Level set segmentation of dermoscopy images

被引:7
|
作者
Silveira, Margarida [1 ]
Marques, Jorge S. [1 ]
机构
[1] Inst Sist & Robot, Inst Super Tecn, Lisbon, Portugal
关键词
dermoscopy; segmentation; level sets; EM-algorithm;
D O I
10.1109/ISBI.2008.4540960
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 the segmentation of skin lesions in dermoscopy images. The proposed technique uses region based level sets and adopts a mixture of Gaussian densities as the probabilistic model for both the lesion and the skin regions. The Estimation-Maximization (EM) algorithm is used to estimate the probability density functions in each region. Experimental results which demonstrate the effectiveness of the proposed technique are presented.
引用
收藏
页码:173 / +
页数:3
相关论文
共 50 条
  • [1] Level Set Segmentation of Retinal OCT Images
    Dodo, Bashir
    Li, Yongmin
    Liu, XiaoHui
    Dodo, Muhammad
    [J]. BIOIMAGING: PROCEEDINGS OF THE 12TH INTERNATIONAL JOINT CONFERENCE ON BIOMEDICAL ENGINEERING SYSTEMS AND TECHNOLOGIES, VOL 2, 2019, : 49 - 56
  • [2] Spatially constrained segmentation of dermoscopy images
    Zhou, Howard
    Chen, Mei
    Zou, Le
    Gass, Richard
    Ferris, Laura
    Drogowski, Laura
    Rehg, James M.
    [J]. 2008 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, VOLS 1-4, 2008, : 800 - +
  • [3] An Effective Segmentation Method for Dermoscopy Images
    Razazzadeh, Neda
    Khalili, Mehdi
    [J]. 2014 4TH INTERNATIONAL CONFERENCE ON COMPUTER AND KNOWLEDGE ENGINEERING (ICCKE), 2014, : 659 - 662
  • [4] A New fuzzy level set method for lesion border detection in dermoscopy images
    Shojaedini S.V.
    [J]. Health and Technology, 2016, 6 (2) : 101 - 109
  • [5] Phase Based Level Set Segmentation of Ultrasound Images
    Belaid, A.
    Boukerroui, D.
    Maingourd, Y.
    Lerallut, J-F.
    [J]. 2009 9TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS IN BIOMEDICINE, 2009, : 341 - +
  • [6] Tunneling descent level set segmentation of ultrasound images
    Tao, Z
    Tagare, HD
    [J]. INFORMATION PROCESSING IN MEDICAL IMAGING, PROCEEDINGS, 2005, 3565 : 750 - 761
  • [7] Level set segmentation of remotely sensed hyperspectral images
    Ball, JE
    Bruce, LM
    [J]. IGARSS 2005: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-8, PROCEEDINGS, 2005, : 5638 - 5642
  • [8] Fast Level Set Method for Segmentation of Medical Images
    Kashyap, Ramgopal
    Gautam, Pratima
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INFORMATICS AND ANALYTICS (ICIA' 16), 2016,
  • [9] Segmentation of holographic images using the level set method
    Zhang, Pin
    Li, Rong
    Li, Jun
    [J]. OPTIK, 2012, 123 (02): : 132 - 136
  • [10] Multiphase Segmentation of SAR Images with Level Set Evolution
    Wang Xiaoliang
    Li Chunsheng
    [J]. PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL II, 2009, : 447 - 452