AI-Assisted Task-Driven Reform of a Computer Vision Course: A Hierarchical Practice Framework for Programming Competence
This paper proposes an AI-assisted, task-driven reform framework for a computer vision course that provides a practical model for integrating human-AI collaboration into specialized AI courses while preserving students' independent reasoning, programming competence, and experimental accountability.