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Benchmarks
Spatiotemporal forecasting on N-body MNIST
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14.82
MSE
Earthformer
13.8568
20.3584
26.86
33.3616
Jul 12, 2022
MSE
MAE
SSIM
Updated 1mo ago
Evaluation Results
Method
Method
Links
MSE
MAE
SSIM
Earthformer
#Param. (M)=7.6, GFLOP...
2022.07
14.82
39.93
0.9538
Earthformer w/o global
#Param. (M)=6.6, GFLOP...
2022.07
15.89
41.38
0.951
PredRNN
#Param. (M)=23.8, GFLO...
2022.07
21.76
54.32
0.9288
E3D-LSTM
#Param. (M)=12.9, GFLO...
2022.07
22.98
62.52
0.9131
PhyDNet
#Param. (M)=3.1, GFLOP...
2022.07
28.97
78.66
0.8206
ConvLSTM
#Param. (M)=14.0, GFLO...
2022.07
32.15
72.64
0.8886
Rainformer
#Param. (M)=19.2, GFLO...
2022.07
38.89
96.47
0.8036
UNet
#Param. (M)=16.6, GFLO...
2022.07
38.9
94.29
0.826
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