Text Search: Towards Fast Text Localization in Scene Images

被引:0
|
作者
Yang, Lei [1 ]
Cheng, Samuel [1 ]
Verma, Pramode K. [1 ]
Wang, Shuang [2 ]
机构
[1] Univ Oklahoma, Dept Elect & Comp Engn, Tulsa, OK 74135 USA
[2] Univ Calif San Diego, Dept Biomed Informat, San Diego, CA 92103 USA
关键词
text localization; ConvNet; region proposals;
D O I
10.1109/ISM.2016.135
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present an efficient approach to text localization. We restrict our attention to the text localization and refer to our method as 'text search'. In particular, we pre-trained a text detection ConvNet which skip the region proposal process, and integrates bounding boxes and text confidence score into the output layer. Our approach achieved similar high precision with [1], and acceptable level of recall.
引用
收藏
页码:83 / 86
页数:4
相关论文
共 50 条
  • [1] Canny Text Detector: Fast and Robust Scene Text Localization Algorithm
    Cho, Hojin
    Sung, Myungchul
    Jun, Bongjin
    2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, : 3566 - 3573
  • [2] Text detection and localization in natural scene images based on text awareness score
    Soni, Rituraj
    Kumar, Bijendra
    Chand, Satish
    APPLIED INTELLIGENCE, 2019, 49 (04) : 1376 - 1405
  • [3] Text detection and localization in natural scene images based on text awareness score
    Rituraj Soni
    Bijendra Kumar
    Satish Chand
    Applied Intelligence, 2019, 49 : 1376 - 1405
  • [4] Text detection and localization in scene images: a broad review
    Shilpa Mahajan
    Rajneesh Rani
    Artificial Intelligence Review, 2021, 54 : 4317 - 4377
  • [5] An Improved Text Localization Method for Natural Scene Images
    Jiang Mengdi
    Cheng Jianghua
    Chen Minghui
    Ku Xishu
    2017 2ND INTERNATIONAL CONFERENCE ON COMMUNICATION, IMAGE AND SIGNAL PROCESSING (CCISP 2017), 2018, 960
  • [6] Text detection and localization in scene images: a broad review
    Mahajan, Shilpa
    Rani, Rajneesh
    ARTIFICIAL INTELLIGENCE REVIEW, 2021, 54 (06) : 4317 - 4377
  • [7] Text Detection and Localization in Natural Scene Images Using MSER and Fast Guided Filter
    Soni, Rituraj
    Kumar, Bijendra
    Chand, Satish
    2017 FOURTH INTERNATIONAL CONFERENCE ON IMAGE INFORMATION PROCESSING (ICIIP), 2017, : 351 - 356
  • [8] Fast and Accurate Text Detection in Natural Scene Images
    Xiao, Chengqiu
    Ji, Lixin
    Gao, Chao
    Li, Shaomei
    INTELLIGENCE SCIENCE AND BIG DATA ENGINEERING: IMAGE AND VIDEO DATA ENGINEERING, ISCIDE 2015, PT I, 2015, 9242 : 1 - 10
  • [9] Text localization in natural scene images using multiple classifiers
    Kozlowski, Adam
    Strumillo, Pawel
    PHOTONICS APPLICATIONS IN ASTRONOMY, COMMUNICATIONS, INDUSTRY, AND HIGH-ENERGY PHYSICS EXPERIMENTS 2007, PTS 1 AND 2, 2007, 6937
  • [10] Recognition based Text Localization from Natural Scene Images
    Ray, Anupama
    Shah, Archit
    Chaudhury, Santanu
    2016 23RD INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2016, : 1177 - 1182