Visualisation and browsing of image databases

William Plant*, Gerald Schaefer

*Corresponding author for this work

    Research output: Chapter in Book/Published conference outputChapter (peer-reviewed)peer-review

    Abstract

    In this chapter we provide a comprehensive overview of the emerging field of visualising and browsing image databases. We start with a brief introduction to content-based image retrieval and the traditional query-by-example search paradigm that many retrieval systems employ. We specify the problems associated with this type of interface, such as users not being able to formulate a query due to not having a target image or concept in mind. The idea of browsing systems is then introduced as a means to combat these issues, harnessing the cognitive power of the human mind in order to speed up image retrieval.We detail common methods in which the often high-dimensional feature data extracted from images can be used to visualise image databases in an intuitive way. Systems using dimensionality reduction techniques, such as multi-dimensional scaling, are reviewed along with those that cluster images using either divisive or agglomerative techniques as well as graph-based visualisations. While visualisation of an image collection is useful for providing an overview of the contained images, it forms only part of an image database navigation system. We therefore also present various methods provided by these systems to allow for interactive browsing of these datasets. A further area we explore are user studies of systems and visualisations where we look at the different evaluations undertaken in order to test usability and compare systems, and highlight the key findings from these studies. We conclude the chapter with several recommendations for future work in this area.

    Original languageEnglish
    Title of host publicationMultimedia analysis, processing and communications
    EditorsWeisi Lin, Dacheng Tao, Janusz Kacprzyk, et al
    Place of PublicationBerlin (DE)
    PublisherSpringer
    Pages3-57
    Number of pages55
    ISBN (Electronic)978-3-642-19551-8
    ISBN (Print)978-3-642-19550-1
    DOIs
    Publication statusPublished - 9 May 2011

    Publication series

    NameStudies in Computational Intelligence
    Volume346
    ISSN (Print)1860-949X

    Fingerprint

    Dive into the research topics of 'Visualisation and browsing of image databases'. Together they form a unique fingerprint.

    Cite this