Lung field segmenting in dual-energy subtraction chest x-ray images

被引:8
作者
Alvarez, RE [1 ]
机构
[1] Aprend Technol, Mountain View, CA 94043 USA
关键词
lung; segmenting; dual-energy subtraction; chest; x-ray;
D O I
10.1007/s10278-003-1701-8
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
The purpose of this study was to develop and test a method to delineate lung field boundaries in dual-energy chest x-ray images. The segmenting method uses soft-tissue images and spatial frequency-dependent, background-subtracted images. Large-scale chest anatomy features are located and used to select the lung apices, the lateral lung boundaries, and the lung-mediastinum and lung-diaphragm boundaries. Extraneous parts of the contours are removed and they are joined to form complete lung boundaries. The reliability measure uses a statistical shape model to estimate the probability of occurrence of a contour. The method was experimentally tested with 30 human subject images. It has higher accuracy and specificity and a sensitivity parameter equal to the best previously reported method. The reliability measure is able to detect contours with unusual lung outlines or errors in the processing. The method exploits the characteristics of dual-energy subtraction images to improve lung field segmenting performance.
引用
收藏
页码:45 / 56
页数:12
相关论文
共 20 条
  • [1] Active dual energy x-ray detector: Experimental characterization
    Alvarez, RE
    Seibert, JA
    Poage, TF
    [J]. PHYSICS OF MEDICAL IMAGING - MEDICAL IMAGING 1997, 1997, 3032 : 419 - 426
  • [2] ENERGY-SELECTIVE RECONSTRUCTIONS IN X-RAY COMPUTERIZED TOMOGRAPHY
    ALVAREZ, RE
    MACOVSKI, A
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 1976, 21 (05) : 733 - 744
  • [3] Armato SG, 1999, INT CONGR SER, V1182, P89
  • [4] Knowledge-based method for segmentation and analysis of lung boundaries in chest X-ray images
    Brown, MS
    Wilson, LS
    Doust, BD
    Gill, RW
    Sun, CM
    [J]. COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 1998, 22 (06) : 463 - 477
  • [5] CHEST RADIOGRAPHY - ESTIMATED LUNG-VOLUME AND PROJECTED AREA OBSCURED BY THE HEART, MEDIASTINUM, AND DIAPHRAGM
    CHOTAS, HG
    RAVIN, CE
    [J]. RADIOLOGY, 1994, 193 (02) : 403 - 404
  • [6] ACTIVE SHAPE MODELS - THEIR TRAINING AND APPLICATION
    COOTES, TF
    TAYLOR, CJ
    COOPER, DH
    GRAHAM, J
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 1995, 61 (01) : 38 - 59
  • [7] A FULLY AUTOMATED ALGORITHM FOR THE SEGMENTATION OF LUNG FIELDS ON DIGITAL CHEST RADIOGRAPHIC IMAGES
    DURYEA, J
    BOONE, JM
    [J]. MEDICAL PHYSICS, 1995, 22 (02) : 183 - 191
  • [8] GINNEKEN B, 2001, COMPUTER AIDED DIAGN
  • [9] CONTROL PROCEDURES FOR RESIDUALS ASSOCIATED WITH PRINCIPAL COMPONENT ANALYSIS
    JACKSON, JE
    MUDHOLKAR, GS
    [J]. TECHNOMETRICS, 1979, 21 (03) : 341 - 349
  • [10] Jackson JE, 1991, A user's guide to principal components