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This article discusses the advancements in object detection and tracking in computer vision, driven by the rise of deep learning techniques. It invites researchers to present their latest findings and address challenges in this field, with the goal of improving applications such as surveillance, autonomous driving, and robotics. The article also provides information on how to submit manuscripts for consideration in a special issue on this topic.