Image Segmentation Using Genetic Algorithm and OTSU

被引：6
|
作者：
Pruthi, Jyotika [1 ]
Gupta, Gaurav [2 ]
机构：
[1] Northcap Univ, Dept Comp Sci, Gurgaon, India
[2] Northcap Univ, Dept Appl Sci, Gurgaon, India
来源：
PROCEEDINGS OF FIFTH INTERNATIONAL CONFERENCE ON SOFT COMPUTING FOR PROBLEM SOLVING (SOCPROS 2015), VOL 2 | 2016年 / 437卷
关键词：
Metaheuristic; Genetic algorithm; OTSU; Non linear optimization;
D O I：
10.1007/978-981-10-0451-3_43
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Image Segmentation exists as a challenge that aims to extract the information from the image, making it simpler to analyze. There are some major issues associated with the conventional segmentation approaches. To come up with an improvised solution, image segmentation can be modeled as a nonlinear optimization problem which is also very difficult to be solved as global optimization. So to deal with this problem, we present metaheuristic algorithm namely Genetic Algorithm and its combination with OTSU giving the better results. These results have been analyzed with the help of parameters namely Threshold values, CPU Time and Region Non Uniformity.
引用
收藏
页码：473 / 480
页数：8
相关论文
共 50 条
  • [1] Improved OTSU and Adaptive Genetic Algorithm for Infrared Image Segmentation
    Wang, Ya
    [J]. PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 5644 - 5648
  • [2] Gastrointestinal Endoscopy Image Segmentation Using Modified Otsu Algorithm
    Wan, Yi Dylan
    Tang, Ling
    [J]. INTERNATIONAL SYMPOSIUM ON FUZZY SYSTEMS, KNOWLEDGE DISCOVERY AND NATURAL COMPUTATION (FSKDNC 2014), 2014, : 90 - 98
  • [3] Fast segmentation algorithm of PCB image using 2D OTSU improved by adaptive genetic algorithm and integral image
    Ma, Jiaocheng
    Cheng, Xiaodong
    [J]. JOURNAL OF REAL-TIME IMAGE PROCESSING, 2023, 20 (01)
  • [4] Fast segmentation algorithm of PCB image using 2D OTSU improved by adaptive genetic algorithm and integral image
    Jiaocheng Ma
    Xiaodong Cheng
    [J]. Journal of Real-Time Image Processing, 2023, 20
  • [5] Research on Image Segmentation of Digital Rubbings Based on OTSU Threshold & Genetic Algorithm
    Ma, Yongli
    Huang, Zhikai
    Rao, Fanxing
    [J]. ISMSI 2018: PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS, METAHEURISTICS & SWARM INTELLIGENCE, 2018, : 122 - 126
  • [6] 2D Otsu Image Segmentation Based on Cellular Genetic Algorithm
    Ye, Hanmin
    Yan, Shili
    Huang, Peiliang
    [J]. 2017 IEEE 9TH INTERNATIONAL CONFERENCE ON COMMUNICATION SOFTWARE AND NETWORKS (ICCSN), 2017, : 1313 - 1316
  • [7] Image segmentation using a genetic algorithm
    Bevilacqua, VT
    Mastronardi, G
    [J]. SOFT COMPUTING APPLICATIONS, 2003, : 115 - 126
  • [8] An improved image segmentation algorithm based on Otsu method
    Wang Hongzhi
    Dong Ying
    [J]. INTERNATIONAL SYMPOSIUM ON PHOTOELECTRONIC DETECTION AND IMAGING 2007: RELATED TECHNOLOGIES AND APPLICATIONS, 2008, 6625
  • [9] AN OTSU image segmentation based on fruitfly optimization algorithm
    Huang, Chunyan
    Li, Xiaorui
    Wen, Yunliang
    [J]. ALEXANDRIA ENGINEERING JOURNAL, 2021, 60 (01) : 183 - 188
  • [10] ADAPTIVE IMAGE SEGMENTATION USING A GENETIC ALGORITHM
    BHANU, B
    LEE, S
    MING, J
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1995, 25 (12): : 1543 - 1567
12345