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The CampusGuard dataset is specifically annotated and categorized for student behaviors in campus environments, aiming to improve the YOLOv8 model with extensive training samples. It includes five main categories: “Using Mobile Phone”, “No Helmet”, “Sleeping”, “Triples”, and “Violence”. These categories cover common behaviors both inside and outside classrooms and reflect the diversity of campus safety and student behavior management.