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Reseach Article

MapReduce based Text Detection using MSER in Big Data Natural Scene Videos

by Parul Pathak, Nirmal Gaud
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 174 - Number 8
Year of Publication: 2017
Authors: Parul Pathak, Nirmal Gaud
10.5120/ijca2017915448

Parul Pathak, Nirmal Gaud . MapReduce based Text Detection using MSER in Big Data Natural Scene Videos. International Journal of Computer Applications. 174, 8 ( Sep 2017), 6-11. DOI=10.5120/ijca2017915448

@article{ 10.5120/ijca2017915448,
author = { Parul Pathak, Nirmal Gaud },
title = { MapReduce based Text Detection using MSER in Big Data Natural Scene Videos },
journal = { International Journal of Computer Applications },
issue_date = { Sep 2017 },
volume = { 174 },
number = { 8 },
month = { Sep },
year = { 2017 },
issn = { 0975-8887 },
pages = { 6-11 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume174/number8/28425-2017915448/ },
doi = { 10.5120/ijca2017915448 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-07T00:21:34.961815+05:30
%A Parul Pathak
%A Nirmal Gaud
%T MapReduce based Text Detection using MSER in Big Data Natural Scene Videos
%J International Journal of Computer Applications
%@ 0975-8887
%V 174
%N 8
%P 6-11
%D 2017
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Text is one of the most important features in images and videos. It can be used for various analysis purposes. Natural scene text is the text which is automatically present in the scene like sign board etc. In this research work, a method is proposed to detect text in Natural scene videos using MapReduce and MSER (Maximally Stable Extremal Regions). The proposed text detection technique is analyzed on three different classifiers: SVM, LDA and Random forest classifiers. This text detection is very useful in today’s era where ‘data’ is everything.

References
  1. K.Arun, Dr.L.Jabasheela, ‘Big Data: Classification and Analysis Survey’ International Journal of Innovative Research in Information Security (IJIRIS), Vol.1 Issue 3( September 2014)
  2. ‘Big Data and Analytics’ Seema Acharya, Subhashini Chellappan by Wiley India pvt. Ltd.
  3. PROFESSIONAL Hadoop® Solutions Boris Lublinsky Kevin T. Smith Alexey Yakubovich Copyright c 2013 by John Wiley & Sons, Inc., Indianapolis, Indiana.
  4. Julinda Gllavata, Ralph ewerth and Bernd Freisleben ‘ Arobust algorithm for text detection in images’
  5. Ankur Shrivastava,Dhananjay Kumar, Om shrivastav : Text extraction in video International Journal of Computational Engineering Research, Vol. 3 issue 5.
  6. Chucai Yi, Yingli Tian ‘ Text detection in natural scene images by Stroke Gabor Words’ 2011 International conference on document analysis and recognization.
  7. Anna Zhu, Renwu Gao, seiichi Uchida, ‘could scene context be beneficial for scene text detection’ Pattern Recognization,58 2016, 204-215
  8. Salem Sayahi, Mohamed Ben Halima,’ An intelligent and robust multi oriented image scene text detection’. Internatioanl conference on Soft computing and pattern recognition
  9. Qixiang Ye, Qingming Huang, Wen Gao, Debin Zhao ‘ Fast and Robust detection in images and video frames’ Image and vision computing 23, 2008.
  10. Teo Boon Chen, D. Ghosh, S.Ranganath, ‘Video text extraction and recognization..
  11. Lei Sun, Qiang Huo, Wei jia, Kai Chen ‘ A robust approach for text detection from natural scene imges’ Pattern Recognization, 45, 2016, pg 2906- 2920.
  12. Md.Rabiul Islam, Chayan Mondal, md.Kawsar Azam and Abu Syed, Md. Jannat Ul Islam ‘Text detection and recognization using enhanced MSER Detection and a novel OCR technique. 2015 fifth international conference on Informatics, Electronics and vision.
  13. Houssem Turki, Mohamed Ben Halima, Adel M.Alimi, Scene Text Detection Images With Pyramid Images and MSER enhanced. 2018
  14. Adiba Tabassum, Shweta A. Dhondse : 'Text detection using MSER and stoke Width Transform'. 2015,fifth international conference on communication systems and network technologies.
  15. Lluis Gomez, Dimosthenis Karatzas: 'MSER- based Real-Time Text detection and Tracking'22nd International conference on Pattern Recognition, 2014.
  16. AbdelKarim Ben Ayed,Mohamed Ben Halima and Adel M. Alimi, MapReduce based text detection in big data natural scene videos procedia computer science, INNS conference on BigData.vol.53 2015, pages 215- 223.
  17. Ashwin Ittoo,Le Minh Nguyen, Antal Van Den Bosch, Text Analytics in industry: Challenges desiderata and trends.Computers in industry, 78, 2016 pg 99-107.
Index Terms

Computer Science
Information Sciences

Keywords

Text detection MSER MapReduce Big Data Classifiers.