Call for Papers:Vol.11 Issue.4

Submission
Last date		 28-Aug-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-4. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

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.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

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
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
Examining Human-Computer Interaction in Social Media PlatformsComputer ApplicationsTanuja A Download
5G and IoT Integration for Smart CitiesComputer EngineeringYathish K J Download
Design and Development of Automated User Responsive Assistant (AURA) or Kinetically Responsive Intelligent Assistant (KRIA) RobotArtificial IntelligenceChandana S Download
Ethical Hacking: Proactive Security Against Cybercrimecomputer engineeringShahapuram Ritika Download
Cyber Security For Wearable Health Devicescomputer Engineering Jenitha H S Download
Artificial Intelligence in Integrated Circuit Design: Revolutionizing Productivity Amidst Practical ChallengesTechnologyKhanh Pham Duy Download
Real-Time Hand Gesture Recognition with Finger Counting (Using OpenCV and Mediapipe)Computer scienceBhumika Sahu Download
Diffie Hellman Key Exchange Algorithm with Man in the middle attack (MITM)Computer Science EngineeringMahesh Purushottam Gajbhiye Download
AN IMPROVED ATTRIBUTE BASED ACCESS CONTROL IN PERSONAL HEALTH RECORDS USING CLOUD WITH CONSTANT CIPHERTEXT LENGTHScience and TechBitrus Isahaka Dzarma Download
Driver Drowsiness Detection System By Measuring EAR and MARComputer Engineering Zoya Fatema Khan Download
Cloud-Based File Storage and Sharing Web ApplicationComputer Science & EngineeringMohammed Aadil Download
STUDYNEST: ONLINE LEARNING PLATFORM WITH AI RECOMMENDATION SYSTEMComputer Science and Engineering Urvashi Suresh Waghmare Download
Leveraging AWS for Developing and Hosting a Dynamic Food Ordering Web ApplicationComputer EngineeringAfshin Khanam Download
Edge-to-Cloud Synergy: An Autoencoder-GAN Framework for Anomaly Detection in Healthcare Records, Financial Statements, and Secure Cloud StorageInformation TechnologyKarthik Kushala Download
E-Commerce Fraud Detection Based on Machine Learning TechniquesComputer Science EngneeringVikram Ankush Ade Download
12