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This Special Issue focuses on the latest advances of pattern recognition and computer vision technology based on deep learning and their applications in practice. It invites high-quality research papers or literature reviews related to deep learning-based pattern recognition and computer vision, including, but not limited to, image/video restoration, image/video enhancement, target detection and recognition, classification and segmentation, target tracking, image/video understanding and analysis, image/video quality assessment, etc.