Evolving Cellular Automata for Two-stage Edge Detection

被引：0
|
作者：
Enescu, Alina [1 ]
Andreica, Anca [1 ]
Diosan, Laura [1 ]
机构：
[1] Babes Bolyai Univ, Fac Math & Comp Sci, Cluj Napoca, Romania
来源：
2018 20TH INTERNATIONAL SYMPOSIUM ON SYMBOLIC AND NUMERIC ALGORITHMS FOR SCIENTIFIC COMPUTING (SYNASC 2018) | 2019年
关键词：
Evolutionary Algorithms; Cellular Automata; Edge Detection; Optimization;
D O I：
10.1109/SYNASC.2018.00070
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
This paper presents an edge detection method based on Cellular Automata where the rules are evolved to optimize the edge detection in binary images. This method divides the edge detection problem into two sub-problems: on the one hand it trains the rules to detect the edge pixels, on the other hand it trains the rules to detect non-edge (background) pixels. Two best packets of rules are obtained from the training process. These packets of rules are applied in different orders or after they have been processed, thus resulting four different images on which the detection performance of the proposed method is evaluated.
引用
收藏
页码：417 / 424
页数：8
相关论文
共 50 条
  • [41] Measurement of Inhibition Zone Based on Cellular Automata Edge Detection Method
    Men, Hong
    Zhang, Juan
    Wang, Caihong
    PROCEEDINGS OF THE FIRST INTERNATIONAL WORKSHOP ON EDUCATION TECHNOLOGY AND COMPUTER SCIENCE, VOL II, 2009, : 357 - 360
  • [42] A Hybrid Edge Detection Model of Extreme Learning Machine and Cellular Automata
    Han, Min
    Yang, Xue
    Jiang, Enda
    FIFTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2014, : 259 - 264
  • [43] Two-Stage Edge Reuse Network for Salient Object Detection of Strip Steel Surface Defects
    Han, Chengjun
    Li, Gongyang
    Liu, Zhi
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022, 71
  • [44] Epileptiform events detection using a two-stage approach based on multiscale edge detection and artificial neural networks
    AbdelMaseeh, Meena
    Gaber, Ahmed
    Morsy, Ahmed
    2011 5TH INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING (NER), 2011, : 112 - 115
  • [45] A Two-stage Urine Sediment Detection Method
    Wang, Qiang
    Sun, Qiming
    Wang, Yong
    2020 INTERNATIONAL CONFERENCE ON IMAGE, VIDEO PROCESSING AND ARTIFICIAL INTELLIGENCE, 2020, 11584
  • [46] SALIENCY DETECTION USING TWO-STAGE SCORING
    Liu, Yaqi
    Cai, Qiang
    Zhu, Xiaobin
    Cao, Jian
    Li, Haisheng
    2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2015, : 4062 - 4066
  • [47] Two-Stage Method for Clothing Feature Detection
    Lyu, Xinwei
    Li, Xinjia
    Zhang, Yuexin
    Lu, Wenlian
    BIG DATA AND COGNITIVE COMPUTING, 2024, 8 (04)
  • [48] A Two-Stage Algorithm for Detection of Atrial Fibrillation
    Motorina S.V.
    Kalinichenko A.N.
    Biomedical Engineering, 2018, 52 (02) : 116 - 119
  • [49] Evolving continuous cellular automata for aesthetic objectives
    Jeff Heaton
    Genetic Programming and Evolvable Machines, 2019, 20 : 93 - 125
  • [50] Resource sharing and coevolution in evolving cellular automata
    Werfel, J
    Mitchell, M
    Crutchfield, JP
    IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2000, 4 (04) : 388 - 393
12345