CFP last date
20 May 2024
Reseach Article

Web Image Re-ranking using Semantic Signature and Visual Query Expansion

by Khushabu A. Surana, Shital Patil
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 150 - Number 11
Year of Publication: 2016
Authors: Khushabu A. Surana, Shital Patil
10.5120/ijca2016911613

Khushabu A. Surana, Shital Patil . Web Image Re-ranking using Semantic Signature and Visual Query Expansion. International Journal of Computer Applications. 150, 11 ( Sep 2016), 11-17. DOI=10.5120/ijca2016911613

@article{ 10.5120/ijca2016911613,
author = { Khushabu A. Surana, Shital Patil },
title = { Web Image Re-ranking using Semantic Signature and Visual Query Expansion },
journal = { International Journal of Computer Applications },
issue_date = { Sep 2016 },
volume = { 150 },
number = { 11 },
month = { Sep },
year = { 2016 },
issn = { 0975-8887 },
pages = { 11-17 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume150/number11/26136-2016911613/ },
doi = { 10.5120/ijca2016911613 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:55:42.210745+05:30
%A Khushabu A. Surana
%A Shital Patil
%T Web Image Re-ranking using Semantic Signature and Visual Query Expansion
%J International Journal of Computer Applications
%@ 0975-8887
%V 150
%N 11
%P 11-17
%D 2016
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Web mining is a important aspect for users to get accurate and relevant data as per user need and satisfaction. Web image re-ranking is an effective way to improve the results of web based image searching. A major challenge in web image re-ranking is that the similarities of visual features are not correlated with images and semantic meanings which can not interpret users search intention. In proposed approach, By providing keyword expansion to textual query and visual query expansion to image query the results retrieved are promising as compared to existing system. Feature extraction, Hashing, Euclidean distance are used to make semantic signature more compact and to further enhance efficiency.

References
  1. J. Krapacy, M. Allanyy, J. Verbeeky, and F. Juriey, “Improving web image search results using query-relative classifiers,” IEEE Transaction, vol. 31, 2011.
  2. J. Cui, F. Wen, and X. Tang, “Real time google and live image search re-ranking,”Journal of Computing, October 2008.
  3. J. Cui, F. Wen, , and X. Tang, “Intent search: Interactive online image search rerank-ing,” 16th ACM Intel Conference Multimedia, October.
  4. L. Duan, W. Li, I. W.-H. Tsang, and D. Xu, “Improving web image search by bag-based re-ranking,” IEEE Transactions On Image Processing, vol. 20, no. 11, pp. 3280-3290, November 2011.
  5. X. Tang, K. Liu, J. Cui, and F. Wen, “Intentsearch: Capturing user intention for one-click internet image search,” IEEE Transaction on Pattern Analysis and Machine Intelligence, vol. 34, no. 7, pp. 1324-1353, July 2012.
  6. S. Gordon, H. Greenspan, and J. Goldberger, “Applying the information bottleneck principle to unsupervised clustering of discrete and continuous image representations,” IEEE International Conference on Computer Vision, vol. 2, 2003.
  7. S. Baxi and S.V.Dabhade, “Re-ranking of images using semantic signatures with duplicate images removal and k-means clustering,” International Journal Of Engineering And Computer Science, vol. 3, no. 5, pp. 6122-6127, May 2014.
  8. S.Sunitha and A. RamaSatish, “Extended image features for user intention refined image search,” International Journal of Advanced Research in Computer Science and Software Engineering, vol. 4, February 2014.
  9. X. Tian, D. Tao, X.-S. Hua, and X. Wu, “Active re-ranking for web image search,” IEEE Transactions On Image Processing, vol. 19, pp. 805-820, March 2010.
  10. L. Yang, A. Hanjalic, and S. Member, “Prototype-based image search re-ranking,” IEEE Transaction on Multimedia, vol. 14, no. 3, June 2012.
  11. N. Pushpaltha and G. P. Reddy, “Multimodel sparse code for re-ranking of web image prediction,” International Journal of advance research in Computer science, vol. 3, no. 4, April 2015.
Index Terms

Computer Science
Information Sciences

Keywords

Web image re-ranking Semantic Signature Visual Query Expansion Hashing