Texture classification using wavelet transform

被引:344
|
作者
Arivazhagan, S
Ganesan, L
机构
[1] Mepco Schlenk Engn Coll, Dept Elect & Commun Engn, Sivakasi 626005, India
[2] Govt Coll Engn, Dept Comp Sci & Engn, Tirunelveli 627007, India
关键词
texture; wavelet; wavelet statistical feature; wavelet co-occurrence feature; feature extraction; texture classification;
D O I
10.1016/S0167-8655(02)00390-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Today, texture analysis plays an important role in many tasks, ranging from remote sensing to medical imaging and query by content in large image data bases. The main difficulty of texture analysis in the past was the lack of adequate tools to characterize different scales of textures effectively. The development in multi-resolution analysis such as Gabor and wavelet transform help to overcome this difficulty. This paper describes the texture classification using (i) wavelet statistical features, (ii) wavelet co-occurrence features and (iii) a combination of wavelet statistical features and cooccurrence features of one level wavelet transformed images with different feature databases. It is found that, the results of later method are promising. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:1513 / 1521
页数:9
相关论文
共 50 条
  • [31] Scalable texture compression using the wavelet transform
    Bob Andries
    Jan Lemeire
    Adrian Munteanu
    [J]. The Visual Computer, 2017, 33 : 1121 - 1139
  • [32] Scalable texture compression using the wavelet transform
    Andries, Bob
    Lemeire, Jan
    Munteanu, Adrian
    [J]. VISUAL COMPUTER, 2017, 33 (09): : 1121 - 1139
  • [33] Texture analysis and classification with tree-structured wavelet transform
    Chang, Tianhorng
    Kuo, C. -C. Jay
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1993, 2 (04) : 429 - 441
  • [34] Texture image retrieval by universal classification for wavelet transform coefficients
    Yue, L
    Guo, HT
    [J]. INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL III, 1997, : 220 - 223
  • [35] TEXTURE CLASSIFICATION USING THE CORTEX TRANSFORM
    GORESNIC, C
    ROTMAN, SR
    [J]. CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING, 1992, 54 (04): : 329 - 339
  • [36] Texture Classification using Curvelet Transform
    Shen, Liran
    Yin, Qingbo
    [J]. ISIP: 2009 INTERNATIONAL SYMPOSIUM ON INFORMATION PROCESSING, PROCEEDINGS, 2009, : 319 - +
  • [37] Texture classification using Ridgelet transform
    Arivazhagan, S
    Ganesan, L
    Kumar, TGS
    [J]. ICCIMA 2005: SIXTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, PROCEEDINGS, 2005, : 321 - 326
  • [38] Texture classification using ridgelet transform
    Arivazhagan, S.
    Ganesan, L.
    Kumar, T. G. Subash
    [J]. PATTERN RECOGNITION LETTERS, 2006, 27 (16) : 1875 - 1883
  • [39] Texture classification using curvelet transform
    Arivazhagan, S.
    Kumar, T. G. Subash
    Ganesan, L.
    [J]. INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2007, 5 (03) : 451 - 464
  • [40] Two improved extension of local binary pattern descriptors using wavelet transform for texture classification
    Ramakrishnan, Srinivasan
    Nithya, Sivasamy
    [J]. IET IMAGE PROCESSING, 2018, 12 (11) : 2002 - 2010