Literature DB >> 25467805

Review of automatic pulmonary lobe segmentation methods from CT.

Tom Doel1, David J Gavaghan2, Vicente Grau3.   

Abstract

The computational detection of pulmonary lobes from CT images is a challenging segmentation problem with important respiratory health care applications, including surgical planning and regional image analysis. Several authors have proposed automated algorithms and we present a methodological review. These algorithms share a number of common stages and we consider each stage in turn, comparing the methods applied by each author and discussing their relative strengths. No standard method has yet emerged and none of the published methods have been demonstrated across a full range of clinical pathologies and imaging protocols. We discuss how improved methods could be developed by combining different approaches, and we use this to propose a workflow for the development of new algorithms.
Copyright © 2014 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  CT; Fissure; Lobe; Lung; Pulmonary; Segmentation

Mesh:

Year:  2014        PMID: 25467805     DOI: 10.1016/j.compmedimag.2014.10.008

Source DB:  PubMed          Journal:  Comput Med Imaging Graph        ISSN: 0895-6111            Impact factor:   4.790


  11 in total

1.  Fully Automated Lung Lobe Segmentation in Volumetric Chest CT with 3D U-Net: Validation with Intra- and Extra-Datasets.

Authors:  Jongha Park; Jihye Yun; Namkug Kim; Beomhee Park; Yongwon Cho; Hee Jun Park; Mijeong Song; Minho Lee; Joon Beom Seo
Journal:  J Digit Imaging       Date:  2020-02       Impact factor: 4.056

2.  Pulmonary lobe separation in expiration chest CT scans based on subject-specific priors derived from inspiration scans.

Authors:  Christian Bauer; Michael Eberlein; Reinhard R Beichel
Journal:  J Med Imaging (Bellingham)       Date:  2018-02-09

Review 3.  CT Radiomics in Thoracic Oncology: Technique and Clinical Applications.

Authors:  Geewon Lee; So Hyeon Bak; Ho Yun Lee
Journal:  Nucl Med Mol Imaging       Date:  2017-12-18

4.  Pulmonary Lobe Segmentation With Probabilistic Segmentation of the Fissures and a Groupwise Fissure Prior.

Authors:  Felix J S Bragman; Jamie R McClelland; Joseph Jacob; John R Hurst; David J Hawkes
Journal:  IEEE Trans Med Imaging       Date:  2017-04-18       Impact factor: 10.048

5.  An open-source framework for pulmonary fissure completeness assessment.

Authors:  James C Ross; Pietro Nardelli; Jorge Onieva; Sarah E Gerard; Rola Harmouche; Yuka Okajima; Alejandro A Diaz; George Washko; Raúl San José Estépar
Journal:  Comput Med Imaging Graph       Date:  2020-02-21       Impact factor: 4.790

6.  FissureNet: A Deep Learning Approach For Pulmonary Fissure Detection in CT Images.

Authors:  Sarah E Gerard; Taylor J Patton; Gary E Christensen; John E Bayouth; Joseph M Reinhardt
Journal:  IEEE Trans Med Imaging       Date:  2018-08-10       Impact factor: 10.048

7.  Many Is Better Than One: An Integration of Multiple Simple Strategies for Accurate Lung Segmentation in CT Images.

Authors:  Zhenghao Shi; Jiejue Ma; Minghua Zhao; Yonghong Liu; Yaning Feng; Ming Zhang; Lifeng He; Kenji Suzuki
Journal:  Biomed Res Int       Date:  2016-08-22       Impact factor: 3.411

8.  A level-set approach to joint image segmentation and registration with application to CT lung imaging.

Authors:  Piotr Swierczynski; Bartłomiej W Papież; Julia A Schnabel; Colin Macdonald
Journal:  Comput Med Imaging Graph       Date:  2017-06-15       Impact factor: 4.790

9.  CT-Based Local Distribution Metric Improves Characterization of COPD.

Authors:  Benjamin A Hoff; Esther Pompe; Stefanie Galbán; Dirkje S Postma; Jan-Willem J Lammers; Nick H T Ten Hacken; Leo Koenderman; Timothy D Johnson; Stijn E Verleden; Pim A de Jong; Firdaus A A Mohamed Hoesein; Maarten van den Berge; Brian D Ross; Craig J Galbán
Journal:  Sci Rep       Date:  2017-06-07       Impact factor: 4.379

10.  PleThora: Pleural effusion and thoracic cavity segmentations in diseased lungs for benchmarking chest CT processing pipelines.

Authors:  Kendall J Kiser; Sara Ahmed; Sonja Stieb; Abdallah S R Mohamed; Hesham Elhalawani; Peter Y S Park; Nathan S Doyle; Brandon J Wang; Arko Barman; Zhao Li; W Jim Zheng; Clifton D Fuller; Luca Giancardo
Journal:  Med Phys       Date:  2020-08-28       Impact factor: 4.071

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