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
  • [41] Semi-supervised support vector machines
    Bennett, KP
    Demiriz, A
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 11, 1999, 11 : 368 - 374
  • [42] A classification method of fuzzy semi-supervised support vector machines for the problems of imbalance
    Quan, Jing
    Zhao, Shengli
    Su, Liyun
    Lv, Lindai
    INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2023,
  • [43] A classification method of fuzzy semi-supervised support vector machines for the problems of imbalance
    Quan, Jing
    Zhao, Shengli
    Su, Liyun
    Lv, Lindai
    INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2024, 22 (01)
  • [44] Support vector machines for texture classification
    Kim, KI
    Jung, K
    Park, SH
    Kim, HJ
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (11) : 1542 - 1550
  • [45] Clifford support vector machines for classification
    Bayro-Corrochano, E
    Arana-Daniel, N
    Vallejo-Gutiérres, JR
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING - ICAISC 2004, 2004, 3070 : 9 - 16
  • [46] Multicategory Classification by Support Vector Machines
    Erin J. Bredensteiner
    Kristin P. Bennett
    Computational Optimization and Applications, 1999, 12 : 53 - 79
  • [47] Classification mechanism of support vector machines
    Chen, JL
    Jiao, LC
    2000 5TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS I-III, 2000, : 1556 - 1559
  • [48] Support vector machines and target classification
    Karlsen, RE
    Gorsich, DJ
    Gerhart, GR
    AUTOMATIC TARGET RECOGNITION X, 2000, 4050 : 108 - 118
  • [49] Improving Classification with Support Vector Machines
    Muntean, Maria
    Valean, Honoriu
    Ileana, Ioan
    Rotar, Corina
    CONTROL ENGINEERING AND APPLIED INFORMATICS, 2010, 12 (03): : 23 - 33
  • [50] Image classification by support vector machines
    Zhang, YN
    Zhao, RC
    Leung, Y
    PROCEEDINGS OF 2001 INTERNATIONAL SYMPOSIUM ON INTELLIGENT MULTIMEDIA, VIDEO AND SPEECH PROCESSING, 2001, : 360 - 363