Deep Learning Based Scene Text Detection: A Survey

被引:0
|
作者
Jiang, Wei [1 ]
Zhang, Chong-Sheng [2 ]
Yin, Xu-Cheng [3 ]
机构
[1] School of Information Engineering, North China University of Water Resources and Electric Power, Zhengzhou,Henan,450045, China
[2] School of Computer and Information Engineering, Henan University, Kaifeng,Henan,475001, China
[3] School of Computer and Communication Engineering, University of Science and Technology, Beijing,100083, China
来源
关键词
D O I
10.3969/j.issn.0372-2112.2019.05.024
中图分类号
TB18 [人体工程学]; Q98 [人类学];
学科分类号
030303 ; 1201 ;
摘要
In recent years, deep learning based scene text detection have achieved significant progress. The paper reviews state-of-the-art methods in the field from 2014-2018. We categorize existing methods into traditional Region Proposal based method, Text Proposal Network method, segmentation based method and hybrid method based on Text Proposal Network and segmentation with detailed analysis of pros and cons for the four methods. Finally, we point out research trends and focuses in this field. © 2019, Chinese Institute of Electronics. All right reserved.
引用
收藏
页码:1152 / 1161
相关论文
共 50 条
  • [1] Scene text detection and recognition with advances in deep learning: a survey
    Liu, Xiyan
    Meng, Gaofeng
    Pan, Chunhong
    [J]. INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION, 2019, 22 (02) : 143 - 162
  • [2] Scene text detection and recognition with advances in deep learning: a survey
    Xiyan Liu
    Gaofeng Meng
    Chunhong Pan
    [J]. International Journal on Document Analysis and Recognition (IJDAR), 2019, 22 : 143 - 162
  • [3] Scene Text Recognition Based on Deep Learning: A Brief Survey
    Chen, Yuxin
    Shao, Yunxue
    [J]. 2019 IEEE 11TH INTERNATIONAL CONFERENCE ON COMMUNICATION SOFTWARE AND NETWORKS (ICCSN 2019), 2019, : 688 - 693
  • [4] Deep Metric Learning for Scene Text Detection
    Zhu, Qi-Hai
    Zhu, Rui
    Li, Ning
    Yang, Yu-Bin
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2017, : 1025 - 1029
  • [5] Scene Text Detection and Recognition: The Deep Learning Era
    Shangbang Long
    Xin He
    Cong Yao
    [J]. International Journal of Computer Vision, 2021, 129 : 161 - 184
  • [6] Scene Text Detection and Recognition: The Deep Learning Era
    Long, Shangbang
    He, Xin
    Yao, Cong
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 2021, 129 (01) : 161 - 184
  • [7] Deep learning for detection of text polarity in natural scene images
    Perepu, Pavan Kumar
    [J]. NEUROCOMPUTING, 2021, 431 : 1 - 6
  • [8] Deep learning approaches to scene text detection: a comprehensive review
    Khan, Tauseef
    Sarkar, Ram
    Mollah, Ayatullah Faruk
    [J]. ARTIFICIAL INTELLIGENCE REVIEW, 2021, 54 (05) : 3239 - 3298
  • [9] Deep learning approaches to scene text detection: a comprehensive review
    Tauseef Khan
    Ram Sarkar
    Ayatullah Faruk Mollah
    [J]. Artificial Intelligence Review, 2021, 54 : 3239 - 3298
  • [10] A survey of text detection and recognition algorithms based on deep learning technology
    Wang, Xiao-Feng
    He, Zhi-Huang
    Wang, Kai
    Wang, Yi-Fan
    Zou, Le
    Wu, Zhi-Ze
    [J]. NEUROCOMPUTING, 2023, 556