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多模态医学图像配准算法综述

冯筠 邓佳慧 周末 陈宝莹

华中科技大学学报(自然科学版)2024,Vol.52Issue(5):29-49,157,22.
华中科技大学学报(自然科学版)2024,Vol.52Issue(5):29-49,157,22.DOI:10.13245/j.hust.240479

多模态医学图像配准算法综述

Review of multimodal medical image registration algorithm

冯筠 1邓佳慧 1周末 1陈宝莹2

作者信息

  • 1. 西北大学信息科学与技术学院,陕西 西安 710127
  • 2. 西安国际医学中心医院影像诊疗科,陕西 西安 710061
  • 折叠

摘要

Abstract

The multimodal medical image(magnetic resonance(MR),computed tomography(CT),Xray and so on)registration was investigated,and a comprehensive analysis and summary of the research work related to multimodal medical image registration in the past decades were carried out.First,the necessity of multimodal medical image registration was introduced,and the general process of image registration was analyzed.Then,three inductive perspectives were proposed to analyze existing research.Five registration modes between multiple sequences of MR,CT and Xray modalities,five common anatomical structures for registration,and four commonly used multimodal image registration algorithms were focused on and summarized.Seven multimodal medical image registration benchmarks and six popular evaluation metrics were analyzed.Finally,challenges and potential future research directions for multimodal medical image registration algorithm were indicated.

关键词

医学影像/多模态配准/优化算法/监督学习/无监督学习/形变估计

Key words

medical image/multimodal registration/optimization algorithm/supervised learning/unsupervised learning/deformation estimation

分类

信息技术与安全科学

引用本文复制引用

冯筠,邓佳慧,周末,陈宝莹..多模态医学图像配准算法综述[J].华中科技大学学报(自然科学版),2024,52(5):29-49,157,22.

基金项目

国家自然科学基金面上资助项目(62073260). (62073260)

华中科技大学学报(自然科学版)

OA北大核心CSTPCD

1671-4512

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