通过轴心CT成像检测结石:用于AI和深度学习应用的数据集
Peshraw Ahmed Abdalla1, Muhammad Y Shakor2, Aso Khaleel Ameen3,4
1Computer Science Department, College of Science, University of Halabja, Kurdistan Region, Halabja 46018, Iraq.
Data in brief
|March 31, 2025
概括
这项研究介绍了一套新的CT扫描图像数据集用于结石检测,包含3300多张原始图像和35000多张增强图像. 该资源有助于开发人工智能模型,以改善结石诊断和医学教育.
科学领域:
- 医疗成像医学成像
- 医疗保健中的人工智能
- 腎臟病學 (nephrology) 是一種醫學專業.
背景情况:
- 结石在全球范围内构成了重大的健康挑战.
- 准确和早期发现结石对于有效治疗至关重要.
- 现有的数据集可能缺乏多样性或足够的大小,无法进行强大的深度学习模型培训.
研究的目的:
- 引入一个全面而精心策划的CT扫描图像数据集,用于结石检测.
- 为开发和验证结石诊断的深度学习模型提供宝贵的资源.
- 支持医学研究和脏病学和放射学方面的教育倡议.
主要方法:
- 收集来自伊拉克卫生机构的患有结石和没有结石的患者的CT扫描图像.
- 严格的数据清理,交叉检查和所有样品的专家领导的标签.
- 增加数据集,以增加可用的培训图像的数量.
主要成果:
- 一个包含3364个原始和35457个增强CT图像的数据集.
- 数据集被分为结石和非结石患者组.
- 数据包括人口统计信息和区域结石模式.
结论:
- 开发的CT扫描数据集是推动结石诊断工具的重要资产.
- 该资源有助于创建深度学习模型,以提高结石检测的性能.
- 数据集是医学学生和专业人员的宝贵教育材料.
相关概念视频
Imaging Studies I: CT and MRI
134
Introduction: MRI and CT scans are crucial advancements in medical imaging techniques, playing a vital role in diagnosing conditions related to the gastrointestinal (GI) system. Each scan serves distinct purposes, targets specific areas, and requires unique nursing duties.
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
134
Kidney Structure
67.3K
The kidneys are two large bean-shaped organs located in the upper abdomen. They filter the blood several times a day to remove toxins and rebalance water and electrolytes of the circulatory system via the renal veins. The kidneys receive blood directly from the heart via the renal arteries. These arteries enter the kidney at the hilum, the concave surface of the bean, where they branch and divide into smaller vessels and capillaries.
67.3K
Radiological Investigation I: X-ray and CT
185
Radiological investigations, including X-rays and computed tomography (CT) scans, are critical for diagnosing and evaluating various medical conditions. These imaging techniques provide valuable insights into the body's internal structures, aiding in the detection of abnormalities, assessment of disease progression, and development of treatment strategies. This article delves into two primary radiological investigations, chest X-rays and CT scans, outlining their purpose, procedures, and...
185
Computed Tomography
4.2K
Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
4.2K
Ultrasonography
4.2K
Ultrasonography is an imaging technique that uses high-frequency sound waves to visualize the body's internal structures. It is a non-invasive and safe procedure that does not involve the use of ionizing radiation, making it widely used in various medical fields. Ultrasonography is used to study heart function, blood flow in the neck or extremities, certain conditions such as gallbladder disease, and fetal growth and development.
During an ultrasonography procedure, a handheld device called...
During an ultrasonography procedure, a handheld device called...
4.2K


