NeuroPilot：智能代理驱动的神经影像处理与质量控制流水线
原标题：NeuroPilot: An Agent-Driven Smart Pipeline for Processing, Quality Control, and Managing Neuroimages
AI 摘要
NeuroPilot是一个多智能体系统，将神经影像处理、质量控制和数据管理数字化为三个LLM可调用的技能。该系统在17个队列（超过123,000名受试者）中部署，覆盖从婴儿到老年的多种MRI模态。QC代理筛选了558名生产受试者，婴儿处理流程在QC验证输入上实现了100%的完成率，并将传统2-3个月的训练和数据处理时间压缩到一周。
正文节选
Computer Science > Computer Vision and Pattern Recognition Title:NeuroPilot: An Agent-Driven Smart Pipeline for Processing, Quality Control, and Managing Neuroimages View PDF HTML (experimental) Abstract:Transforming raw neuroimage archives into analysis-ready derivatives relies on three brittle stages: data standardization, modality-specific preprocessing, and quality control (QC). While individual neuroimaging tools are well developed, their orchestration requires project-specific