MMINR: Multi-frame-to-Multi-frame Inference with Noise Resistance for Precipitation Nowcasting with Radar. (arXiv:2205.02457v1 [cs.CV])

Precipitation nowcasting based on radar echo maps is essential in
meteorological research. Recently, Convolutional RNNs based methods dominate
this field, but they cannot be solved by parallel computation resulting in
longer inference time. FCN based methods adopt a multi-frame-to-single-frame
inference (MSI) strategy to avoid this problem. They feedback into the model
again to predict the next time step to get multi-frame nowcasting results in
the prediction phase, which will lead to the accumulation of prediction errors.
In addition, precipitation noise …

arxiv cv inference noise precipitation radar