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Modified Method of Texture Feature Extraction and Analysis using Daubechies Wavelet and SVM

by Debasish Deb, Parthasarathi De, Nikhil Debbarma
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 110 - Number 16
Year of Publication: 2015
Authors: Debasish Deb, Parthasarathi De, Nikhil Debbarma
10.5120/19397-1015

Debasish Deb, Parthasarathi De, Nikhil Debbarma . Modified Method of Texture Feature Extraction and Analysis using Daubechies Wavelet and SVM. International Journal of Computer Applications. 110, 16 ( January 2015), 1-4. DOI=10.5120/19397-1015

@article{ 10.5120/19397-1015,
author = { Debasish Deb, Parthasarathi De, Nikhil Debbarma },
title = { Modified Method of Texture Feature Extraction and Analysis using Daubechies Wavelet and SVM },
journal = { International Journal of Computer Applications },
issue_date = { January 2015 },
volume = { 110 },
number = { 16 },
month = { January },
year = { 2015 },
issn = { 0975-8887 },
pages = { 1-4 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume110/number16/19397-1015/ },
doi = { 10.5120/19397-1015 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:46:30.174277+05:30
%A Debasish Deb
%A Parthasarathi De
%A Nikhil Debbarma
%T Modified Method of Texture Feature Extraction and Analysis using Daubechies Wavelet and SVM
%J International Journal of Computer Applications
%@ 0975-8887
%V 110
%N 16
%P 1-4
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Text Extraction is always a challenging problem in the field of research area. In this paper we developed an algorithm that can be used to extract text from images. We have studied texture feature analysis and also successfully retrieve the texture features embedded in an image. We also calculated number of characters in blurred images. Our algorithm is successfully implemented on many images that are collected from ICDAR Dataset 2011, ICDAR 2013, ICDAR 2003 and some images are collected from newspapers, and digital camera. We used different methods for texture feature extraction. Our algorithm gives more efficiency and extract texture features as compared with previous studies.

References
  1. Niti Syal1, Naresh Kumar Garg, "Text Extraction in Images Using DWT, Gradient Method And SVM Classifier?, International Journal of Emerging Technology and Advanced Engineering. Volume 4, Issue 6, June 2014
  2. A. J. Jadhav, Vaibhav Kolhe and Sagar Peshwe, "Text Extraction from Images: A Survey", International Journal of Advanced Research in Computer Science and Software Engineering. , Vol. 3, Issue 3, March 2013
  3. Sneha Sharma, "Extraction of Text Regions in Natural Image", Department of Computer Science, Rochester Institute of Technology,Spring 2006/07
  4. P. Nagabhushan, S. Nirmala "Text Extraction in Complex Color Images for Enhanced Readiability ," http://www. scirp. org/journal/iim.
  5. Matko, Hrvoje ,Mladen, "Scene text extraction in HIS color space using K-Means and modified cylindrical distance" in PRZEGLAD ELEKTROTECHNICZNY . pp 117, Year 2013
  7. Sunil Kumar, Rajat Gupta, Nitin Khanna, Santanu Chaudhury, and Shiv Dutt Joshi, "Text Extraction and Document Image Segmentation Using Matched Wavelets and MRF Model," IEEE Trans. On image processing, Vol. 16, No. 8.
  8. S. Audithan and RM. Chandrasekaran, "Document Text Extraction from Document Images Using Haar DiscreteWavelet Transform, "European Journal of Scientific Research, ISSN 1450-216X ,Vol. 36, No. 4 , pp. 502-512,2009.
  9. Emanuel Indermhle, Horst Bunke, Faisal Shafait and Thomas Breuel," Text versus non-Text Distinction in Online Handwritten Documents," ACM, 978-1-60558-638-0=10=03, pp. 22?26, 2010.
  10. Wenhua Dai, Cuizhen Jiao, Tingting He; Research on Text Feature Extraction Based on Hybrid Parallel Genetic Algorithm; Wireless Communications, Networking and Mobile Computing, 2007. WiCom 2007. International Conference on DOI: 10. 1109/WICOM. 2007. 1367 Publication Year: 2007 , Page(s): 5581 - 5584
  11. Rong-Chi Chang, "Intelligent Text Detection and Extraction from Natural Scene Images", Nano, Information Technology and Reliability (NASNIT), 2011, Publication Year: 2011 , Page(s): 23- 28.
  12. Rong-Chi Chang, Intelligent Text Detection and Extraction from Natural Scene Images; Nano, Information Technology and Reliability (NASNIT), 2011 15th North-East Asia Symposium on DOI: 10. 1109/NASNIT. 2011. 6111115 ; Year: 2011 , Page(s): 23-28
  13. Yang Zhang ; Inst. of Autom. , Beijing, China ; Chunheng Wang ; Baihua Xiao ; Cunzhao Shi,"A New Text Extraction Method Incorporating Local Information";IEEE International Conference on Frontiers in Handwriting Recognition (ICFHR), 2012; Year:2012, pp. 252 - 255
  14. Hongwei Zhang ; Changsong Liu ; Cheng Yang ; Xiaoqing Ding , "An Improved Scene Text Extraction Method Using Conditional Random Field and Optical Character Recognition" , IEEE International Conference on Document Analysis and Recognition (ICDAR),Year 2011, Page(s):708 - 712.
  15. Peng Tianqiang ,Tian Pohuang , Li Bicheng, "A robust video text extraction method based on text traversing line and stroke connectivity", IEEE 9th International Conference on Signal Processing, 2008. ICSP 2008. Page(s): 1002 - 1005
Index Terms

Computer Science
Information Sciences

Keywords

Preprocessing Daubechies Wavelet SVM Otsu Method

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