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
收藏
页码:53 / 58
页数:6
相关论文
共 50 条
  • [1] Association of MRI-based adrenal gland volume and impaired glucose metabolism in a population-based cohort study
    Askani, Esther
    Rospleszcz, Susanne
    Lorbeer, Roberto
    Kulka, Charlotte
    von Kruechten, Ricarda
    Mueller-Peltzer, Katharina
    Hasic, Dunja
    Kellner, Elias
    Reisert, Marco
    Rathmann, Wolfgang
    Peters, Annette
    Schlett, Christopher L.
    Bamberg, Fabian
    Storz, Corinna
    DIABETES-METABOLISM RESEARCH AND REVIEWS, 2022, 38 (05)
  • [2] Fully-automated left ventricular mass and volume MRI analysis in the UK Biobank population cohort: evaluation of initial results
    Suinesiaputra, Avan
    Sanghvi, Mihir M.
    Aung, Nay
    Paiva, Jose Miguel
    Zemrak, Filip
    Fung, Kenneth
    Lukaschuk, Elena
    Lee, Aaron M.
    Carapella, Valentina
    Kim, Young Jin
    Francis, Jane
    Piechnik, Stefan K.
    Neubauer, Stefan
    Greiser, Andreas
    Jolly, Marie-Pierre
    Hayes, Carmel
    Young, Alistair A.
    Petersen, Steffen E.
    INTERNATIONAL JOURNAL OF CARDIOVASCULAR IMAGING, 2018, 34 (02) : 281 - 291
  • [3] Reference intervals for iron-related blood parameters: results from a population-based cohort study (LIFE Child)
    Rieger, Kristin
    Vogel, Mandy
    Engel, Christoph
    Ceglarek, Uta
    Thiery, Joachim
    Kratzsch, Juergen
    Harms, Kristian
    Glock, Fabian
    Hiemisch, Andreas
    Kiess, Wieland
    LABORATORIUMSMEDIZIN-JOURNAL OF LABORATORY MEDICINE, 2016, 40 (01): : 31 - 41
  • [4] An audit of performance, interpretation, and influence of pretherapeutic MRI in rectal cancer: a Swedish population-based cohort study
    Elliot, Anders H.
    Blomqvist, Lennart
    Sigurdsson, Arni
    Martling, Anna
    Johansson, Hemming
    Glimelius, Bengt
    Nilsson, Per J.
    ACTA RADIOLOGICA, 2019, 60 (08) : 955 - 961
  • [5] Fully Automated Assessment of Left Ventricular Volumes, Function and Mass from Cardiac MRI
    Marino, Marco
    Veronesi, Federico
    Tarroni, Giacomo
    Mor-Avi, Victor
    Patel, Amit R.
    Corsi, Cristiana
    2014 COMPUTING IN CARDIOLOGY CONFERENCE (CINC), VOL 41, 2014, 41 : 109 - 112
  • [6] Lung function in relation to brain aging and cognitive transitions in older adults: A population-based cohort study
    Grande, Giulia
    Li, Yuanjing
    Trevisan, Caterina
    Rizzuto, Debora
    Kalpouzos, Gregoria
    Ding, Mozhu
    Laukka, Erika J.
    Bellander, Tom
    Fratiglioni, Laura
    Qiu, Chengxuan
    ALZHEIMERS & DEMENTIA, 2024, 20 (08) : 5662 - 5673
  • [7] Automated Deep Learning- Based Segmentation of Abdominal Adipose Tissue on Dixon MRI in Adolescents: A Prospective Population-Based Study
    Wu, Tong
    Estrada, Santiago
    van Gils, Renza
    Su, Ruisheng
    Jaddoe, Vincent W. V.
    Oei, Edwin H. G.
    Klein, Stefan
    AMERICAN JOURNAL OF ROENTGENOLOGY, 2024, 222 (01)
  • [8] Abdominal fat and risk of impaired lung function and asthma in children: A population-based prospective cohort study
    Wu, Tong
    Karramass, Tarik
    Jaddoe, Vincent W. V.
    Klein, Stefan
    Oei, Edwin H. G.
    Duijts, Liesbeth
    PEDIATRIC ALLERGY AND IMMUNOLOGY, 2024, 35 (02)
  • [9] Sexual violence and mode of delivery: a population-based cohort study
    Henriksen, L.
    Schei, B.
    Vangen, S.
    Lukasse, M.
    BJOG-AN INTERNATIONAL JOURNAL OF OBSTETRICS AND GYNAECOLOGY, 2014, 121 (10) : 1237 - 1244
  • [10] Associations between maternal stress and smoking: findings from a population-based prospective cohort study
    Hauge, Lars Johan
    Torgersen, Leila
    Vollrath, Margarete
    ADDICTION, 2012, 107 (06) : 1168 - 1173