Graph Cuts Segmentation by Using Local Texture Features of Multiresolution Analysis

被引：2
|
作者：
Fukuda, Keita [1 ]
Takiguchi, Tetsuya [2 ]
Ariki, Yasuo [2 ]
机构：
[1] Kobe Univ, Grad Sch Engn, Kobe, Hyogo 6578501, Japan
[2] Kobe Univ, Org Adv Sci & Technol, Kobe, Hyogo 6578501, Japan
来源：
IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS | 2009年 / E92D卷 / 07期
关键词：
image segmentation; graph cuts; multiresolution analysis; local texture feature; IMAGE SEGMENTATION;
D O I：
10.1587/transinf.E92.D.1453
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
This paper proposes an approach to image segmentation using Iterated Graph Cuts based on local texture features of wavelet co-efficients. Using Haar Wavelet based Multiresolution Analysis, the low-frequency range (smoothed image) is used for the n-link and the high-frequency range (local texture features) is used for the t-link along with the color histogram. The proposed method can segment an object region having not only noisy edges and colors similar to the background, but also heavy texture change. Experimental results illustrate the validity of our method.
引用
收藏
页码：1453 / 1461
页数：9
相关论文
共 50 条
  • [21] Vasculature segmentation of CT liver images using graph cuts and graph-based analysis
    Homann, Hanno
    Vesom, Grace
    Noble, J. Alison
    2008 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, VOLS 1-4, 2008, : 53 - +
  • [22] TEXTURE CLASSIFICATION AND SEGMENTATION USING MULTIRESOLUTION SIMULTANEOUS AUTOREGRESSIVE MODELS
    MAO, JC
    JAIN, AK
    PATTERN RECOGNITION, 1992, 25 (02) : 173 - 188
  • [23] Hidden Markov multiresolution texture segmentation using complex wavelets
    Won, JH
    Pyun, K
    Gray, RM
    ICT'2003: 10TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS, VOLS I AND II, CONFERENCE PROCEEDINGS, 2003, : 1624 - 1630
  • [24] Unsupervised texture segmentation using multiresolution hybrid genetic algorithm
    Li, CT
    Chiao, R
    2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 2, PROCEEDINGS, 2003, : 1033 - 1036
  • [25] Cloud classification using local multiresolution texture descriptors
    Arab, Dalila
    Ameur, Soltane
    Ameur, Zohra
    2014 FIRST INTERNATIONAL IMAGE PROCESSING, APPLICATIONS AND SYSTEMS CONFERENCE (IPAS), 2014,
  • [26] Texture segmentation using independent component analysis of Gabor features
    Chen, Yang
    Wang, Runsheng
    18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, PROCEEDINGS, 2006, : 147 - +
  • [27] Automatic and robust forearm segmentation using graph cuts
    Fuernstahl, P.
    Fuchs, T.
    Schweizer, A.
    Nagy, L.
    Szekely, G.
    Harders, M.
    2008 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, VOLS 1-4, 2008, : 77 - +
  • [28] Multilayer Joint Segmentation Using MRF and Graph Cuts
    Lerme, Nicolas
    Le Hegarat-Mascle, Sylvie
    Malgouyres, Francois
    Lachaize, Marie
    JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2020, 62 (6-7) : 961 - 981
  • [29] SEGMENTATION OF MYOCARDIUM USING DEFORMABLE REGIONS AND GRAPH CUTS
    Uzunbas, Mustafa Goekhan
    Zhang, Shaoting
    Pohl, Kilian M.
    Metaxas, Dimitris
    Axel, Leon
    2012 9TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), 2012, : 254 - 257
  • [30] Graph cuts segmentation using an elliptical shape prior
    Slabaugh, G
    Unal, G
    2005 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), VOLS 1-5, 2005, : 1973 - 1976
12345