On the feature extraction performances of CNN Gabor-type filters in texture recognition applications

被引：0
|
作者：
David, Emilian [1 ]
Ungureanu, Paul [1 ]
Goras, Liviu [1 ]
机构：
[1] Gh Asachi Tech Univ Iasi, Fac Elect & Telecommun, Bd Carol 11, Iasi 700506, Romania
来源：
PROCEEDINGS OF THE 2006 10TH IEEE INTERNATIONAL WORKSHOP ON CELLULAR NEURAL NETWORKS AND THEIR APPLICATIONS | 2006年
关键词：
Gabor filters; CNN Gabor type filters; feature extraction; pattern recognition;
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：
This paper presents several results regarding the feature extraction performances of 2D CNN Gabor type filter banks in a texture recognition application. These performances are studied for circular symmetric or separable frequency response filters with several filter neighborhood radii and parameters. The results are compared with similar approaches from literature.
引用
收藏
页码：153 / +
页数：3
相关论文
共 50 条
  • [1] On the feature extraction performances of recursive Gabor-type filters in texture recognition applications
    David, Emillan
    Ungureanu, Paul
    ISSCS 2007: INTERNATIONAL SYMPOSIUM ON SIGNALS, CIRCUITS AND SYSTEMS, VOLS 1 AND 2, 2007, : 453 - +
  • [2] Feature extraction for character recognition using Gabor-type filters implemented by cellular neural networks
    Tavsanoglu, V
    Saatci, E
    PROCEEDINGS OF THE 2000 6TH IEEE INTERNATIONAL WORKSHOP ON CELLULAR NEURAL NETWORKS AND THEIR APPLICATIONS (CNNA 2000), 2000, : 63 - 68
  • [3] On steerability of Gabor-type filters for feature detection
    Kalliomaki, Ilkka
    Lampinen, Jouko
    PATTERN RECOGNITION LETTERS, 2007, 28 (08) : 904 - 911
  • [4] An Improved FPGA Implementation of CNN Gabor-type Filters
    Cesur, Evren
    Yildiz, Nerhun
    Tavsanoglu, Vedat
    2011 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2011, : 881 - 884
  • [5] Fingerprint image enhancement using CNN Gabor-Type filters
    Saatci, E
    Tavsanoglu, V
    CELLULAR NEURAL NETWORKS AND THEIR APPLICATIONS, 2002, : 377 - 382
  • [6] Demo: An Improved FPGA Implementation of CNN Gabor-type Filters
    Cesur, Evren
    Yildiz, Nerhun
    Tavsanoglu, Vedat
    2012 13TH INTERNATIONAL WORKSHOP ON CELLULAR NANOSCALE NETWORKS AND THEIR APPLICATIONS (CNNA), 2012,
  • [7] On an Improved FPGA Implementation of CNN-Based Gabor-Type Filters
    Cesur, Evren
    Yildiz, Nerhun
    Tavsanoglu, Vedat
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2012, 59 (11) : 815 - 819
  • [8] On the CNN template design for Gabor-type filters based on Pade approximation
    David, E
    Ungureanu, P
    Ansorge, M
    Goras, L
    SCS 2003: INTERNATIONAL SYMPOSIUM ON SIGNALS, CIRCUITS AND SYSTEMS, VOLS 1 AND 2, PROCEEDINGS, 2003, : 197 - 200
  • [9] SELECTION OF GABOR FILTERS FOR IMPROVED TEXTURE FEATURE EXTRACTION
    Li, Weitao
    Mao, KeZhi
    Zhang, Hong
    Chai, Tianyou
    2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, : 361 - 364
  • [10] Robustness of CNN implementations for Gabor-type filtering
    Hui, FK
    Shi, BE
    APCCAS '96 - IEEE ASIA PACIFIC CONFERENCE ON CIRCUITS AND SYSTEMS '96, 1996, : 105 - 108
12345