A New Wavelet-Based Document Image Segmentation Scheme

被引:0
|
作者
Zhao Jian 1
2. Xi’an Electronic Engineering Research Institute
机构
关键词
Document image; Segmentation; Classification; Wavelet; Histogram;
D O I
暂无
中图分类号
TP391.4 [模式识别与装置];
学科分类号
0811 ; 081101 ; 081104 ; 1405 ;
摘要
The document image segmentation is very useful for printing, faxing and data processing. An algorithm is developed for segmenting and classifying document image. Feature used for classification is based on the histogram distribution pattern of different image classes. The important attribute of the algorithm is using wavelet correlation image to enhance raw image’s pattern, so the classification accuracy is improved. In this paper document image is divided into four types; background, photo, text and graph. Firstly, the document image background has been distingusished easily by former normally method;secondly, three image types will be distinguished by their typical histograms, in order to make histograms feature clearer, each resolution’s HH wavelet subimage is used to add to the raw image at their resolution. At last, the photo, text and praph have been devided according to how the feature fit to the Laplacian distrbution by 2 and L . Simulations show that classification accuracy is significantly improved. The comparison with related shows that our algorithm provides both lower classification error rates and better visual results.
引用
收藏
页码:86 / 90
页数:5
相关论文
共 50 条
  • [1] A wavelet-based multiresolution color image segmentation
    Ding, JL
    Li, YX
    Wang, LL
    PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND BRAIN, VOLS 1-3, 2005, : 1107 - 1111
  • [2] Wavelet-based watershed for image segmentation algorithm
    Chai, Yu-hua
    Gao, Li-qun
    Lu, Shun
    Tian, Lei
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 396 - 396
  • [3] Document Image Segmentation Based on Wavelet Features
    Grishkin, Valery
    TENTH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGIES REVISED SELECTED PAPERS CSIT-2015, 2015, : 82 - 84
  • [4] A wavelet-based watershed image segmentation for VOP generation
    Kim, JB
    Kim, HJ
    16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL III, PROCEEDINGS, 2002, : 505 - 508
  • [5] Bayesian image segmentation using wavelet-based priors
    Figueiredo, MAT
    2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 1, PROCEEDINGS, 2005, : 437 - 443
  • [6] Wavelet-based fuzzy multiphase image segmentation method
    Li, Yafeng
    PATTERN RECOGNITION LETTERS, 2015, 53 : 1 - 8
  • [7] Wavelet-based adaptive thresholding method for image segmentation
    Chen, ZK
    Tao, Y
    Chen, X
    Griffis, C
    OPTICAL ENGINEERING, 2001, 40 (05) : 868 - 874
  • [8] Parallel wavelet-based image segmentation using MPI
    Wang, WH
    Zhao, XM
    Feng, XC
    TENCON 2004 - 2004 IEEE REGION 10 CONFERENCE, VOLS A-D, PROCEEDINGS: ANALOG AND DIGITAL TECHNIQUES IN ELECTRICAL ENGINEERING, 2004, : B97 - B99
  • [9] A wavelet-based progressive digital image transmission scheme
    Chang, Chin-Chen
    Lu, Tzu-Chuen
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 2, PROCEEDINGS, 2006, : 681 - +
  • [10] A BINARY WAVELET-BASED SCHEME FOR GRAYSCALE IMAGE COMPRESSION
    Pan, Hong
    Jin, Li-Zuo
    Yuan, Xiao-Hui
    Xia, Si-Yu
    Li, Jiu-Xian
    Xia, Liang-Zheng
    2009 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1- 8, PROCEEDINGS, 2009, : 993 - 996