在计算机断层扫描,人工智能结肠扫描上对大肠细分进行形态测量分析和扭曲类型化
Hadi Sasani1, Mazhar Ozkan2, Mehmet Ali Simsek3
1Tekirdag Namik Kemal University, Faculty of Medicine, Department of Radiology, Tekirdag, Turkey Tekirdag Namik Kemal University Tekirdag Namik Kemal University Faculty of Medicine Department of Radiology TekirdagTurkey Turkey.
Colombia medica (Cali, Colombia)
|November 20, 2024
概括
这项研究使用人工智能分析结肠镜图像,揭示了大肠的关键形态特征. 人工智能准确地识别了结肠形状,有助于临床解释和患者管理.
科学领域:
- 放射学 放射学是一门学科.
- 医疗成像医学成像
- 人工智能在医学中的应用
背景情况:
- 结肠形态,包括长度和扭曲度,对于结肠镜检查等手术至关重要.
- 了解这些特征有助于解释CT结肠镜和管理患者.
研究的目的:
- 使用CT结肠镜图像分析结肠体形态特征.
- 为了研究结肠部分和年龄组之间的关系.
- 应用人工智能来分析横向结肠形状.
主要方法:
- 从40-80岁的个人对2D和3DCT结肠镜像进行了回顾性分析.
- 利用人工智能算法 (YOLOv8) 在3D结肠图像上进行形状检测.
主要成果:
- 包括160名参与者 (89名男性,71名女性) 没有显著的年龄差异.
- 结肠的总长度在性别之间没有显著差异 (男性:166.11±25.07厘米,女性:158.73±21.92厘米).
- 人工智能模型实现了高性能:精度为0.8578,召回为0.7940,mAP为0.9142.
结论:
- 了解大肠形态对于准确的CT结肠镜解读和患者护理至关重要.
- 人工智能在分析结肠图像方面表现出显著的准确性 (88.57%的正确检测).
- 人工智能显示出对自动结肠打字和提高诊断准确性的承诺.
关键词:
深度学习 (Deep Learning) 是一种深度学习.人工智能的人工智能是人工智能.结肠学 结肠学 结肠学计算机断层扫描 (CT) 是一种计算机断层扫描.大肠是大肠中的一个.形态测量法 形态测量法 形态测量法这是一种扭曲性.更多相关视频
12:32Image Rendering Techniques in Postmortem Computed Tomography: Evaluation of Biological Health and Profile in Stranded Cetaceans
Published on: September 27, 2020
8.6K
13:09Segmentation and Measurement of Fat Volumes in Murine Obesity Models Using X-ray Computed Tomography
Published on: April 4, 2012
16.1K
相关概念视频
01:26Imaging Studies III: Gastrointestinal Motility Studies and Virtual Colonoscopy
51
This lesson explores three gastrointestinal imaging techniques: radionuclide testing, colonic transit studies, and virtual colonoscopy.
Radionuclide Testing
Radionuclide testing is a sophisticated medical technique for assessing gastrointestinal motility. It focuses on gastric emptying and colonic transit time. Radioactive markers track the movement of food through the digestive system, providing insights into gastrointestinal disorders.
In gastric emptying studies, a meal's liquid and...
Radionuclide Testing
Radionuclide testing is a sophisticated medical technique for assessing gastrointestinal motility. It focuses on gastric emptying and colonic transit time. Radioactive markers track the movement of food through the digestive system, providing insights into gastrointestinal disorders.
In gastric emptying studies, a meal's liquid and...
51
01:10Computed Tomography
4.3K
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...
4.3K