Weather Forecasting On Sevir
评估指标
MSE
mCSI
评测结果
各个模型在此基准测试上的表现结果
模型名称 | MSE | mCSI | Paper Title | Repository |
|---|---|---|---|---|
| PhyDNet | 4.8165 | 0.3940 | Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction | - |
| Rainformer | 4.0272 | 0.3661 | Rainformer: Features Extraction Balanced Network for Radar-Based Precipitation Nowcasting | - |
| Earthformer | 3.6957 | 0.4419 | Earthformer: Exploring Space-Time Transformers for Earth System Forecasting | - |
| ConvLSTM | 3.7532 | 0.4185 | Earthformer: Exploring Space-Time Transformers for Earth System Forecasting | - |
| IAM4VP | 2.9371 | 0.4607 | Implicit Stacked Autoregressive Model for Video Prediction | - |
| UNet | 4.1119 | 0.3593 | SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite Meteorology | |
| PredRNN | 3.9014 | 0.4080 | PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning | - |
| E3D-LSTM | 4.1702 | 0.4038 | Eidetic 3D LSTM: A Model for Video Prediction and Beyond |
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