2D/3D Multimode Medical Image Alignment Based on Spatial Histograms

Author:

Ban Yuxi,Wang Yang,Liu ShanORCID,Yang Bo,Liu MingzheORCID,Yin LirongORCID,Zheng WenfengORCID

Abstract

The key to image-guided surgery (IGS) technology is to find the transformation relationship between preoperative 3D images and intraoperative 2D images, namely, 2D/3D image registration. A feature-based 2D/3D medical image registration algorithm is investigated in this study. We use a two-dimensional weighted spatial histogram of gradient directions to extract statistical features, overcome the algorithm’s limitations, and expand the applicable scenarios under the premise of ensuring accuracy. The proposed algorithm was tested on CT and synthetic X-ray images, and compared with existing algorithms. The results show that the proposed algorithm can improve accuracy and efficiency, and reduce the initial value’s sensitivity.

Funder

Sichuan Science and Technology Program

Publisher

MDPI AG

Subject

Fluid Flow and Transfer Processes,Computer Science Applications,Process Chemistry and Technology,General Engineering,Instrumentation,General Materials Science

Reference39 articles.

1. Image-Guided Interventions: Technology Review and Clinical Applications

2. A novel class of machine-learning-driven real-time 2D/3D tracking methods: Texture model registration (TMR);Steininger;Proceedings of the Medical Imaging 2011: Visualization, Image-Guided Procedures, and Modeling: International Society for Optics and Photonics,2011

3. Influence of nonlinear soft tissue modeling on the external and internal forces during lateral hip impacts

4. Construction of force haptic reappearance system based on Geomagic Touch haptic device

5. Motion prediction via online instantaneous frequency estimation for vision-based beating heart tracking

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3