News Updates Friday 26th Apr 2024 :
  • Welcome to INPRESSCO, world's leading publishers, We have served more than 10000+ authors
  • Articles are invited in engineering, science, technology, management, industrial engg, biotechnology etc.
  • Paper submission is open. Submit online or at editor.ijcet@inpressco.com
  • Our journals are indexed in NAAS, University of Regensburg Germany, Google Scholar, Cross Ref etc.
  • DOI is given to all articles

Localization and Recognition of Text with Perspective Distortion in Natural Scenes


Author : Annmaria Cherian and Sanju Sebastian

Pages : 3572-3577
Download PDF
Abstract

Recognizing text in natural scene images refers to the problem of identifying words that present on it. Scene text
recognition is very difficult due to some reasons such as, images contain very little amount of linguistic context,
interpreting versions of letters and digits are required for scene text recognition and also scene text can appear in
any orientation. Most of the existing works are focused on the recognition of texts which are frontal parallel to the
image plane. We formulate a novel method which is used to recognize text in natural scene images which are
perspectively distorted. Perspective distortion is avoided using Hough transform. Each character are recognized from cropped word image. Connected component analysis is used to detect the components that present on the cropped word image. Non text components are filtered using SVM classification. After that text components are recognized by Optical character recognition. We introduce a new dataset called Scene Text-Perspective, which contains scene images of the name boards placed in the road sides which are perspectively distorted. Experimental results on the proposed dataset shows that our method is simple and outperforms the existing methods.
Keywords: Scene text recognition, connected component analysis, SVM.

Article published in International Journal of Current Engineering and Technology, Vol.5, No.6 (Dec-2015)

 

Call for Papers
  1. IJCET- March/April 2024 Issue

    Submission Last Date
    30 April 2024
  2. DOI is given to all articles
  3. Current Issue
  4. IJTT-March-2024
  5. IJAIE-March-2024
  6. IJCSB-March-2024
  • Inpressco Google Scholar
  • Inpressco Science Central
  • Inpressco Global impact factor
  • Inpressco aap

International Press corporation is licensed under a Creative Commons Attribution-Non Commercial NoDerivs 3.0 Unported License
©2010-2023 INPRESSCO® All Rights Reserved