Morphological segmentation and classification of marble textures at macroscopical scale

被引:13
|
作者
Benavente, Nuno [1 ]
Pina, Pedro [1 ]
机构
[1] Univ Tecn Lisboa, CERENA Ctr Recursos Nat & Ambiente, Inst Super Tecn, P-1049001 Lisbon, Portugal
关键词
Ornamental stones; Image analysis; Mathematical morphology; Image compression; IMAGE-ANALYSIS METHOD; DATA-COMPRESSION; QUANTIFICATION; SURFACES; SYSTEM;
D O I
10.1016/j.cageo.2008.04.008
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents a methodology mainly based on mathematical morphology to segment and classify colour images of polished samples of marbles at the macroscopic scale. The distinct textural regions are segmented through a watershed-based procedure, and the over-segmentation problem is surpassed with the merging of adjacent regions according to criteria based on the analysis of alternative gradients obtained in grey and colour images. The classification of the elementary textural units in three classes (vein, background and transition) is performed with a morphological partitioning method of feature space. The evaluation and analyses of the methodology and alternatives presented are performed on a set of polished Portuguese marbles. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1194 / 1204
页数:11
相关论文
共 50 条
  • [21] Classification of Rock Textures
    Harinie, Thiagarajan
    Chellam, I. Janani
    Bama, S. B. Sathya
    Raju, S.
    Abhaikumar, V.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INFORMATION SYSTEMS DESIGN AND INTELLIGENT APPLICATIONS 2012 (INDIA 2012), 2012, 132 : 887 - 895
  • [22] Statistical analysis of human visual impressions on morphological image manipulation of gray scale textures
    Liang Li
    Akira Asano
    Chie Muraki Asano
    Optical Review, 2010, 17 : 90 - 96
  • [23] Statistical analysis of human visual impressions on morphological image manipulation of gray scale textures
    Li, Liang
    Asano, Akira
    Asano, Chie Muraki
    OPTICAL REVIEW, 2010, 17 (02) : 90 - 96
  • [24] A morphological multi-scale gradient for color image segmentation
    D'Ornellas, MC
    Van den Boomgaard, R
    MATHEMATICAL MORPHOLOGY AND ITS APPLICATIONS TO IMAGE AND SIGNAL PROCESSING, 2000, 18 : 199 - 206
  • [25] Wavelet filtering for the segmentation of marble Images
    Lumbreras, F
    Serrat, J
    OPTICAL ENGINEERING, 1996, 35 (10) : 2864 - 2872
  • [26] Scale invariant texture classification by iterative morphological decomposition
    Lam, WK
    Li, CK
    ELECTRONICS LETTERS, 1996, 32 (06) : 534 - 535
  • [27] GRAY-SCALE MORPHOLOGICAL GRANULOMETRIC TEXTURE CLASSIFICATION
    CHEN, YD
    DOUGHERTY, ER
    OPTICAL ENGINEERING, 1994, 33 (08) : 2713 - 2722
  • [28] Motion Textures: Modeling, Classification, and Segmentation Using Mixed-State Markov Random Fields
    Crivelli, Tomas
    Cernuschi-Frias, Bruno
    Bouthemy, Patrick
    Yao, Jian-Feng
    SIAM JOURNAL ON IMAGING SCIENCES, 2013, 6 (04): : 2484 - 2520
  • [29] Morphological analysis of natural marble discontinuities
    Hoang, T. T. N.
    Gasc-Barbier, M.
    Marache, A.
    Riss, J.
    Sulem, J.
    ROCK MECHANICS IN CIVIL AND ENVIRONMENTAL ENGINEERING, 2010, : 199 - 202
  • [30] Evaluation of multiscale morphological segmentation of multispectral imagery for land cover classification
    Li, PJ
    Xiao, XB
    IGARSS 2004: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM PROCEEDINGS, VOLS 1-7: SCIENCE FOR SOCIETY: EXPLORING AND MANAGING A CHANGING PLANET, 2004, : 2676 - 2679