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Title: :  EMR: A Scalable Graph-based Ranking Model for Content-based Image Retrieval
PaperId: :  3885
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 1 2017
DUI:    16.0415/IJARIIE-3885
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
D.ASHWINIANURAG GROUP OF INSTITUTIONS
A.OBULESHANURAG GROUP OF INSTITUTIONS
Dr.V.VIJAY KUMARANURAG GROUP OF INSTITUTIONS
Dr.G.VISHNU MURTHYANURAG GROUP OF INSTITUTIONS

Abstract

COMPUTER SCIENCE AND ENGINEERING
Graph-based algorithm, ranking model, image retrieval, out-of-sample.
Graph-based ranking models have been widely applied in information retrieval area. In this paper, we focus on a well known graph-based model - the Ranking on Data Manifold model, or Manifold Ranking (MR). Particularly, it has been successfully applied to content-based image retrieval, because of its outstanding ability to discover underlying geometrical structure of the given image database. However, manifold ranking is computationally very expensive, which significantly limits its applicability to large databases especially for the cases that the queries are out of the database (new samples). We propose a novel scalable graph-based ranking model called Efficient Manifold Ranking (EMR), trying to address the shortcomings of MR from two main perspectives: scalable graph construction and efficient ranking computation. Specifically, we build an anchor graph on the database instead of a traditional k-nearest neighbor graph, and design a new form of adjacency matrix utilized to speed up the ranking. An approximate method is adopted for efficient out-of-sample retrieval. Experimental results on some large scale image databases demonstrate that EMR is a promising method for real world retrieval applications.

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IJARIIE D.ASHWINI, A.OBULESH, Dr.V.VIJAY KUMAR, and Dr.G.VISHNU MURTHY. "EMR: A Scalable Graph-based Ranking Model for Content-based Image Retrieval" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 1 2017 Page 1413-1415
MLA D.ASHWINI, A.OBULESH, Dr.V.VIJAY KUMAR, and Dr.G.VISHNU MURTHY. "EMR: A Scalable Graph-based Ranking Model for Content-based Image Retrieval." International Journal Of Advance Research And Innovative Ideas In Education 3.1(2017) : 1413-1415.
APA D.ASHWINI, A.OBULESH, Dr.V.VIJAY KUMAR, & Dr.G.VISHNU MURTHY. (2017). EMR: A Scalable Graph-based Ranking Model for Content-based Image Retrieval. International Journal Of Advance Research And Innovative Ideas In Education, 3(1), 1413-1415.
Chicago D.ASHWINI, A.OBULESH, Dr.V.VIJAY KUMAR, and Dr.G.VISHNU MURTHY. "EMR: A Scalable Graph-based Ranking Model for Content-based Image Retrieval." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 1 (2017) : 1413-1415.
Oxford D.ASHWINI, A.OBULESH, Dr.V.VIJAY KUMAR, and Dr.G.VISHNU MURTHY. 'EMR: A Scalable Graph-based Ranking Model for Content-based Image Retrieval', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 1, 2017, p. 1413-1415. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/EMR__A_Scalable_Graph_based_Ranking_Model_for_Content_based_Image_Retrieval_ijariie3885.pdf (Accessed : ).
Harvard D.ASHWINI, A.OBULESH, Dr.V.VIJAY KUMAR, and Dr.G.VISHNU MURTHY. (2017) 'EMR: A Scalable Graph-based Ranking Model for Content-based Image Retrieval', International Journal Of Advance Research And Innovative Ideas In Education, 3(1), pp. 1413-1415IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/EMR__A_Scalable_Graph_based_Ranking_Model_for_Content_based_Image_Retrieval_ijariie3885.pdf (Accessed : )
IEEE D.ASHWINI, A.OBULESH, Dr.V.VIJAY KUMAR, and Dr.G.VISHNU MURTHY, "EMR: A Scalable Graph-based Ranking Model for Content-based Image Retrieval," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 1, pp. 1413-1415, Jan-Feb 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/EMR__A_Scalable_Graph_based_Ranking_Model_for_Content_based_Image_Retrieval_ijariie3885.pdf [Accessed : ].
Turabian D.ASHWINI, A.OBULESH, Dr.V.VIJAY KUMAR, and Dr.G.VISHNU MURTHY. "EMR: A Scalable Graph-based Ranking Model for Content-based Image Retrieval." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 1 ().
Vancouver D.ASHWINI, A.OBULESH, Dr.V.VIJAY KUMAR, and Dr.G.VISHNU MURTHY. EMR: A Scalable Graph-based Ranking Model for Content-based Image Retrieval. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : ]; 3(1) : 1413-1415. Available from: http://ijariie.com/AdminUploadPdf/EMR__A_Scalable_Graph_based_Ranking_Model_for_Content_based_Image_Retrieval_ijariie3885.pdf
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