前列腺区域 - - 为PROSTATEx数据集的前列腺区域和尿道的细分
William Holmlund1, Attila Simkó2, Karin Söderkvist2
1Umeå University, Department of Diagnostics and Intervention, Umeå, Sweden. william.holmlund@umu.se.
Scientific data
|October 8, 2024
概括
这项研究引入了专家前列腺MRI细分的新数据集,用于机器学习. 该数据集有助于培训和评估前列腺癌研究模型.
科学领域:
- 医疗成像医学成像
- 机器学习 机器学习
- 前列腺癌研究 研究前列腺癌
背景情况:
- 手动细分对于训练医学成像中的AI模型至关重要.
- 创建这些细分是耗时和资源密集的.
- 在前列腺癌研究中存在对标准化,高质量的数据集的需求.
研究的目的:
- 介绍前列腺区域和尿道专家细分的新型数据集.
- 为培训和验证前列腺成像中的机器学习模型提供数据.
- 建立一个基准来评估模型对私人数据的性能.
主要方法:
- 开发了一个数据集,使用PROSTATEx数据集中的200名患者的专家细分.
- 包括40名患者的独立重复细分,以评估读者间的可变性.
- 确保所有划线都遵循前列腺成像报告和数据系统v2.1指南.
主要成果:
- 现在可以获得240个专家细分的综合数据集.
- 该数据集包括前列腺区域和尿道的详细细分.
- 为了质量评估,收集了读者之间的变化数据.
结论:
- 新的数据集解决了在前列腺成像中开发和验证人工智能模型的关键差距.
- 它促进了可重现的研究,并提高了机器学习模型的可靠性.
- 本资源支持前列腺癌自动诊断和分析方面的进展.
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