Feature extraction using pulse coupled neural network and shape information

被引:0
|
作者
Hui, Fei [1 ]
Huang, Shi-tan [1 ]
机构
[1] Xian Inst Microelect Technol, Xian 710065, Peoples R China
关键词
D O I
暂无
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
Feature extraction of specified object is an important preprocessing stage in machine vision systems. In this paper we present a novel hybrid feature extraction method using PCNN (Pulse Coupled Neural Network) and shape information. First, we use PCNN firing map train to formulate object time signature, then we use roundness of each firing map to formulate object shape information vector the final feature matrix we got is combined lime signature and roundness. We take correlations as our judge criteria in our experiments. It has been proved that the algorithm is not sensitivity with the rotation, scaling and translation of the object and is a useful method for target recognition applications.
引用
收藏
页码:743 / 747
页数:5
相关论文
共 50 条
  • [31] Articulatory feature extraction for speech recognition using neural network
    Huda, Mohammad Nurul
    Hasan, Mohammad Mahedi
    Hassan, Foyzul
    Kotwal, Mohammed Rokibul Alam
    Muhammad, Ghulam
    Rahman, Chowdhury Mofizur
    International Review on Computers and Software, 2011, 6 (01) : 25 - 31
  • [33] Multistage multimodal medical image fusion model using feature-adaptive pulse coupled neural network
    Singh, Sneha
    Gupta, Deep
    INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2021, 31 (02) : 981 - 1001
  • [34] Feature-Based Fusion of Dual Band Infrared Image Using Multiple Pulse Coupled Neural Network
    He Y.
    Wei S.
    Yang T.
    Jin W.
    Liu M.
    Zhai X.
    Journal of Beijing Institute of Technology (English Edition), 2019, 28 (01): : 129 - 136
  • [35] Feature-Based Fusion of Dual Band Infrared Image Using Multiple Pulse Coupled Neural Network
    Yuqing He
    Shuaiying Wei
    Tao Yang
    Weiqi Jin
    Mingqi Liu
    Xiangyang Zhai
    JournalofBeijingInstituteofTechnology, 2019, 28 (01) : 129 - 136
  • [36] The pulse coupled neural network as a computer
    Johnson, JL
    ADAPTIVE COMPUTING: MATHEMATICAL AND PHYSICAL METHODS FOR COMPLEX ENVIRONMENTS, 1996, 2824 : 66 - 69
  • [37] A REVIEW OF PULSE COUPLED NEURAL NETWORK
    Dewan, Nilansh
    Kashyap, Vaibhav
    Kushwaha, Anup Singh
    IIOAB JOURNAL, 2019, 10 (02) : 61 - 65
  • [38] Quantum pulse coupled neural network
    Wang, Zhaobin
    Xu, Minzhe
    Zhang, Yaonan
    NEURAL NETWORKS, 2022, 152 : 105 - 117
  • [39] Feature extraction and selection of neural network
    Wu, CD
    Gao, F
    Ma, SH
    PROCEEDINGS OF THE 3RD WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-5, 2000, : 1103 - 1106
  • [40] License Plate Location Based on Simplified Pulse Coupled Neural Network and Comprehensive Feature
    Xie Guangjun
    Ren Xiaoxi
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INTELLIGENT COMMUNICATION, 2015, 16 : 163 - 166