Image-to-image retrieval reflecting human sensibility and association

Yasuo Matsuyama, Yuuki Hoshino

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Abstract

    Image-to-image retrieval (I2I) accompanied by data compression are presented. Given a query image, the presented retrieval system computes PCA and/or ICA bases by extracting source information. On the data compression in the sense of rate-distortion, this method outperforms JPEG which uses DCT. Besides, PCA and ICA bases reflect each image's edge and texture information. Therefore, these bases can be used to define similarities combined with color information. Such similarity measures are tested to be compatible with human sensibility and association, or human "kansei", via a set of opinion tests. Designed systems are proven to be effective and productive to such similar-image retrieval. In addition to static database, images collected through the Internet and WWW which are based on Text-to-image retrieval (T2I) are tested. Free annotations attached to such images are often irresponsible and erroneous. Therefore, filtering on so collected images is necessary. This paper's I2I system can filter out such wrong images without sorting by human tasks. All source codes and object codes are open and can be downloaded form the authors' web site.

    Original languageEnglish
    Title of host publication2008 7th Asia-Pacific Symposium on Information and Telecommunication Technologies, APSITT
    Pages19-24
    Number of pages6
    DOIs
    Publication statusPublished - 2008
    Event2008 7th Asia-Pacific Symposium on Information and Telecommunication Technologies, APSITT - Bandos Island
    Duration: 2008 Apr 222008 Apr 24

    Other

    Other2008 7th Asia-Pacific Symposium on Information and Telecommunication Technologies, APSITT
    CityBandos Island
    Period08/4/2208/4/24

    Keywords

    • I2I retrieval
    • ICA
    • PCA
    • RIM
    • Similar image
    • Wisvi

    ASJC Scopus subject areas

    • Computer Networks and Communications
    • Information Systems

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  • Cite this

    Matsuyama, Y., & Hoshino, Y. (2008). Image-to-image retrieval reflecting human sensibility and association. In 2008 7th Asia-Pacific Symposium on Information and Telecommunication Technologies, APSITT (pp. 19-24). [4653533] https://doi.org/10.1109/APSITT.2008.4653533