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This Special Issue will bring together researchers and experts to present and discuss the latest developments and technical solutions related to advances in deep learning for signal and image processing of bioelectronic devices. It will focus on theoretical analysis, biomedical signal and image processing, novel system architecture construction and design, experimental studies, and wearable device development. Submissions should be made online and manuscripts should not have been published previously.