Handwritten Text Segmentation Using Elastic Shape Analysis

被引:5
|
作者
Kurtek, Sebastian [1 ]
Srivastava, Anuj [2 ]
机构
[1] Ohio State Univ, Dept Stat, Columbus, OH 43210 USA
[2] Florida State Univ, Dept Stat, Tallahassee, FL 32306 USA
来源
2014 22ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR) | 2014年
关键词
CHARACTERS;
D O I
10.1109/ICPR.2014.432
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Segmentation of handwritten text into individual characters is an important step in many handwriting recognition tasks. In this paper, we present two segmentation algorithms based on elastic shape analysis of parameterized, planar curves. The shape analysis methodology provides matching, comparison and averaging of handwritten curves in a unified framework, which are very useful tools for designing segmentation algorithms. The first type of segmentation can be performed by splitting a full word into individual characters using a matching function. Another type of segmentation can be obtained by matching parts of the handwritten words to a given individual character. We validate the two proposed algorithms on real handwritten signatures and words coming from the SVC 2004 and the UNIPEN ICROW 2003 datasets. We show that the proposed methods are able to successfully segment text coming from highly variable handwriting styles.
引用
收藏
页码:2501 / 2506
页数:6
相关论文
共 50 条
  • [1] Handwritten text segmentation using blurred image
    Lemaitre, Aurelie
    Camillerapp, Jean
    Coueasnon, Bertrand
    DOCUMENT RECOGNITION AND RETRIEVAL XXI, 2014, 9021
  • [2] Segmentation of Chinese Handwritten Text
    Cao Xinyan
    Zou Yingyong
    PROCEEDINGS OF 2012 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2012), 2012, : 367 - 370
  • [3] Word segmentation of handwritten text using supervised classification techniques
    Sun, Yi
    Butler, Timothy S.
    Shafarenko, Alex
    Adams, Rod
    Loomes, Martin
    Davey, Neil
    APPLIED SOFT COMPUTING, 2007, 7 (01) : 71 - 88
  • [4] Handwritten Text Segmentation using Average Longest Path Algorithm
    Salvi, Dhaval
    Zhou, Jun
    Waggoner, Jarrell
    Wang, Song
    2013 IEEE WORKSHOP ON APPLICATIONS OF COMPUTER VISION (WACV), 2013, : 505 - 512
  • [5] Handwritten text line segmentation using Fully Convolutional Network
    Renton, Guillaume
    Chatelain, Clement
    Adam, Sebastien
    Kermorvant, Christopher
    Paquet, Thierry
    2017 14TH IAPR INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR 2017), VOL 5, 2017, : 5 - 9
  • [6] Segmentation Algorithm for Arabic Handwritten Text based on Contour Analysis
    Osman, Yusra
    2013 INTERNATIONAL CONFERENCE ON COMPUTING, ELECTRICAL AND ELECTRONICS ENGINEERING (ICCEEE), 2013, : 447 - 452
  • [7] Text line segmentation in handwritten document using a production system
    Nicolas, S
    Paquet, T
    Heutte, L
    NINTH INTERNATIONAL WORKSHOP ON FRONTIERS IN HANDWRITING RECOGNITION, PROCEEDINGS, 2004, : 245 - 250
  • [8] LINE SEGMENTATION OF HANDWRITTEN TEXT USING HISTOGRAMS AND TENSOR VOTING
    Babczynski, Tomasz
    Ptak, Roman
    INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS AND COMPUTER SCIENCE, 2020, 30 (03) : 585 - 596
  • [9] Segmentation of Bangla unconstrained handwritten text
    Pal, U
    Datta, S
    SEVENTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, VOLS I AND II, PROCEEDINGS, 2003, : 1128 - 1132
  • [10] Segmentation of Arabic handwritten text to lines
    Mokhtari, Younes
    Yousfi, Abdellah
    INTERNATIONAL CONFERENCE ON ADVANCED WIRELESS INFORMATION AND COMMUNICATION TECHNOLOGIES (AWICT 2015), 2015, 73 : 115 - 121