Automatic 3D segmentation of multiphoton images: a key step for the quantification of human skin

被引:31
作者
Decenciere, Etienne [1 ]
Tancrede-Bohin, Emmanuelle [2 ]
Dokladal, Petr [1 ]
Koudoro, Serge [1 ]
Pena, Ana-Maria [3 ]
Baldeweck, Therese [3 ]
机构
[1] MINES ParisTech, Ctr Morphol Math Math & Syst, Fontainebleau, France
[2] Hop St Louis, LOreal Res & Innovat, Ctr Rech Bioclin, Paris, France
[3] LOreal Res & Innovat, Aulnay Sous Bois, France
关键词
multiphoton microscopy; 3D image processing; segmentation; graph cuts; watershed; quantification; human skin; IN-VIVO;
D O I
10.1111/srt.12019
中图分类号
R75 [皮肤病学与性病学];
学科分类号
100206 ;
摘要
Background/purpose Multiphoton microscopy has emerged in the past decade as a useful noninvasive imaging technique for in vivo human skin characterization. However, it has not been used until now in evaluation clinical trials, mainly because of the lack of specific image processing tools that would allow the investigator to extract pertinent quantitative three-dimensional (3D) information from the different skin components. Methods We propose a 3D automatic segmentation method of multiphoton images which is a key step for epidermis and dermis quantification. This method, based on the morphological watershed and graph cuts algorithms, takes into account the real shape of the skin surface and of the dermalepidermal junction, and allows separating in 3D the epidermis and the superficial dermis. Results The automatic segmentation method and the associated quantitative measurements have been developed and validated on a clinical database designed for aging characterization. The segmentation achieves its goals for epidermisdermis separation and allows quantitative measurements inside the different skin compartments with sufficient relevance. Conclusions This study shows that multiphoton microscopy associated with specific image processing tools provides access to new quantitative measurements on the various skin components. The proposed 3D automatic segmentation method will contribute to build a powerful tool for characterizing human skin condition. To our knowledge, this is the first 3D approach to the segmentation and quantification of these original images.
引用
收藏
页码:115 / 124
页数:10
相关论文
共 19 条
  • [11] AGED SKIN - A STUDY BY LIGHT, TRANSMISSION ELECTRON, AND SCANNING ELECTRON-MICROSCOPY
    LAVKER, RM
    ZHENG, PS
    DONG, G
    [J]. JOURNAL OF INVESTIGATIVE DERMATOLOGY, 1987, 88 (03) : S44 - S51
  • [12] Lazy snapping
    Li, Y
    Sun, J
    Tang, CK
    Shum, IY
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2004, 23 (03): : 303 - 308
  • [13] Evaluating cutaneous photoaging by use of multiphoton fluorescence and second-harmonic generation microscopy
    Lin, SJ
    Wu, RJ
    Tan, HY
    Lo, W
    Lin, WC
    Young, TH
    Hsu, CJ
    Chen, JS
    Jee, SH
    Dong, CY
    [J]. OPTICS LETTERS, 2005, 30 (17) : 2275 - 2277
  • [14] Meyer F., 1990, Journal of Visual Communication and Image Representation, V1, P21, DOI 10.1016/1047-3203(90)90014-M
  • [15] Skin from various ethnic origins and aging: an in vivo cross-sectional multimodality imaging study
    Querleux, Bernard
    Baldeweck, Therese
    Diridollou, Stephane
    de Rigal, Jean
    Huguet, Etienne
    Leroy, Frederic
    Barbosa, Victoria Holloway
    [J]. SKIN RESEARCH AND TECHNOLOGY, 2009, 15 (03) : 306 - 313
  • [16] Age related changes of human skin investigated with histometric measurements by confocal laser scanning microscopy in vivo
    Sauermann, K
    Clemann, S
    Jaspers, S
    Gambichler, T
    Altmeyer, P
    Hoffmann, K
    Ennen, J
    [J]. SKIN RESEARCH AND TECHNOLOGY, 2002, 8 (01) : 52 - 56
  • [17] Stawiaski Jean, 2008, Image Analysis & Stereology, V27, P39, DOI 10.5566/ias.v27.p39-45
  • [18] Evaluation of photoaging in facial skin by multiphoton laser scanning microscopy
    Sugata, Keiichi
    Osanai, Osamu
    Sano, Tomohiko
    Takema, Yoshinori
    [J]. SKIN RESEARCH AND TECHNOLOGY, 2011, 17 (01) : 1 - 3
  • [19] Interdigitation index -: a parameter for differentiating between young and older skin specimens
    Timár, F
    Soós, G
    Szende, B
    Horváth, A
    [J]. SKIN RESEARCH AND TECHNOLOGY, 2000, 6 (01) : 17 - 20