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This article discusses the challenges of object detection and pattern recognition in image processing and the limitations of traditional methods. It calls for high-performance approaches, such as novel deep learning methods and high-level object understanding tasks, to improve performance and robustness. The article also invites submissions for research articles, review articles, and short communications on this topic.