Scene Text Detection on Images Using Cellular Automata

被引:0
|
作者
Zagoris, Konstantinos [1 ]
Pratikakis, Ioannis [1 ]
机构
[1] Democritus Univ Thrace, Dept Elect & Comp Engn, Image Proc & Multimedia Lab, GR-67100 Xanthi, Greece
来源
CELLULAR AUTOMATA, ACRI 2012 | 2012年 / 7495卷
关键词
Cellular Automata; Text Detection; Coord. Logic Filters; VLSI IMPLEMENTATION; CAD-SYSTEM; SEGMENTATION; LOCATION;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Textual information in images constitutes a very rich source of high-level semantics for retrieval and indexing. In this paper, a new approach is proposed using Cellular Automata (CA) which strives towards identifying scene text on natural images. Initially, a binary edge map is calculated. Then, taking advantage of the CA flexibility, the transition rules are changing and are applied in four consecutive steps resulting in four time steps CA evolution. Finally, a post-processing technique based on edge projection analysis is employed for high density edge images concerning the elimination of possible false positives. Evaluation results indicate considerable performance gains without sacrificing text detection accuracy.
引用
收藏
页码:514 / 523
页数:10
相关论文
共 50 条
  • [31] Detection of artificial and scene text in images and video frames
    Marios Anthimopoulos
    Basilis Gatos
    Ioannis Pratikakis
    Pattern Analysis and Applications, 2013, 16 : 431 - 446
  • [32] Text Detection in Scene Images Based on Interest Points
    Minh Hieu Nguyen
    Lee, Gueesang
    JOURNAL OF INFORMATION PROCESSING SYSTEMS, 2015, 11 (04): : 528 - 537
  • [33] Research on the Text Detection and Recognition in Natural Scene Images
    Wei Zi-han
    Du Xiao-ping
    Cao Lei
    ELEVENTH INTERNATIONAL CONFERENCE ON GRAPHICS AND IMAGE PROCESSING (ICGIP 2019), 2020, 11373
  • [34] Detection of artificial and scene text in images and video frames
    Anthimopoulos, Marios
    Gatos, Basilis
    Pratikakis, Ioannis
    PATTERN ANALYSIS AND APPLICATIONS, 2013, 16 (03) : 431 - 446
  • [35] Comparative Study of Text Detection in Natural Scene Images
    Saini, Shareen
    Marawaha, Chetan
    2016 IEEE INTERNATIONAL CONFERENCE ON RECENT TRENDS IN ELECTRONICS, INFORMATION & COMMUNICATION TECHNOLOGY (RTEICT), 2016, : 1981 - 1985
  • [36] Text detection in natural scene images with feature combination
    Ye, Qixiang
    Jiao, Jianbin
    Huang, Jun
    Yu, Hua
    PROCEEDINGS OF THE NINTH IASTED INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING, 2007, : 397 - 402
  • [37] Text detection in scene images based on exhaustive segmentation
    Wei, Yuanwang
    Zhang, Zhijiang
    Shen, Wei
    Zeng, Dan
    Fang, Mei
    Zhou, Shifu
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2017, 50 : 1 - 8
  • [38] Using of Attention for Scene Text Detection
    Wang Y.
    Gu X.
    Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2021, 33 (12): : 1908 - 1915
  • [39] Cellular Automata for Edge Detection: Exploring the Nature of Cellular Automata through Applications in Medical Images
    Chen, Zhengxin
    PRZEGLAD ELEKTROTECHNICZNY, 2009, 85 (04): : 56 - 58
  • [40] Edge detection of images based on fuzzy cellular automata
    Zhang, Ke
    Li, Zhong
    Zhao, Xiao-Ou
    SNPD 2007: EIGHTH ACIS INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING, AND PARALLEL/DISTRIBUTED COMPUTING, VOL 2, PROCEEDINGS, 2007, : 289 - +