Rule-based perspective rectification for Chinese text in natural scene images

被引:1
|
作者
Yang, Xieliu [1 ]
Yin, Chenyu [1 ]
Tian, Dake [1 ]
Liang, Wenfeng [1 ]
机构
[1] Shenyang Jianzhu Univ, Sch Mech Engn, Shenyang 110168, Peoples R China
基金
中国国家自然科学基金;
关键词
Perspective rectification; Irregular text rectification; Scene text recognition; Chinese;
D O I
10.1007/s11042-021-10609-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recognizing text with large perspective deformation is challenging, especially when the orientation of the text is arbitrary. A rule-based method is proposed in this paper to recover the fronto-parallel image for Chinese text in natural scenes. It relies on the fact that there are many horizontal and vertical strokes in Chinese text and they are accurately or approximately perpendicular to each other in non-italic type. A homography is utilized to describe the relationship between the scene text and its image. Horizontal and vertical strokes are extracted and selected to construct perspective quadrilaterals and the expected rectangles for calculating the homography. Experiments show that the proposed method could rectify the perspective deformation of Chinese text in any orientation effectively and it outperforms the state-of-the-art perspective rectification method based on vanishing point detection.
引用
收藏
页码:18243 / 18262
页数:20
相关论文
共 50 条
  • [1] Rule-based perspective rectification for Chinese text in natural scene images
    Xieliu Yang
    Chenyu Yin
    Dake Tian
    Wenfeng Liang
    [J]. Multimedia Tools and Applications, 2021, 80 : 18243 - 18262
  • [2] A Scheme for Automatic Text Rectification in Real Scene Images
    Wang, Baokang
    Liu, Changsong
    Ding, Xiaoqing
    [J]. IMAGING AND MULTIMEDIA ANALYTICS IN A WEB AND MOBILE WORLD 2015, 2015, 9408
  • [3] Efficient Character Skew Rectification in Scene Text Images
    Busta, Michal
    Drtina, Tomas
    Helekal, David
    Neumann, Lukas
    Matas, Jiri
    [J]. COMPUTER VISION - ACCV 2014 WORKSHOPS, PT II, 2015, 9009 : 134 - 146
  • [4] A RULE-BASED METHOD FOR COMMAS' DISAMBIGUATION IN CHINESE PATENT TEXT
    Song, Qianqian
    Zhu, Yun
    Wang, Lixia
    Jin, Yaohong
    [J]. 2012 IEEE 2nd International Conference on Cloud Computing and Intelligent Systems (CCIS) Vols 1-3, 2012, : 1506 - 1510
  • [5] Rule-based Logical Reasoning Knowledge Extraction of Chinese Legislative Text
    Li, Li
    Wang, Houfeng
    Liu, Yang
    [J]. 2022 INTERNATIONAL CONFERENCE ON ASIAN LANGUAGE PROCESSING (IALP 2022), 2022, : 445 - 450
  • [6] A simple rule-based approach to organization name recognition in Chinese text
    Wang, HF
    Shi, WG
    [J]. COMPUTATIONAL LINGUISTICS AND INTELLIGENT TEXT PROCESSING, 2005, 3406 : 769 - 772
  • [7] Recognition based Text Localization from Natural Scene Images
    Ray, Anupama
    Shah, Archit
    Chaudhury, Santanu
    [J]. 2016 23RD INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2016, : 1177 - 1182
  • [8] Tensor Voting Based Text Localization in Natural Scene Images
    Toan Dinh Nguyen
    Park, Jonghyun
    Lee, Gueesang
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2010, 17 (07) : 639 - 642
  • [9] Text detection and localization in natural scene images based on text awareness score
    Soni, Rituraj
    Kumar, Bijendra
    Chand, Satish
    [J]. APPLIED INTELLIGENCE, 2019, 49 (04) : 1376 - 1405
  • [10] Text detection and localization in natural scene images based on text awareness score
    Rituraj Soni
    Bijendra Kumar
    Satish Chand
    [J]. Applied Intelligence, 2019, 49 : 1376 - 1405