Automatic Parameter Setting of Pulse Coupled Neural Network for Image Segmentation

被引：0
|
作者：
Dharwal, Devanshu [1 ]
Shanker, Ravi [1 ]
Bhattacharya, Mahua [1 ]
机构：
[1] Indian Inst Informat Technol & Management, Dept ICT, Gwalior, Madhya Pradesh, India
来源：
2016 INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING (ICCSP), VOL. 1 | 2016年
关键词：
PCNN; Segmentation; Medical Images; Neural Networks; M-PCNN; PCNN;
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：
PCNN Model is widely used because it simulates the working of visual cortex in cats, but parameter setting in PCNN is hefty affair because of manual adjusting of many initial parameters. Through this paper, we present an efficient optimization approach to reducing the parameter setting in original PCNN model by changing the threshold function to modified Heaviside function. Experimental result reveals that the proposed algorithm is efficient in detecting the segments in medical images.
引用
收藏
页码：2157 / 2161
页数：5
相关论文
共 50 条
  • [1] An Automatic Parameter Adjustment Method of Pulse Coupled Neural Network for Image Segmentation
    Yonekawa, Masato
    Kurokawa, Hiroaki
    ARTIFICIAL NEURAL NETWORKS - ICANN 2009, PT I, 2009, 5768 : 834 - 843
  • [2] Image Segmentation Based on Pulse Coupled Neural Network
    Cheng, Dansong
    Zhao, Wei
    Tang, Xianglong
    Liu, Jiafeng
    PROCEEDINGS OF THE 11TH JOINT CONFERENCE ON INFORMATION SCIENCES, 2008,
  • [3] Automatic Tuning of the Pulse-Coupled Neural Network Using Differential Evolution for Image Segmentation
    Hernandez, Juanita
    Gomez, Wilfrido
    PATTERN RECOGNITION (MCPR 2016), 2016, 9703 : 157 - 166
  • [4] Automatic iterative algorithm for image segmentation using a modified pulse-coupled neural network
    Gao, Chao
    Zhou, Dongguo
    Guo, Yongcai
    NEUROCOMPUTING, 2013, 119 : 332 - 338
  • [5] Image segmentation via double pulse coupled neural network
    Chen, SH
    Chi, HN
    Wang, JH
    2003 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-5, CONFERENCE PROCEEDINGS, 2003, : 2599 - 2604
  • [6] A Modified Pulse Coupled Neural Network Model for Nut Image Segmentation
    Li, Jianxing
    Su, Lingxiao
    Huang, Jing
    Ma, Ying
    Liu, Lisang
    Luo, Kan
    2018 CHINESE AUTOMATION CONGRESS (CAC), 2018, : 2554 - 2558
  • [7] An Overview of Image Segmentation Based on Pulse-Coupled Neural Network
    Lian, Jing
    Yang, Zhen
    Liu, Jizhao
    Sun, Wenhao
    Zheng, Li
    Du, Xiaogang
    Yi, Zetong
    Shi, Bin
    Ma, Yide
    ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING, 2021, 28 (02) : 387 - 403
  • [8] An Overview of Image Segmentation Based on Pulse-Coupled Neural Network
    Jing Lian
    Zhen Yang
    Jizhao Liu
    Wenhao Sun
    Li Zheng
    Xiaogang Du
    Zetong Yi
    Bin Shi
    Yide Ma
    Archives of Computational Methods in Engineering, 2021, 28 : 387 - 403
  • [9] Adaptive Image Segmentation Using Modified Pulse Coupled Neural Network
    Cai, Wei
    Li, Gang
    Li, Min
    Li, Xiaoyan
    ADVANCES IN NEURAL NETWORKS - ISNN 2008, PT 2, PROCEEDINGS, 2008, 5264 : 794 - +
  • [10] Locust image segmentation using pulse-coupled neural network
    Xiong, Xuemei
    Wang, Yiming
    COMPUTER AND COMPUTING TECHNOLOGIES IN AGRICULTURE, VOL 2, 2008, 259 : 1359 - 1360
12345