Supervised classification of marble textures using support vector machines

被引:5
|
作者
Martínez-Alajarín, J [1 ]
机构
[1] Univ Politecn Cartagena, Dept Elect Tecnol Comp & Proyectos, Cartagena, Spain
关键词
Automatic mechatronic system - Computational time - Histograms - Support vector machines (SVM);
D O I
10.1049/el:20040446
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A novel approach is described for the supervised classification of marble textures in different classes according to visual appearance, using sum and difference histograms for texture analysis and feature extraction, and support vector machines for classification. Results show very good discrimination between classes.
引用
收藏
页码:664 / 666
页数:3
相关论文
共 50 条
  • [21] Nonstationary signal classification using support vector machines
    Gretton, A
    Davy, M
    Doucet, A
    Rayner, PJW
    2001 IEEE WORKSHOP ON STATISTICAL SIGNAL PROCESSING PROCEEDINGS, 2001, : 305 - 308
  • [22] Online motion classification using support vector machines
    Cao, DW
    Masoud, OT
    Boley, D
    Papanikolopoulos, N
    2004 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1- 5, PROCEEDINGS, 2004, : 2291 - 2296
  • [23] Classification of Nucleotide Sequences Using Support Vector Machines
    Seo, Tae-Kun
    JOURNAL OF MOLECULAR EVOLUTION, 2010, 71 (04) : 250 - 267
  • [24] Classification of Raman Spectra using Support Vector Machines
    Kyriakides, Alexandros
    Kastanos, Evdokia
    Pitris, Constantinos
    2009 9TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS IN BIOMEDICINE, 2009, : 449 - +
  • [25] Audio signal classification using support vector machines
    Chen, Lei-Ting
    Wang, Ming-Jen
    Wang, Chia-Jiu
    Tai, Heng-Ming
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS, 2006, 3972 : 188 - 193
  • [26] Musical genre classification using support vector machines
    Xu, CS
    Maddage, NC
    Shao, X
    Cao, F
    Tian, Q
    2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL V, PROCEEDINGS: SENSOR ARRAY & MULTICHANNEL SIGNAL PROCESSING AUDIO AND ELECTROACOUSTICS MULTIMEDIA SIGNAL PROCESSING, 2003, : 429 - 432
  • [27] Robust classification and regression using support vector machines
    Trafalis, Theodore B.
    Gilbert, Robin C.
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2006, 173 (03) : 893 - 909
  • [28] Classification of Nucleotide Sequences Using Support Vector Machines
    Tae-Kun Seo
    Journal of Molecular Evolution, 2010, 71 : 250 - 267
  • [29] Classification of the Thyroid Nodules Using Support Vector Machines
    Chang, Chuan-Yu
    Tsai, Ming-Feng
    Chen, Shao-Jer
    2008 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-8, 2008, : 3093 - +
  • [30] Classification using support vector machines with graded resolution
    Wang, LP
    Liu, B
    Wan, CR
    2005 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING, VOLS 1 AND 2, 2005, : 666 - 670