Gabor filters for rotation invariant texture classification

被引：0
|
作者：
Porter, R
Canagarajah, N
机构：
来源：
ISCAS '97 - PROCEEDINGS OF 1997 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS I - IV: CIRCUITS AND SYSTEMS IN THE INFORMATION AGE | 1997年
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
A Gabor filter based feature extraction scheme for texture classification is proposed. By using a novel set of circularly symmetric filters, rotation invariance is achieved. The scheme offers a high classification performance on textures at any orientation using both fewer features and a smaller area of analysis than most existing schemes, The performance of the scheme on noisy images is also investigated, demonstrating a high robustness to noise.
引用
收藏
页码：1193 / 1196
页数：4
相关论文
共 50 条
  • [1] Rotation invariant texture classification using even symmetric Gabor filters
    Manthalkar, R
    Biswas, PK
    Chatterji, BN
    [J]. PATTERN RECOGNITION LETTERS, 2003, 24 (12) : 2061 - 2068
  • [2] Scale and Rotation Invariant Gabor Texture Descriptor for Texture Classification
    Li, Zhi
    Liu, Guizhong
    Qian, Xueming
    Wang, Chen
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2010, 2010, 7744
  • [3] Efficient Rotation Invariant Gabor Descriptors for Texture Classification
    Rahman, M. Hafizur
    Pickering, Mark
    Kundu, Diponkar
    [J]. 2012 INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV), 2012, : 661 - 666
  • [4] Rotation invariant texture classification based on Gabor wavelets
    Xie, Xudong
    Lu, Jianhua
    Gong, Jie
    Zhang, Ning
    [J]. MIPPR 2007: PATTERN RECOGNITION AND COMPUTER VISION, 2007, 6788
  • [5] Rotation invariant texture classification using Gabor wavelets
    Yin, Qingbo
    Kim, Jong Nam
    Moon, Kwang-Seok
    [J]. COMPUTATIONAL SCIENCE - ICCS 2007, PT 3, PROCEEDINGS, 2007, 4489 : 10 - +
  • [6] Rotation invariant texture classification using Gabor phase features
    Manthalkar, R
    Biswas, PK
    [J]. IETE JOURNAL OF RESEARCH, 2002, 48 (3-4) : 199 - 204
  • [7] Learning rotation invariant convolutional filters for texture classification
    Marcos, Diego
    Volpi, Michele
    Tuia, Devis
    [J]. 2016 23RD INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2016, : 2012 - 2017
  • [8] Performance study of Gabor filters and rotation invariant Gabor filters
    Ng, CBR
    Lu, GJ
    Zhang, DS
    [J]. 11TH INTERNATIONAL MULTIMEDIA MODELLING CONFERENCE, PROCEEDINGS, 2005, : 158 - 162
  • [9] Rotation-invariant texture classification using circular Gabor wavelets
    Yin, Qingbo
    Kim, Jong-Nam
    Shen, Liran
    [J]. OPTICAL ENGINEERING, 2009, 48 (01)
  • [10] Rotation invariant texture classification using circular Gabor filter banks
    Yin, Qingbo
    Kim, Jong Nam
    [J]. COMPUTATIONAL SCIENCE - ICCS 2007, PT 3, PROCEEDINGS, 2007, 4489 : 149 - +
12345