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International Journal of Advanced Computer Science and Applications(IJACSA), Volume 4 Issue 8, 2013.
Abstract: In Internet, Multimedia and Image Databases image searching is a necessity. Content-Based Image Retrieval (CBIR) is an approach for image retrieval. With User interaction included in CBIR with Relevance Feedback (RF) techniques, the results are obtained by giving more number of iterative feedbacks for large databases is not an efficient method for real- time applications. So, we propose a new approach which converges rapidly and can aptly be called as Navigation Pattern-Based Relevance Feedback (NPRF) with User-based interaction mode. We combined NPRF with RF techniques with three concepts viz., query Re-weighting (QR), Query Expansion (QEX) and Query Point Movement (QPM). By using, these three techniques efficient results are obtained by giving a small number of feedbacks. The efficiency of the proposed method with results is proved by calculating Precision, Recall and Evaluation measures.
A. Srinagesh, Lavanya Thota, G.P.Saradhi Varma and A.Govardhan, “User-Based Interaction for Content-Based Image Retrieval by Mining User Navigation Patterns.” International Journal of Advanced Computer Science and Applications(IJACSA), 4(8), 2013. http://dx.doi.org/10.14569/IJACSA.2013.040807
@article{Srinagesh2013,
title = {User-Based Interaction for Content-Based Image Retrieval by Mining User Navigation Patterns.},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2013.040807},
url = {http://dx.doi.org/10.14569/IJACSA.2013.040807},
year = {2013},
publisher = {The Science and Information Organization},
volume = {4},
number = {8},
author = {A. Srinagesh and Lavanya Thota and G.P.Saradhi Varma and A.Govardhan}
}
Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.