Fully Automated Lung Volume Assessment from MRI in a Population-based Child Cohort Study

被引：1

作者：

Ivanovska, Tatyana ^{[1
]}

Ciet, Pierluigi ^{[2
]}

Rerez-Rovira, Adria ^{[2
]}

Anh Nguyen ^{[2
]}

Tiddens, Harm ^{[2
]}

Duijts, Liesbeth ^{[2
]}

de Bruijne, Marleen ^{[2
]}

Woergoetter, Florentin ^{[1
]}

机构：

[1] Georg August Univ, Dept Computat Neurosci, Gottingen, Germany

[2] Univ Med Ctr Rotterdam, Erasmus MC, Rotterdam, Netherlands

来源：

PROCEEDINGS OF THE 12TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS (VISIGRAPP 2017), VOL 6 | 2017年

关键词：

MRI; Lung; Segmentation and Volumetry; Child Cohort; SEGMENTATION;

D O I：

10.5220/0006075300530058

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this work, a framework for fully automated lung extraction from magnetic resonance imaging (MRI) inspiratory data that have been acquired within a on-going epidemiological child cohort study is presented. The method's main steps are intensity inhomogeneity correction, denoising, clustering, airway extraction and lung region refinement. The presented approach produces highly accurate results (Dice coefficients >= 95%), when compared to semi-automatically obtained masks, and has potential to be applied to the whole study data.

引用

页码：53 / 58

页数：6

共 50 条

[41] Associations of spleen volume with markers of blood count and lipid profile in a large population-based study [J].

Naeem, Muhammad ;

Ittermann, Till ;

Markus, Marcello Ricardo Paulista ;

Mousa, Mohammed Farah Mahmoud ;

von Heder, Laura ;

Buelow, Robin ;

Doerr, Marcus ;

Nauck, Matthias ;

Agdassi, Ali ;

Heidel, Florian H. ;

Voelzke, Henry .

UPSALA JOURNAL OF MEDICAL SCIENCES, 2023, 128 (01)

[42] Does risk of brain cancer increase with intracranial volume? A population-based case control study [J].

Fyllingen, Even Hovig ;

Hansen, Tor Ivar ;

Jakola, Asgeir Store ;

Haberg, Asta Kristine ;

Salvesen, Oyvind ;

Solheim, Ole .

NEURO-ONCOLOGY, 2018, 20 (09) :1225-1230

[43] Survival in patients with carcinomas presenting with bone metastasis at diagnosis: a SEER population-based cohort study [J].

Younis, Manaf H. ;

Fuentes-Rivera, Lorena ;

Summers, Spencer ;

Pretell-Mazzini, Juan .

ARCHIVES OF ORTHOPAEDIC AND TRAUMA SURGERY, 2021, 141 (03) :367-373

[44] Survival in patients with carcinomas presenting with bone metastasis at diagnosis: a SEER population-based cohort study [J].

Manaf H. Younis ;

Lorena Fuentes-Rivera ;

Spencer Summers ;

Juan Pretell-Mazzini .

Archives of Orthopaedic and Trauma Surgery, 2021, 141 :367-373

[45] Association of Kidney Function With Dementia and Structural Brain Differences: A Large Population-Based Cohort Study [J].

Wang, Shuqi ;

Wang, Jiao ;

Guo, Jie ;

Dove, Abigail ;

Xu, Hong ;

Qi, Xiuying ;

Xu, Weili .

JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2023, 79 (01)

[46] Risk of hip fractures in patients with depressive disorders: A nationwide, population-based, retrospective, cohort study [J].

Pan, Chih-Chuan ;

Hu, Li-Yu ;

Lu, Ti ;

Tu, Ming-Shium ;

Shen, Cheng-Che ;

Chen, Zi-Jun .

PLOS ONE, 2018, 13 (04)

[47] The natural history of severe asthma and influences of early risk factors: a population-based cohort study [J].

Chen, Wenjia ;

Marra, Carlo A. ;

Lynd, Larry D. ;

FitzGerald, J. Mark ;

Zafari, Zafar ;

Sadatsafavi, Mohsen .

THORAX, 2016, 71 (03) :267-U78

[48] Increased incidence of colorectal cancer with obstructive sleep apnea: a nationwide population-based cohort study [J].

Chen, Chao-Yang ;

Hu, Je-Ming ;

Shen, Cheng-Jung ;

Chou, Yu-Ching ;

Tian, Yu-Feng ;

Chen, Yong-Chen ;

You, San-Lin ;

Hung, Chi-Feng ;

Lin, Tzu-Chiao ;

Hsiao, Cheng-Wen ;

Lin, Chun-Yu ;

Sun, Chien-An .

SLEEP MEDICINE, 2020, 66 :15-20

[49] A longitudinal observational population-based study of brain volume associated with changes in sleep timing from middle to late-life [J].

Kim, Regina E. Y. ;

Kim, Hyeon Jin ;

Kim, Soriul ;

Abbott, Robert D. ;

Thomas, Robert J. ;

Yun, Chang-Ho ;

Lee, Hyang Woon ;

Shin, Chol .

SLEEP, 2021, 44 (04)

[50] Prevalence and Risk Factors of Cerebral Small Vessel Disease from a Population-Based Cohort in China [J].

Yang, Yingying ;

Cai, Xueli ;

Zhou, Mengyuan ;

Chen, Yiyi ;

Pi, Jingtao ;

Zhao, Mengxi ;

Shi, Yulu ;

Wang, Suying ;

Jing, Jing ;

Chen, Weiqi ;

Meng, Xia ;

Wang, Yongjun ;

Pan, Yuesong ;

Wang, Yilong .

NEUROEPIDEMIOLOGY, 2023, 57 (06) :413-422

← 1 2 3 4 5 →