IAM@ImageCLEFPhotoAnnotation 2009: Naïve application of a linear-algebraic semantic space


Hare, Jonathan and Lewis, Paul (2009) IAM@ImageCLEFPhotoAnnotation 2009: Naïve application of a linear-algebraic semantic space. At CLEF 2009 Workshop, Corfu, Greece, 30 Sep - 02 Oct 2009. , 66-66.

Download

[img] PDF (Working notes paper) - Published Version
Download (89Kb)
[img] PDF (Poster) - Poster Presentation
Download (1970Kb)
[img] PDF (Extended Abstract) - Published Version
Download (45Kb)

Description/Abstract

This paper describes Southampton's submissions to the 2009 ImageCLEF photo annotation task. For the task we used an annotation system based on the idea of constructing semantic spaces, which was developed previously at Southampton. To represent the image content, we used a combination of different SIFT and Colour-SIFT features detected using the difference-of-Gaussian and MSER techniques. These features were converted into a visual term representation by applying vector quantisation using a codebook learnt from a hierarchical k-means clustering. In terms of EER and AUC, the annotator performs reasonably well, however, it struggles when evaluated using the hierarchical measure proposed for the task, due to the way the annotation confidences are thresholded.

Item Type: Conference or Workshop Item (Poster)
Additional Information: Event Dates: 30 September - 2 October 2009
ISSNs: 1818-8044
Divisions: Faculty of Physical Sciences and Engineering > Electronics and Computer Science > Web & Internet Science
ePrint ID: 267992
Date Deposited: 05 Oct 2009 11:38
Last Modified: 27 Mar 2014 20:14
Further Information:Google Scholar
URI: http://eprints.soton.ac.uk/id/eprint/267992

Actions (login required)

View Item View Item