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This article discusses the use of deep learning in computer vision tasks, particularly in remote sensing. It highlights the potential of deep learning to process multi-sensory data and its impact on classification, detection, and segmentation tasks. The article also invites researchers from academia and industry to contribute to a special issue on this topic.