Vision Experiments with Neural Deformable Template Matching

被引:4
|
作者
D.S. Banarse
A.W.G. Duller
机构
[1] University College of North Wales,School of Electronic Engineering Sciende
关键词
computer vision; neural network; object recognition; on-line learning; pattern classification; self-organisation;
D O I
10.1023/A:1009661908220
中图分类号
学科分类号
摘要
This paper describes a neural network architecture that has been developed to perform deformation tolerant object recognition from grey-scale images. It uses a form of deformable template matching, generating new templates in a self-organising manner. The results demonstrate the network's ability to build classes when no suitable classes are available. The amount of deformation allowed within a class can be controlled to allow the network to be applied to a wide range of applications. Results are presented for a set of generated images which allow the effects of the selection of the major network parameters to be shown.
引用
收藏
页码:41 / 49
页数:8
相关论文
共 50 条
  • [1] Vision experiments with neural deformable template matching
    Banarse, DS
    Duller, AWG
    NEURAL PROCESSING LETTERS, 1997, 5 (02) : 111 - 119
  • [2] DTM: DEFORMABLE TEMPLATE MATCHING
    Lee, Hyungtae
    Kwon, Heesung
    Robinson, Ryan M.
    Nothwang, William D.
    2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING PROCEEDINGS, 2016, : 1966 - 1970
  • [3] New deformable template matching method
    Liu, Jimin
    Wang, Wei
    Shi, Zhongzhi
    Jisuanji Xuebao/Chinese Journal of Computers, 1999, 22 (04): : 359 - 363
  • [4] INTERACTIVE STATISTICAL EXPERIMENTS WITH TEMPLATE-MATCHING NEURAL NETWORKS
    KORN, GA
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1990, 20 (05): : 1146 - 1152
  • [5] Template Matching with Deformable Diversity Similarity
    Talmi, Itamar
    Mechrez, Roey
    Zelnik-Manor, Lihi
    30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017), 2017, : 1311 - 1319
  • [6] Study on the vision reading algorithm based on template matching and neural network
    Song, Le
    Lin, Yuchi
    2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 967 - +
  • [7] Comparison of Optimisation Algorithms for Deformable Template Matching
    Zografos, Vasileios
    ADVANCES IN VISUAL COMPUTING, PT 2, PROCEEDINGS, 2009, 5876 : 1097 - 1108
  • [8] Local Deformable Template Matching in Robotic Deburring
    Xiong, Rentao
    Lai, Zengliang
    Guan, Yisheng
    Yang, Yufeng
    Cai, Chuanwu
    2018 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO), 2018, : 401 - 407
  • [9] Index trees for accelerating deformable template matching
    Liu, LF
    Sclaroff, S
    PATTERN RECOGNITION LETTERS, 2002, 23 (12) : 1483 - 1493
  • [10] Dijkstra Algorithm for accelerating deformable template matching
    Liu, ZF
    Liao, ZP
    Sang, EF
    PROCEEDINGS OF THE 8TH JOINT CONFERENCE ON INFORMATION SCIENCES, VOLS 1-3, 2005, : 741 - 744