Estimation of Ground-Glass Opacity Measurement in CT Lung Images

被引:0
|
作者
Zheng, Yuanjie [1 ]
Kambhamettu, Chandra [1 ]
Bauer, Thomas [2 ]
Steiner, Karl [3 ]
机构
[1] Univ Delaware, Dept Comp Sci, Newark, DE 19716 USA
[2] Helen F Graham Canc Ctr, Christiana Care Hlth Serv, Newark, DE 19713 USA
[3] Delaware Biotechnol Inst, Newark, DE 19713 USA
基金
美国国家卫生研究院;
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose to measure quantitatively the opacity property of each pixel in a ground-glass opacity tumor from CT images. Our method results in an opacity map in which each pixel takes opacity value of [0-1]. Given a CT image. our method accomplishes the estimation by constructing a graph Laplacian matrix and solving a linear equations system, with assistance from some manually drawn scribbles for which the opacity values are easy to determine manually. Our method resists noise and is capable of eliminating the negative influence of vessels and other lung parenchyma. Experiments on 40 selected CT of 11. patients demonstrate the effectiveness of this technique. The opacity map produced by our method is invaluable in practice. From this map, many features can be extracted to describe the spatial distribution pattern of opacity and used in a computer-aided diagnosis system.
引用
收藏
页码:238 / 245
页数:8
相关论文
共 50 条
  • [1] Ground-glass opacity at CT: The ABCs
    Collins, J
    Stern, EJ
    [J]. AMERICAN JOURNAL OF ROENTGENOLOGY, 1997, 169 (02) : 355 - 367
  • [2] Measurement of Focal Ground-glass Opacity Diameters on CT Images: Interobserver Agreement in Regard to Identifying Increases in the Size of Ground-Glass Opacities
    Kakinuma, Ryutaro
    Ashizawa, Kazuto
    Kuriyama, Keiko
    Fukushima, Aya
    Ishikawa, Hiroyuki
    Kamiya, Hisashi
    Koizumi, Naoya
    Maruyama, Yuichiro
    Minami, Kazunori
    Nitta, Norihisa
    Oda, Seitaro
    Oshiro, Yasuji
    Kusumoto, Masahiko
    Murayama, Sadayuki
    Murata, Kiyoshi
    Muramatsu, Yukio
    Moriyama, Noriyuki
    [J]. ACADEMIC RADIOLOGY, 2012, 19 (04) : 389 - 394
  • [3] Commentary: The ground-glass opacity: " The savior " for lung cancer?
    Ye, Ting
    Chen, Haiquan
    [J]. JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY, 2022, 163 (03): : 803 - 804
  • [4] A Review of Ground Glass Opacity Detection Methods in Lung CT Images
    Lv Linying
    Liu Xiabi
    Zhou Chunwu
    Zhao Xinming
    Zhao Yanfeng
    [J]. CURRENT MEDICAL IMAGING, 2017, 13 (01) : 20 - 31
  • [5] GROUND-GLASS OPACITY OF THE LUNG PARENCHYMA - A GUIDE TO ANALYSIS WITH HIGH-RESOLUTION CT
    ENGELER, CE
    TASHJIAN, JH
    TRENKNER, SW
    WALSH, JW
    [J]. AMERICAN JOURNAL OF ROENTGENOLOGY, 1993, 160 (02) : 249 - 251
  • [6] Efficient computer-aided detection of ground-glass opacity nodules in thoracic CT images
    Ye, Xujiong
    Lin, Xinyu
    Beddoe, Gareth
    Dehmeshki, Jamshid
    [J]. 2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 2007, : 4449 - 4452
  • [7] Computed tomography and pathology evaluation of lung ground-glass opacity
    Yu, Hualong
    Liu, Shihe
    Zhang, Chuanyu
    Li, Shaoke
    Ren, Jianan
    Zhang, Jingli
    Xu, Wenjian
    [J]. EXPERIMENTAL AND THERAPEUTIC MEDICINE, 2018, 16 (06) : 5305 - 5309
  • [8] The role of the ground-glass opacity ratio in resected lung adenocarcinoma
    Huang, Tsai-Wang
    Lin, Kuan-Hsun
    Huang, Hsu-Kai
    Chen, Yi-I
    Ko, Kai-Hsiung
    Chang, Cheng-Kuang
    Hsu, Hsian-He
    Chang, Hung
    Lee, Shih-Chun
    [J]. EUROPEAN JOURNAL OF CARDIO-THORACIC SURGERY, 2018, 54 (02) : 229 - 234
  • [9] THE ROLE OF THE GROUND-GLASS OPACITY RATIO IN RESECTED LUNG ADENOCARCINOMA
    Huang, Tsai-Wang
    [J]. RESPIROLOGY, 2018, 23 : 70 - 71
  • [10] Genetic characteristics of lung adenocarcinoma with ground-glass opacity component
    Zhu, Weipeng
    Bai, Na
    Cao, Jiashun
    Yang, Fan
    Chen, Donghong
    [J]. JOURNAL OF THORACIC DISEASE, 2023, 15 (11) : 6106 - 6114