Abstract: Highlights•Introduces Convolutional neural networks (CNNs) into the field of image fusion.•Discusses the feasibility and superiority of CNNs used for image fusion.•Proposes a state-of-the-art CNN-based multi-focus image fusion method.•Exhibits the potential of CNNs for other-type image fusion issues.•Puts forward some suggestions on the future study of CNN-based image fusion.
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