (3 days)SMOE (pretrained)
188.4253.2318382.8Nov 24, 2022
Updated 8mo ago

Evaluation results

MethodLinks
SMOE (pretrained)Pre-training=true, Additional Data=Extra ERA5, Resolution=1.4°2022.11198382
SMOE (pretrained)Pre-training=true, Additional Data=Extra ERA52022.11232440
SMOE (pretrained)Pre-training=true2022.11253488
R&T (pretrained)Pre-training=true2022.11267500
3x3 convs → SMOESMOE Replacement=All 3x3 convolutions, Gate Prior=true2022.11270525
3x3 convs → SMOESMOE Replacement=All 3x3 convolutions2022.11278530
LRLCN2022.11290549
Last layer SMOESMOE Position=After final convolution2022.11298553
SMOE after first layerSMOE Position=After first convolution2022.11305556
Rasp and ThuereyArchitecture=ResNet, Width=2x2022.11310555
Rasp and ThuereyArchitecture=ResNet2022.11316563
3x3 convs → SMOESMOE Replacement=All 3x3 convolutions, Gate Initialization=Random fixed2022.11328572
ViT (2x2)Patch size=2x22022.11438638