Salient Region Filtering For Background Subtraction


Rodhetbhai, Wasara and Lewis, Paul (2007) Salient Region Filtering For Background Subtraction, Springer Berlin / Heidelberg (Lecture Notes in Computer Science, 4781/2).

Download

[img] PDF - Published Version
Download (829Kb)

Description/Abstract

The use of salient regions is an increasingly popular approach to image retrieval. For situations where object retrieval is required and where the foreground and background can be assumed to have different characteristics, it becomes useful to exclude salient regions which are characteristic of the background if they can be identified before matching is undertaken. This paper proposes a technique to enhance the performance of object retrieval by filtering out salient regions believed to be associated with the background area of the images. Salient regions from background only images are extracted and clustered using descriptors representing the salient regions. The clusters are then used in the retrieval process to identify salient regions likely to be part of the background in images containing object and background. Salient regions close to background clusters are pruned before matching and only the remaining salient regions are used in the retrieval. Experiments on object retrieval show that the use of salient region background filtering gives an improvement in performance when compared with the unfiltered method.

Item Type: Book
ISBNs: 9783540764137
Related URLs:
Keywords: Background Clustering, Salient Regions, Object Retrieval
Divisions: Faculty of Physical Sciences and Engineering > Electronics and Computer Science > Web & Internet Science
ePrint ID: 267648
Date Deposited: 03 Jul 2009 15:52
Last Modified: 27 Mar 2014 20:13
Further Information:Google Scholar
ISI Citation Count:0
URI: http://eprints.soton.ac.uk/id/eprint/267648

Actions (login required)

View Item View Item

Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.

View more statistics