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Geopotential Prediction (Z500) on WeatherBench ERA5 2017-2018 5.625° (test)
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198
Latitude-Weighted RMSE (3 days)
SMOE (pretrained)
188.4
253.2
318
382.8
Nov 24, 2022
Latitude-Weighted RMSE (3 days)
Latitude-Weighted RMSE (5 days)
Updated 4d ago
Evaluation Results
Method
Method
Links
Latitude-Weighted RMSE (3 days)
Latitude-Weighted RMSE (5 days)
SMOE (pretrained)
Pre-training=true, Add...
2022.11
198
382
SMOE (pretrained)
Pre-training=true, Add...
2022.11
232
440
SMOE (pretrained)
Pre-training=true
2022.11
253
488
R&T (pretrained)
Pre-training=true
2022.11
267
500
3x3 convs → SMOE
SMOE Replacement=All 3...
2022.11
270
525
3x3 convs → SMOE
SMOE Replacement=All 3...
2022.11
278
530
LRLCN
2022.11
290
549
Last layer SMOE
SMOE Position=After fi...
2022.11
298
553
SMOE after first layer
SMOE Position=After fi...
2022.11
305
556
Rasp and Thuerey
Architecture=ResNet, W...
2022.11
310
555
Rasp and Thuerey
Architecture=ResNet
2022.11
316
563
3x3 convs → SMOE
SMOE Replacement=All 3...
2022.11
328
572
ViT (2x2)
Patch size=2x2
2022.11
438
638
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