Text line segmentation in handwritten documents using Mumford-Shah model

被引:34
|
作者
Du, Xiaojun [1 ]
Pan, Wumo [1 ]
Bui, Tien D.
机构
[1] Concordia Univ, Dept Comp Sci & Software Engn, Ctr Pattern Recognit & Machine Intelligence, Montreal, PQ, Canada
关键词
Text line detection; Handwritten documents; Image segmentation; Mumford-Shah model; IMAGE SEGMENTATION;
D O I
10.1016/j.patcog.2008.12.021
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Text line segmentation in handwritten documents is an important step in document image processing. We present a new text line segmentation method based on the Mumford-Shah model. The algorithm is script independent. In addition, we use morphing to remove overlaps between neighboring text lines and connect broken ones. Experimental results show the validity of our method. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3136 / 3145
页数:10
相关论文
共 50 条
  • [1] An introduction to the Mumford-Shah segmentation model
    Petitot, J
    [J]. JOURNAL OF PHYSIOLOGY-PARIS, 2003, 97 (2-3) : 335 - 342
  • [2] Jacquard image segmentation using Mumford-Shah model
    冯志林
    尹建伟
    陈刚
    董金祥
    [J]. Journal of Zhejiang University-Science A(Applied Physics & Engineering), 2006, (02) : 109 - 116
  • [3] Jacquard image segmentation using Mumford-Shah model
    Feng Z.-L.
    Yin J.-W.
    Chen G.
    Dong J.-X.
    [J]. Journal of Zhejiang University: Science, 2006, 7 (02): : 109 - 116
  • [4] Image segmentation and selective smoothing by using Mumford-Shah model
    Gao, S
    Bui, TD
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (10) : 1537 - 1549
  • [5] Image segmentation and smoothing by using improved Mumford-Shah model
    Li, Shuaijie
    Xiao, Shengzhong
    Liu, Yan
    Yao, Zhengan
    [J]. INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL, 2012, 15 (10): : 3923 - 3933
  • [6] VARIATIONAL FUZZY MUMFORD-SHAH MODEL FOR IMAGE SEGMENTATION
    Li, Fang
    Ng, Michael K.
    Li, Chunming
    [J]. SIAM JOURNAL ON APPLIED MATHEMATICS, 2010, 70 (07) : 2750 - 2770
  • [7] Medical image segmentation based on Mumford-Shah Model
    Lin, P
    Yan, XG
    Zheng, CX
    Yang, Y
    [J]. 2004 INTERNATIONAL CONFERENCE ON COMMUNICATION, CIRCUITS, AND SYSTEMS, VOLS 1 AND 2: VOL 1: COMMUNICATION THEORY AND SYSTEMS - VOL 2: SIGNAL PROCESSING, CIRCUITS AND SYSTEMS, 2004, : 942 - 945
  • [8] k-Means image segmentation using Mumford-Shah model
    Shah, Nilima
    Patel, Dhanesh
    Franti, Pasi
    [J]. JOURNAL OF ELECTRONIC IMAGING, 2021, 30 (06)
  • [9] An anisotropic Mumford-Shah model
    Vicente, David
    [J]. JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2017, 447 (01) : 181 - 205
  • [10] A Mumford-Shah model on lattice
    Yu, Lu
    Wang, Qiao
    Wu, Lenan
    Me, Jun
    [J]. IMAGE AND VISION COMPUTING, 2008, 26 (12) : 1663 - 1669