基于对比学习的方法用于X射线和CT注册在外科设备的闭塞下
Xiyuan Wang1, Zhancheng Zhang1, Shaokang Xu2
1School of Electronics and Information Engineering at University of Science and Technology Suzhou, SuZhou, 215009, China.
Computers in biology and medicine
|August 6, 2024
概括
本研究介绍了ResTrans,这是一种用于3D/2D手术导航注册的新型深度学习方法. 它在外科设备封闭的情况下显著提高了准确性,超过了现有的最先进的技术.
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:
- 基于深度学习的3D/2D外科导航注册显示出有希望.
- 手术设备的遮蔽限制了当前方法的准确性.
研究的目的:
- 开发一种强大的3D/2D外科导航注册方法,克服阻塞的挑战.
- 在复杂的外科手术场景中提高注册准确性和可靠性.
主要方法:
- 采用了对比的学习策略,将封闭和未封闭的X射线作为正样本来处理.
- 一个基于变压器的剩余连接 (ResTrans) 模型被设计为改进长序列映射和特征检索.
- 基于学习的兴趣区域 (ROI) 微调方法被纳入,以改进错位.
主要成果:
- 在ResTrans模型中,平均目标登记误差 (mTRE) 为3.25mm.
- 该方法证明了1.59秒的快速运行时间.
- 实验结果显示,与使用封闭式X射线的最先进方法相比,其性能优越.
结论:
- 拟议的ResTrans方法有效地解决了3D/2D外科导航注册中的闭塞问题.
- 这种方法为实时手术指导提供了更高的准确性和效率.
- 对比学习和ROI微调策略有助于强大的特征适应和精确的对齐.
更多相关视频
07:13Author Spotlight: An Efficient and Robust Software for Automated Fusion of Multiple Preclinical Imaging Modalities
Published on: October 27, 2023
1.1K
02:09Multi-modal Pulmonary Imaging: Using Complementary Information from CT and Hyperpolarized 129Xe MRI to Evaluate Lung Structure-Function
Published on: April 12, 2024
560
相关概念视频
Computed Tomography
4.4K
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...
4.4K
X-ray Imaging
5.4K
German physicist Wilhelm Röntgen (1845–1923) was experimenting with electrical current when he discovered that a mysterious and invisible "ray" would pass through his flesh but leave an outline of his bones on a screen coated with a metal compound. In 1895, Röntgen made the first durable record of the internal parts of a living human: an "X-ray" image (as it came to be called) of his wife’s hand. Scientists worldwide quickly began their own experiments with...
5.4K
Imaging Studies for Cardiovascular System III: X-Ray
162
The most common cardiovascular diagnostic test is an X-ray. It produces images of the heart, blood vessels, and adjacent structures.
Definition and Purpose
An X-ray, or radiograph, is a non-invasive method that uses ionizing radiation to take images of internal structures. It is mainly used in cardiac imaging to examine the heart, lungs, and major blood vessels, aiming to identify abnormalities in the heart's size, shape, and position, such as heart failure, congenital defects, and vascular...
Definition and Purpose
An X-ray, or radiograph, is a non-invasive method that uses ionizing radiation to take images of internal structures. It is mainly used in cardiac imaging to examine the heart, lungs, and major blood vessels, aiming to identify abnormalities in the heart's size, shape, and position, such as heart failure, congenital defects, and vascular...
162
Imaging Studies I: CT and MRI
209
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...
209
Radiological Investigation I: X-ray and CT
219
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...
219
