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Precipitation forecasting on Radar Echo

67.8CSI (Threshold 30)MotionRNN
23.70435.15246.658.048Nov 19, 2018Apr 7, 2019Aug 24, 2019Jan 10, 2020May 28, 2020Oct 14, 2020Mar 3, 2021

Evaluation results

MethodLinks
MotionRNNbackbone=PredRNN2021.0367.8—66.462.386.510.9
MotionRNNbackbone=E3D-LSTM2021.0367.1—65.962.1889.67
MotionRNNbackbone=MIM2021.0366.8—65.461.486.311.1
MIM2021.0365.4—64.660.984.911.3
MotionRNNbackbone=ConvLSTM2021.0364.6—62.958.68511.9
PredRNN2021.0363.3—62.258.184.111.9
ConvLSTM2021.0362.4—60.55683.712.3
E3D-LSTM2021.0361.5—61.55984.212.7
TrajGRU2021.0357.6—54.548.481.513.9
Conv-TT-LSTM2021.0357.1—5346.98213.6
MIMpredict_frames=10, input_frames=102018.1142.927.839.931.7——
PredRNNpredict_frames=10, input_frames=102018.1140.131.837.830.6——
Causal LSTMpredict_frames=10, input_frames=102018.1136.229.833.125.1——
FRNNpredict_frames=10, input_frames=102018.1125.452.520.316.3——