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This article announces a special issue in the Journal of Imaging that focuses on the use of neural networks in computer vision. The issue aims to explore the latest advancements and applications of neural networks in this field, and invites contributions from researchers and practitioners. Topics of interest include machine learning algorithms, deep learning approaches, and real-time image processing using neural networks.