Text extraction in real scene images on planar planes

被引:0
|
作者
Jung, KC [1 ]
Kim, KI [1 ]
Han, JH [1 ]
机构
[1] Michigan State Univ, Pattern Recognit & Image Proc Lab, E Lansing, MI 48824 USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a hybrid approach of texture-based method and connected component-based one for extracting texts in real scene images. For detecting texts having a lot of variations in size, shape, etc, we use a multiple-continuously adaptive mean shift algorithm on the text probability image produced by a multi-layer perceptron. It is assumed that scene text lies on planar rectangular surfaces with homogeneous background colors. We correct perspective distortion using warping parameters calculated after segmentation of an input image. We can detect and reconstruct text images accurately and efficiently.
引用
收藏
页码:469 / 472
页数:4
相关论文
共 50 条
  • [41] Automatic text location in natural scene images
    Li, CA
    Ding, XQ
    Wu, YS
    SIXTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, PROCEEDINGS, 2001, : 1069 - 1073
  • [42] Scene text extraction and translation for handheld devices
    Haritaoglu, I
    2001 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 2, PROCEEDINGS, 2001, : 408 - 413
  • [43] Scene Text Extraction with Local Symmetry Transform
    Chen, Qi
    Song, Yonghong
    Zhang, Yuanlin
    PROCEEDINGS OF THE FIFTEENTH IAPR INTERNATIONAL CONFERENCE ON MACHINE VISION APPLICATIONS - MVA2017, 2017, : 246 - 249
  • [44] Real-Time Text Localization in Natural Scene Images Using a Linear Spatial Filter
    Girones, Xavier
    Julia, Carme
    2017 14TH IAPR INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR), VOL 1, 2017, : 1261 - 1268
  • [45] Text Flow: A Unified Text Detection System in Natural Scene Images
    Tian, Shangxuan
    Pan, Yifeng
    Huang, Chang
    Lu, Shijian
    Yu, Kai
    Tan, Chew Lim
    2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2015, : 4651 - 4659
  • [46] Hybrid deep neural network with adaptive galactic swarm optimization for text extraction from scene images
    Digvijay Pandey
    Binay Kumar Pandey
    Subodh Wairya
    Soft Computing, 2021, 25 : 1563 - 1580
  • [47] Hybrid deep neural network with adaptive galactic swarm optimization for text extraction from scene images
    Pandey, Digvijay
    Pandey, Binay Kumar
    Wairya, Subodh
    SOFT COMPUTING, 2021, 25 (02) : 1563 - 1580
  • [48] Cascade Detector for Text Detection in Natural Scene Images
    Hanif, Shehzad Muhammad
    Prevost, Lionel
    Negri, Pablo Augusto
    19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 1917 - +
  • [49] 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
  • [50] MULTI-ORIENTED TEXT DETECTION IN SCENE IMAGES
    Basavanna, M.
    Shivakumara, P.
    Srivatsa, S. K.
    Kumar, G. Hemantha
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2012, 26 (07)