胸部CT肺结节数据集构建及质量控制专家共识

2021-02-25 中华医学会放射学分会 中华放射学杂志.2021.55(2):104-11.

基于人工智能的肺结节辅助诊断、辅助检测对于肺癌早期筛查具有重要意义。由于当前产品通常采用监督学习,研发与测试过程需要高质量的胸部CT肺结节数据集。目前,此类数据集的构建和质量控制尚未建立具体的技术规范

中文标题:

胸部CT肺结节数据集构建及质量控制专家共识

发布日期:

2021-02-25

简要介绍:

基于人工智能的肺结节辅助诊断、辅助检测对于肺癌早期筛查具有重要意义。由于当前产品通常采用监督学习,研发与测试过程需要高质量的胸部CT肺结节数据集。目前,此类数据集的构建和质量控制尚未建立具体的技术规范,业内处于探索阶段。随着人工智能医疗器械标准化的推进,关于数据集通用要求的标准正在起草。为促进产业发展、推进标准化进程,本文以训练集为案例,提出了胸部CT肺结节数据集的构建流程,包括数据采集、数据标注等环节。同时,本文解释了该类数据集质量特性的表现形式,提供了质量控制思路。本文旨在为数据集制造责任方提供参考路线,保障数据资源的有序供给,促进肺结节人工智能产品的研发生产。

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#插入话题
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    2021-12-09 ms9000001410187120

    #房颤#xwuxuexuexxuexixuexilxuexile学习了

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    2021-12-09 ms9000001410187120

    123

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    2021-11-17 ms7000001658661498

    想学习

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    2021-08-18 ms2000000975188309

    学习

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    2021-04-27 gujun830412

    想学习学习

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