Abstract: Highlights•A motion decoder is added to MCnet to emphasize the motion information.•Multi-level content details are introduced to alleviate the ambiguousness of a prediction.•WGAN-GP framework is used to construct our model.•A composite loss is designed to guide our model to focus on motions and content details.
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