International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Since Year 2012 | Open Access | Fully Refereed | Peer Reviewed

ISSN: 2319-7064




Downloads: 112

Research Paper | Computer Science & Engineering | India | Volume 2 Issue 5, May 2013


Hybrid Approach For Image Search Reranking

Sabitha M G | R Hariharan


Abstract: Web image retrieval is a challenging task that requires efforts from image processing, link structure analysis, and web text retrieval. In this paper, we propose a re-ranking method to improve web image retrieval by reordering the images retrieved from an image search engine. The re-ranking process is based on a relevance model, which is a probabilistic model that evaluates the relevance of the HTML document linking to the image, and assigns a probability of relevance. The top-ranked images are used as (noisy) training data and an SVM visual classifier is learned to improve the ranking further. We investigate the sensitivity of the cross-validation procedure to this noisy training data. The principal novelty of the overall method is in combining text/metadata and visual features in order to achieve a completely automatic ranking of the images. Human supervision is introduced to learn the model weights offline, prior to the online reranking process The experiment results showed that the re-ranked image retrieval achieved better performance than original web image retrieval, suggesting the effectiveness of the re-ranking method. The relevance model is learned from the Internet without preparing any training data and independent of the underlying algorithm of the image search engines. The re-ranking process should be applicable to any image search engines with little effort


Keywords: Support vector machine, Visual Information Retrieval, radial basis function


Edition: Volume 2 Issue 5, May 2013,


Pages: 123 - 128

Hybrid Approach For Image Search Reranking


How to Cite this Article?

Sabitha M G, R Hariharan, "Hybrid Approach For Image Search Reranking", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=IJSRON2013936, Volume 2 Issue 5, May 2013, 123 - 128, #ijsrnet

How to Share this Article?

Enter Your Email Address




Similar Articles with Keyword 'Support vector machine'

Downloads: 156 | Weekly Hits: ⮙1 | Monthly Hits: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 11, November 2020

Pages: 457 - 461

Artificial Intelligence for Hiring

Ishan Borker | Ashok Veda [2]

Share this Article

Downloads: 0

Research Paper, Computer Science & Engineering, Kuwait, Volume 11 Issue 6, June 2022

Pages: 812 - 816

Indoor Air Quality Prediction Using Machine Learning Techniques

Dina Hamad Alghurair [3] | Meshal Mansour Alnasheet [2]

Share this Article


Top