
Developed and integrated the Pickee Vision ROS 2 package within the addinedu-roscamp-7th/roscamp-repo-1 repository, delivering a scalable computer vision foundation for robotic order fulfillment. The work combined Python and C++ to implement asynchronous, multithreaded vision nodes, UDP-based real-time video streaming, and YOLOv8-powered object detection with DetectionInfo messaging for precise product localization. Architecture and interface documentation were created to support seamless ROS2-based communication between vision and robotic arm components. Enhancements included a threaded camera pipeline, CNN-based detection and pose estimation, and PID control refinements, resulting in a robust, production-ready system that improves automation, throughput, and reliability in robotics workflows.
November 2025 monthly summary for addinedu-roscamp-7th/roscamp-repo-1: Delivered end-to-end PickeeVision integration with Vision-Arm orchestration and ROS2 coordination, a real-time threaded vision pipeline, and CNN-based product detection enhancements. The work significantly improves automation, throughput, and reliability in the vision-enabled robotic workflow.
November 2025 monthly summary for addinedu-roscamp-7th/roscamp-repo-1: Delivered end-to-end PickeeVision integration with Vision-Arm orchestration and ROS2 coordination, a real-time threaded vision pipeline, and CNN-based product detection enhancements. The work significantly improves automation, throughput, and reliability in the vision-enabled robotic workflow.
October 2025 monthly summary focusing on delivery of foundational Pickee Vision ROS 2 package, UDP streaming capabilities, and YOLOv8-based detection, with architecture/interface documentation and end-to-end integration with Shopee Main. Highlights include core vision nodes, updated interface specifications for robot arm picking, real-time vision data streaming, and DetectionInfo messaging for precise object coordinates. Result: a scalable, production-ready foundation enabling improved order fulfillment speed and accuracy, with demonstrated cross-component communication and testing plans.
October 2025 monthly summary focusing on delivery of foundational Pickee Vision ROS 2 package, UDP streaming capabilities, and YOLOv8-based detection, with architecture/interface documentation and end-to-end integration with Shopee Main. Highlights include core vision nodes, updated interface specifications for robot arm picking, real-time vision data streaming, and DetectionInfo messaging for precise object coordinates. Result: a scalable, production-ready foundation enabling improved order fulfillment speed and accuracy, with demonstrated cross-component communication and testing plans.

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