像素级注释数据集的计算机断层扫描血管学图像的急性肺栓塞急性肺栓塞
João Mario Clementin de Andrade1, Gabriel Olescki2, Dante Luiz Escuissato3
1Department of Radiology and Image Diagnosis, Hospital de Clínicas, Federal University of Paraná, Curitiba, Brazil. joaoclementin@gmail.com.
Scientific data
|August 4, 2023
概括
这项研究引入了一个新的数据集,用于诊断肺栓塞 (PE) 使用计算机断层扫描肺血管学. 该数据集有助于开发人工智能算法,以更准确地检测和诊断PE.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 心脏病学 心脏病学
背景情况:
- 肺栓塞 (PE) 由于高发病率和死亡率而构成重大健康挑战,通常与诊断错误有关.
- 计算机断层扫描肺血管造影 (CTPA) 是标准的诊断工具,但解释可能很复杂.
- 深度学习 (DL) 在提高PE的诊断准确性方面显示出希望.
研究的目的:
- 引入一种新的,公开可用的数据集,用于开发和评估PE诊断中的AI算法.
- 从多个供应商提供CTPA扫描的像素级注释数据集.
- 包括与PE相关的心脏和循环系统后果数据.
主要方法:
- 创建一个公共数据集,包括40个来自东芝和通用电气设备的CTPA检查.
- 数据集的像素级和图像级注释.
- 包括PE对心脏和循环系统影响的测量.
主要成果:
- 开发首个公开的数据集,为CTPA提供像素级注释.
- 该数据集包括多供应商的成像数据,对于强大的AI模型培训至关重要.
- 该数据集包括PE对心血管影响的临床数据.
结论:
- 开发的数据集是推进PE诊断中AI的宝贵资源.
- 多供应商的数据和详细的注释有助于创建更具概括性和准确性的AI工具.
- 该资源将帮助研究人员开发和比较人工智能算法,以改进PE检测.
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