A method for extracting lung lobe regions from 3D chest X-ray CT images based on 3D figure decomposition approach

被引:0
|
作者
Mori, K. [1 ]
Nakada, Y. [1 ]
Kitasaka, T. [1 ]
Suenaga, Y. [1 ]
Takabatake, H. [2 ]
Natori, H. [3 ]
Mori, M. [4 ]
机构
[1] Nagoya Univ, Grad Sch Informat Sci, Nagoya, Aichi 4648601, Japan
[2] Minami Sanjyo Hosp, Sapporo, Hokkaido, Japan
[3] Nishioka Hosp, Yamamoto, Japan
[4] Sapporo Kosei Gen Hosp, Sapporo, Hokkaido, Japan
关键词
Computer aided diagnosis; Chest CT image; Lung; Lung lobe; Image processing;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper presents a method for extracting lung lobe regions from 3D chest X-ray CT images by utilizing a 3D figure decomposition process. Recent progress of medical volumetric scanner has enabled us to take a very precise volumetric image of a human body. Computer-aided diagnosis system that assists diagnostic process of radiologists is strongly expected to be developed. In a CAD system for the chest, it is very important to understand structures of the chest by a computer. It is required to develop algorithms that automatically segment organ regions of the chest area from input 3D chest CT images. This paper proposes a method for extracting lung lobe regions from 3D chest CT images by utilizing 3D figure decomposition technique. First, we extract lung regions by simple thresholding and morphological operations. The interlobar pleura are extracted by emphasizing sheet structures. Eigenvalues of the Hessian matrix are used for enhancement. Then, we subtract interlobar pleura regions from lung regions. Figure decomposition process based on Euclidean distance is applied for obtaining lung lobe regions. The proposed method was applied to 14 cases of 3D chest CT images. Experimental results demonstrated that the proposed method can extract lung lobe regions even for cases of incomplete fissure or over-extraction of interlobar pleura.
引用
收藏
页码:S89 / S91
页数:3
相关论文
共 50 条
  • [1] Lung lobe and segmental lobe extraction from 3D chest CT datasets based on figure decomposition and Voronoi division
    Mori, Kensaku
    Nakada, Yuichi
    Kitasaka, Takayuki
    Suenaga, Yasuhito
    Takabatake, Hirotsugu
    Mori, Masaki
    Natori, Hiroshi
    MEDICAL IMAGING 2008: IMAGE PROCESSING, PTS 1-3, 2008, 6914
  • [2] A method for segmenting bronchial trees from 3D chest X-ray CT images
    Kitasaka, T
    Mori, K
    Suenaga, Y
    Hasegawa, J
    Toriwaki, J
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2003, PT 2, 2003, 2879 : 603 - 610
  • [3] Automated extraction of the lung area from 3D chest X-ray CT images based upon the 3D shape model deformation
    Kitasaka, T
    Mori, K
    Hasegawa, J
    Toriwaki, J
    CARS '99: COMPUTER ASSISTED RADIOLOGY AND SURGERY, 1999, 1191 : 194 - 198
  • [4] Method for extracting the aorta from 3D CT images
    Taeprasartsit, Pinyo
    Higgins, William E.
    MEDICAL IMAGING 2007: IMAGE PROCESSING, PTS 1-3, 2007, 6512
  • [5] Extraction of bronchus regions from 3D chest X-ray CT images by using structural features of bronchus
    Kitasaka, T
    Mori, K
    Hasegawa, J
    Suenaga, Y
    Toriwaki, J
    CARS 2003: COMPUTER ASSISTED RADIOLOGY AND SURGERY, PROCEEDINGS, 2003, 1256 : 240 - 245
  • [6] Detection of small nodules from 3D chest X-ray CT images based on shape features
    Mekada, Y
    Kusanagi, T
    Hayase, Y
    Mori, K
    Hasegawa, J
    Toriwaki, J
    Mori, M
    Natori, H
    CARS 2003: COMPUTER ASSISTED RADIOLOGY AND SURGERY, PROCEEDINGS, 2003, 1256 : 971 - 976
  • [7] An approach to 2D/3D registration of a vertebra in 2D x-ray fluoroscopies with 3D CT images
    Weese, J
    Buzug, TM
    Lorenz, C
    Fassnacht, C
    CVRMED-MRCAS'97: FIRST JOINT CONFERENCE - COMPUTER VISION, VIRTUAL REALITY AND ROBOTICS IN MEDICINE AND MEDICAL ROBOTICS AND COMPUTER-ASSISTED SURGERY, 1997, 1205 : 119 - 128
  • [8] Recognition of lung nodules from X-ray CT images using 3D MRF models
    Takizawa, H
    Yamamoto, S
    Matsumoto, T
    Tateno, Y
    Iinuma, T
    Matsumoto, M
    CARS 2001: COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2001, 1230 : 570 - 575
  • [9] POSTOPERATIVE 3D ANALYSIS BASED ON X-RAY IMAGES
    Vigneron, Lara
    Lawrenchuk, Mike
    Delport, Hendrik
    Beski, Danielle
    De Boodt, Sebastian
    PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, 2014, VOL 3, 2014,
  • [10] 3D interpolation method for CT images of the lung
    Asada, N
    Ogura, M
    6TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL III, PROCEEDINGS: IMAGE, ACOUSTIC, SPEECH AND SIGNAL PROCESSING I, 2002, : 11 - 16