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The simplified structure of the stacked convolutional long short-term memory (ConvLSTM) structure (upper image) and new design ConvLSTM model (lower image) for image reconstruction and prediction pulmonary movements in four-dimensional computed tomography (4DCT) images. For each ConvLSTM network, different high, width, depth, and kernel size are used.
