Parameter optimization for image segmentation algorithms: A systematic approach

被引：0
|
作者：
Singh, M [1 ]
Singh, S
Partridge, D
机构：
[1] Loughborough Univ Technol, Res Sch Informat, ATR Lab, Loughborough, Leics, England
[2] Univ Exeter, Dept Comp Sci, Exeter, Devon, England
来源：
PATTERN RECOGNITION AND IMAGE ANALYSIS, PT 2, PROCEEDINGS | 2005年 / 3687卷
关键词：
D O I：
暂无
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 is one of the most fundamental steps of image analysis. Almost all image segmentation algorithms have their parameters that need to be optimally set for a good segmentation. The problem of automatically setting algorithm parameters on a per image basis has been largely ignored in the vision community. In this paper we present a novel solution to this problem based on classification complexity and image edge analysis.
引用
收藏
页码：11 / 19
页数：9
相关论文
共 50 条
  • [1] Optimization of Parameter Settings for Genetic Algorithms in Music Segmentation
    Rafael, Brigitte
    Oertl, Stefan
    Affenzeller, Michael
    Wagner, Stefan
    COMPUTER AIDED SYSTEMS THEORY - EUROCAST 2011, PT I, 2012, 6927 : 240 - 247
  • [2] A multiagent system approach for image segmentation using genetic algorithms and extremal optimization heuristics
    Melkemi, Kamal E.
    Batouche, Mohamed
    Foufou, Sebti
    PATTERN RECOGNITION LETTERS, 2006, 27 (11) : 1230 - 1238
  • [3] GENETIC ALGORITHM FOR PARAMETER OPTIMIZATION OF IMAGE SEGMENTATION ALGORITHM
    Szenasi, Sandor
    14TH IEEE INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND INFORMATICS (CINTI), 2013, : 351 - 354
  • [4] Optimization-Based Image Segmentation by Genetic Algorithms
    S Chabrier
    C Rosenberger
    B Emile
    H Laurent
    EURASIP Journal on Image and Video Processing, 2008
  • [5] Efficient algorithms for optimization-based image segmentation
    Asano, T
    Chen, DZ
    Katoh, N
    Tokuyama, T
    INTERNATIONAL JOURNAL OF COMPUTATIONAL GEOMETRY & APPLICATIONS, 2001, 11 (02) : 145 - 166
  • [6] Optimization-Based Image Segmentation by Genetic Algorithms
    Chabrier, S.
    Rosenberger, C.
    Emile, B.
    Laurent, H.
    EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2008, 2008 (1)
  • [7] Double-Variance Measures: A Potential Approach to Parameter Optimization of Remote Sensing Image Segmentation
    Wang, Yongji
    Tian, Zhihui
    Qi, Qingwen
    Wang, Jun
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 14 (14) : 2314 - 2326
  • [8] Optimization Technique Based Approach for Image Segmentation
    Poojary, Manjula
    Srinivas, Yarramalle
    CURRENT MEDICAL IMAGING, 2023, 19 (10) : 1167 - 1177
  • [9] Parameter Learning for the Livewire Image Segmentation by Particle Swarm Optimization
    Zhou, Dunguang
    Xu, Yichun
    Dong, Fangmin
    2014 11TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2014, : 1524 - 1528
  • [10] Automatic training of page segmentation algorithms: An optimization approach
    Mao, S
    Kanungo, T
    15TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 4, PROCEEDINGS: APPLICATIONS, ROBOTICS SYSTEMS AND ARCHITECTURES, 2000, : 531 - 534
12345