Statistical Analysis of Tongue Images for Feature Extraction and Diagnostics

被引:79
|
作者
Wang, Xingzheng [1 ]
Zhang, Bob [2 ]
Yang, Zhimin [3 ]
Wang, Haoqian [1 ]
Zhang, David [4 ,5 ]
机构
[1] Tsinghua Univ, Shenzhen Key Lab Broadband Network & Multimedia, Grad Sch Shenzhen, Shenzhen 518055, Peoples R China
[2] Univ Macau, Dept Comp & Informat Sci, Taipa 853, Macau, Peoples R China
[3] Guangzhou Univ Chinese Med, Affiliated Hosp 2, Guangzhou 510120, Peoples R China
[4] Harbin Inst Technol, Shenzhen Grad Sch, Harbin 150001, Peoples R China
[5] Hong Kong Polytech Univ, Biometr Res Ctr, Dept Comp, Hong Kong, Hong Kong, Peoples R China
关键词
Color distribution characteristics; tongue color space; one-class SVM gamut descriptor; color features extraction; DIGITAL CAMERA; TOOTH COLOR; IMAGING-SYSTEM; CLASSIFICATION; COLORIMETER; REGIONS; DEVICE; GAMUT;
D O I
10.1109/TIP.2013.2284070
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, an in-depth analysis on the statistical distribution characteristics of human tongue color that aims to propose a mathematically described tongue color space for diagnostic feature extraction is presented. Three characteristics of tongue color space, i.e., tongue color gamut that defines the range of colors, color centers of 12 tongue color categories, and color distribution of typical image features in the tongue color gamut, are elaborately investigated in this paper. Based on a large database, which contains over 9000 tongue images collected by a specially designed noncontact colorimetric imaging system using a digital camera, the tongue color gamut is established in the CIE chromaticity diagram by an innovatively proposed color gamut boundary descriptor using one-class SVM algorithm. Thereafter, centers of 12 tongue color categories are defined accordingly. Furthermore, color distributions of several typical tongue features, such as red points and petechial points, are obtained to build a relationship between the tongue color space and color distributions of various tongue features. With the obtained tongue color space, a new color feature extraction method is proposed for diagnostic classification purposes, with experimental results validating its effectiveness.
引用
收藏
页码:5336 / 5347
页数:12
相关论文
共 50 条
  • [1] Morphometrical feature extraction on color histological images for oncological diagnostics
    Nedzved, A.
    Belotserkovsky, A.
    Lehmann, T. M.
    Ablameyko, S.
    PROCEEDINGS OF THE FIFTH IASTED INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING, 2007, : 379 - 384
  • [2] Analysis of statistical structure of bioliqui images into cancer diagnostics
    Peresunko, A. P.
    Ushenko, A. G.
    SEVENTH INTERNATIONAL CONFERENCE ON CORRELATION OPTICS, 2006, 6254
  • [3] Analysis of Kirlian images: Feature extraction and segmentation
    Halkias, XC
    Maragos, P
    2004 7TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS 1-3, 2004, : 765 - 768
  • [4] Statistical analysis of biotissues Mueller matrix images in cancer diagnostics
    Yermolenko, Sergey
    Ivashko, Pavlo
    Goudail, Francois
    Gruia, Ion
    ADVANCED TOPICS IN OPTOELECTRONICS, MICROELECTRONICS, AND NANOTECHNOLOGIES V, 2010, 7821
  • [5] Feature extraction and statistical analysis of videos for cinemetric applications
    Avgerinos, Christos
    Nikolaidis, Nikos
    Mygdalis, Vasileios
    Pitas, Ioannis
    2016 DIGITAL MEDIA INDUSTRY AND ACADEMIC FORUM (DMIAF), 2016, : 172 - 175
  • [6] HUMMING FEATURE EXTRACTION BASED ON LOCALITY STATISTICAL ANALYSIS
    Liu, Gang
    Bian, Yanyao
    Wang, Yanqiu
    PROCEEDINGS OF 2016 5TH IEEE INTERNATIONAL CONFERENCE ON NETWORK INFRASTRUCTURE AND DIGITAL CONTENT (IEEE IC-NIDC 2016), 2016, : 298 - 302
  • [7] RFI detection by automated feature extraction and statistical analysis
    Winkel, B.
    Kerp, J.
    Stanko, S.
    ASTRONOMISCHE NACHRICHTEN, 2007, 328 (01) : 68 - 79
  • [8] Tongueprint feature extraction and application to health statistical analysis
    Yang, ZhaoHui
    Li, Naimin
    MEDICAL BIOMETRICS, PROCEEDINGS, 2007, 4901 : 9 - 16
  • [9] Fusion of Hyperspectral Images Based on Feature Images Extraction and Contourlet Analysis
    Chang Weiwei
    Guo Lei
    Liu Kun
    Fu Zhaoyang
    ICIEA: 2009 4TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-6, 2009, : 3596 - 3599
  • [10] Automatic feature extraction and analysis on breast ultrasound images
    Zhang, Su
    Yang, Wei
    Lu, Hongtao
    Chen, Yazhu
    Li, Wenying
    Chen, Yaqing
    ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS: WITH ASPECTS OF CONTEMPORARY INTELLIGENT COMPUTING TECHNIQUES, 2007, 2 : 957 - +