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FracAtlas:一个骨折分类,定位和分段肌肉骨放射图的数据集
Iftekharul Abedeen1,2, Md Ashiqur Rahman1,2, Fatema Zohra Prottyasha1
1Islamic University of Technology, Gazipur, 1704, Bangladesh.
Scientific data
|August 5, 2023
概括
FracAtlas是一个新的数据集,包含4083张X射线图像,用于诊断骨折. 本资源有助于开发和评估用于断裂检测,分类,定位和细分的机器学习算法.
科学领域:
- 医疗成像医学成像
- 计算机视觉 计算机视觉
- 机器学习 机器学习
背景情况:
- 数字放射是骨折诊断的标准,需要专家解释.
- 计算机辅助诊断 (CAD) 正在获得吸引力,但需要大型,注释良好的数据集.
- 现有的X射线数据集不足以开发和评估先进的机器学习算法.
研究的目的:
- 介绍FracAtlas,一种用于骨折分析的全新,全面的数据集.
- 提供培训和评估机器学习模型的资源,用于骨折分类,本地化和细分.
- 解决现有数据集在尺寸和注释质量方面的局限性.
主要方法:
- 从孟加拉国三个医院整理了4083张X射线扫描.
- 手动注释的骨折实例与口罩和边界框.
- 利用专家放射科医生和一名骨科医生通过makesense.ai.ai进行注释.
主要成果:
- 数据集包含717张图像,其中有922个注释的骨折实例.
- 每个断裂实例包括精确的面具和边界框.
- 扫描也被标记为全球分类任务.
结论:
- 在骨折诊断方面,FracAtlas提供了一种有价值的资源,用于推进机器学习.
- 该数据集有助于开发和严格评估人工智能算法.
- 这项工作支持了计算机辅助诊断在骨科的进展.
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Treatment for a fracture is based on the type of break, the bone affected, and the patient's age.
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Long and Short Bones
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