AUTOMATIC SEGMENTATION OF HEAD STRUCTURES ON FETAL MRI

被引:35
作者
Anquez, Jeremie [1 ]
Angelini, Elsa D. [1 ]
Bloch, Isabelle [1 ]
机构
[1] CNRS, Inst TELECOM Telecom ParisTech, UMR LTCI 5141, Paris, France
来源
2009 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, VOLS 1 AND 2 | 2009年
关键词
Fetal imaging; MRI; eyes; skull; segmentation; GRAPH CUTS;
D O I
10.1109/ISBI.2009.5192995
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Recent improvements of fetal MRI acquisitions now allow three-dimensional segmentation of fetal structures, to extract biometrical measures for pregnancy follow-up. Automation of the segmentation process remains a difficult challenge, given the complexity of the fetal organs and their spatial organization. As a starting point, we propose in this paper a fully automated segmentation method to localize the eyes and segment the skull bone content (SBC). Priors, embedding contrast, morphological and biometrical information, are used to assist the segmentation process. A validation of the proposed segmentation method, on 24 MRI volumes of fetuses between 30 and 35 gestational weeks, demonstrated a high accuracy for eyes and SBC extraction.
引用
收藏
页码:109 / 112
页数:4
相关论文
共 50 条
  • [21] Automatic Segmentation of Abdominal Adipose Tissue in MRI
    Mosbech, Thomas Hammershaimb
    Pilgaard, Kasper
    Vaag, Allan
    Larsen, Rasmus
    IMAGE ANALYSIS: 17TH SCANDINAVIAN CONFERENCE, SCIA 2011, 2011, 6688 : 501 - 511
  • [22] A pyramidal approach for automatic segmentation of multiple sclerosis lesions in brain MRI
    Pachai, C
    Zhu, YM
    Grimaud, J
    Hermier, M
    Dromigny-Badin, A
    Boudraa, A
    Gimenez, G
    Confavreux, C
    Froment, JC
    COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 1998, 22 (05) : 399 - 408
  • [23] ROBUST SEGMENTATION OF BRAIN STRUCTURES IN MRI
    Murgasova, Maria
    Rueckert, Daniel
    Edwards, David
    Hajnal, Jo
    2009 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, VOLS 1 AND 2, 2009, : 17 - +
  • [24] GridNet with Automatic Shape Prior Registration for Automatic MRI Cardiac Segmentation
    Zotti, Clement
    Luo, Zhiming
    Humbert, Olivier
    Lalande, Alain
    Jodoin, Pierre-Marc
    STATISTICAL ATLASES AND COMPUTATIONAL MODELS OF THE HEART: ACDC AND MMWHS CHALLENGES, 2018, 10663 : 73 - 81
  • [25] An automatic pipeline for atlas-based fetal and neonatal brain segmentation and analysis
    Urru, Andrea
    Nakaki, Ayako
    Benkarim, Oualid
    Crovetto, Francesca
    Segales, Laura
    Comte, Valentin
    Hahner, Nadine
    Eixarch, Elisenda
    Gratacos, Eduard
    Crispi, Fatima
    Piella, Gemma
    Ballester, Miguel A. Gonzalez
    LANGMUIR, 2023, 39 (03)
  • [26] Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?
    Bernard, Olivier
    Lalande, Alain
    Zotti, Clement
    Cervenansky, Frederick
    Yang, Xin
    Heng, Pheng-Ann
    Cetin, Irem
    Lekadir, Karim
    Camara, Oscar
    Gonzalez Ballester, Miguel Angel
    Sanroma, Gerard
    Napel, Sandy
    Petersen, Steffen
    Tziritas, Georgios
    Grinias, Elias
    Khened, Mahendra
    Kollerathu, Varghese Alex
    Krishnamurthi, Ganapathy
    Rohe, Marc-Michel
    Pennec, Xavier
    Sermesant, Maxime
    Isensee, Fabian
    Jaeger, Paul
    Maier-Hein, Klaus H.
    Full, Peter M.
    Wolf, Ivo
    Engelhardt, Sandy
    Baumgartner, Christian F.
    Koch, Lisa M.
    Wolterink, Jelmer M.
    Isgum, Ivana
    Jang, Yeonggul
    Hong, Yoonmi
    Patravali, Jay
    Jain, Shubham
    Humbert, Olivier
    Jodoin, Pierre-Marc
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2018, 37 (11) : 2514 - 2525
  • [27] SEGMENTATION OF THE CORTEX IN FETAL MRI USING A TOPOLOGICAL MODEL
    Caldairou, B.
    Passat, N.
    Habas, P.
    Studholme, C.
    Koob, M.
    Dietemann, J-L
    Rousseau, F.
    2011 8TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, 2011, : 2045 - 2048
  • [28] A rule-based expert system for automatic segmentation of cerebral MRI images
    Zhang, SJ
    Maeda, J
    2000 5TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS I-III, 2000, : 2133 - 2138
  • [29] Automatic Pharynx Segmentation from MRI Data for Analysis of Sleep Related Disorders
    Ivanovska, Tatyana
    Laqua, Rene
    Shahid, Muhammad Laiq
    Linsen, Lars
    Hegenscheid, Katrin
    Voelzke, Henry
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2015, 24 (04)
  • [30] Automatic Segmentation of the Placenta in BOLD MRI Time Series
    Abulnaga, S. Mazdak
    Young, Sean I.
    Hobgood, Katherine
    Pan, Eileen
    Wang, Clinton J.
    Grant, Ellen
    Turk, Esra Abaci
    Golland, Polina
    PERINATAL, PRETERM AND PAEDIATRIC IMAGE ANALYSIS (PIPPI 2022), 2022, 13575 : 1 - 12