A Hybrid of Fireworks and Harmony Search Algorithm for Multilevel Image Thresholding

被引：2
|
作者：
Shivali [1 ,2 ]
Maurya, Lalit [1 ]
Sharma, Ekta [1 ,2 ]
Mahapatra, Prasant [1 ]
Doegar, Amit [2 ]
机构：
[1] CSIR Cent Sci Instruments Org, Biomed Instrumentat Div V 2, Sect 30, Chandigarh 160030, India
[2] Natl Inst Tech Teachers Training & Res, Dept Comp Sci & Engn, Sect 26, Chandigarh 160019, India
来源：
ADVANCED COMPUTING AND COMMUNICATION TECHNOLOGIES | 2018年 / 562卷
关键词：
Image segmentation; Multilevel image thresholding; Fireworks algorithm; Harmony search algorithm; Kapur's entropy;
D O I：
10.1007/978-981-10-4603-2_2
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Multilevel image thresholding is an essential part of image processing. This paper presents a hybrid implementation of fireworks and harmony search algorithm where Kapur's entropy is used as the fitness function for solving the problem. The results of the proposed method have been compared with the standard fireworks algorithm (FWA) and particle swarm optimization (PSO) based multi-level thresholding methods. Experimental results indicate that the proposed method is a promising approach in the field of image segmentation.
引用
收藏
页码：11 / 21
页数：11
相关论文
共 50 条
  • [21] Dynamic Search Hybrid Fireworks Algorithm
    Feng, Kedi
    Li, Jun
    Yu, Senwu
    ADVANCED INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS, PT I, ICIC 2024, 2024, 14862 : 109 - 120
  • [22] Optimal Multilevel Thresholding using Improved Gravitational Search Algorithm for Image Segmentation
    Sun, Yan
    Lu, Jianfeng
    Tang, Zhenmin
    Du, Pengzhen
    PROCEEDINGS 2013 INTERNATIONAL CONFERENCE ON MECHATRONIC SCIENCES, ELECTRIC ENGINEERING AND COMPUTER (MEC), 2013, : 1487 - 1490
  • [23] A Multilevel Image Thresholding Approach Based on Crow Search Algorithm and Otsu Method
    Shahabi, Forough
    Poorahangaryan, Fereshteh
    Edalatpanah, S. A.
    Beheshti, Homayoun
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2020, 19 (02)
  • [24] Multilevel Thresholding for Coastal Video Image Segmentation Based on Cuckoo Search Algorithm
    Widyantara, I. Made Oka
    Pramaita, Nyoman
    Asana, I. Made Dwi Putra
    Adnyana, Ida Bagus Putu
    Pawana, I. Gusti Ngurah Agung
    ICCAI '19 - PROCEEDINGS OF THE 2019 5TH INTERNATIONAL CONFERENCE ON COMPUTING AND ARTIFICIAL INTELLIGENCE, 2019, : 143 - 149
  • [25] Multilevel Thresholding of Brain Tumor MRI Images: Patch-Levy Bees Algorithm versus Harmony Search Algorithm
    Bohani, Farah Aqilah
    Qasem, Ashwaq
    Abdullah, Siti Norul Huda Sheikh
    Omar, Khairuddin
    Sahran, Shahnorbanun
    Hussain, Rizuana Iqbal
    Sharis, Syaza
    INTERNATIONAL JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING SYSTEMS, 2019, 10 (02) : 45 - 57
  • [26] A hybrid firefly and particle swarm optimization algorithm applied to multilevel image thresholding
    Rahkar Farshi, Taymaz
    K. Ardabili, Ahad
    MULTIMEDIA SYSTEMS, 2021, 27 (01) : 125 - 142
  • [27] A hybrid firefly and particle swarm optimization algorithm applied to multilevel image thresholding
    Taymaz Rahkar Farshi
    Ahad K. Ardabili
    Multimedia Systems, 2021, 27 : 125 - 142
  • [28] A Multilevel Image Thresholding Based on Hybrid Salp Swarm Algorithm and Fuzzy Entropy
    Alwerfali, Husein S. Naji
    Abd Elaziz, Mohamed
    Al-Qaness, Mohammed A. A.
    Abbasi, Aaqif Afzaal
    Lu, Songfeng
    Liu, Fang
    Li, Li
    IEEE ACCESS, 2019, 7 : 181405 - 181422
  • [29] Fuzzy entropy based multilevel image thresholding using modified gravitational search algorithm
    Chao, Yuan
    Dai, Min
    Chen, Kai
    Chen, Ping
    Zhang, Zhisheng
    PROCEEDINGS 2016 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY (ICIT), 2016, : 752 - 757
  • [30] Symbiotic Organisms Search Optimization for Multilevel Image Thresholding
    Chakraborty, Falguni
    Roy, Provas Kumar
    Nandi, Debashis
    INTERNATIONAL JOURNAL OF SWARM INTELLIGENCE RESEARCH, 2020, 11 (02) : 31 - 61
12345