Paper Title:
A Two-Stage of Relevance Feedback for Content-Based Image Retrieval
  Abstract

In this paper, an effective relevance feedback (RF) approach is proposed in content-based image retrieval (CBIR). In the first stage, according to the user’s marked images, we get theirs predictive probabilities based-on Bayesian methodology which yields the posteriori of the images in the database; second via justify the weight of elements in each feature extracted of images, we refine features by logistic regression with positive features which get from the first stage. Then we rank the images according to the probability of the images in the database. The retrieval system is repeating until the user is satisfied with the feedback results or the target image has been found. Experimental results are shown to evaluate the method on a large image database in terms of precision and recall.

  Info
Periodical
Key Engineering Materials (Volumes 467-469)
Edited by
Dehuai Zeng
Pages
1627-1632
DOI
10.4028/www.scientific.net/KEM.467-469.1627
Citation
X. F. Wang, X. S. Chen, "A Two-Stage of Relevance Feedback for Content-Based Image Retrieval", Key Engineering Materials, Vols. 467-469, pp. 1627-1632, 2011
Online since
February 2011
Export
Price
$32.00
Share

In order to see related information, you need to Login.

In order to see related information, you need to Login.

Authors: James J. Hensman, Rob J. Barthorpe
Abstract:The optimal selection of discriminatory features from large datasets remains a pressing problem in damage identification. In this paper, a...
151
Authors: Li Min Wang, Xiong Fei Li, Xue Cheng Wang
Abstract:Dimensionality reduction is useful for improving the performance of Bayesian networks. In this paper we suggest an effective method of...
240
Authors: Nai Hui Yu, Zhi Xiong Zhang, Zhuo Wang, Xiang Po Zhang
Advanced NC Techniques and Equipment
Abstract:For the machining centers which have distinguishing features of small samples and high-reliability, we proposed a Weibull-distribution-based...
1949
Authors: Chien Chih Wang
Chapter 10: Mechatronics and Control Technology
Abstract:To improve the printed circuit board (PCB) manufacturing process, it is important to have an automatic inspection system that classifies...
1393
Authors: Shuang Zhao, Yong Min Lin
Chapter 13: Internet and E-Commerce Technology
Abstract:On the analysis about the problem of information retrieval in the Electronic Commerce environment, this paper presents a Bayesian network...
2726