• DocumentCode
    2423829
  • Title

    Evaluation of Global Descriptors for Multimedia Retrieval in Medical Applications

  • Author

    Coelho, Filipe ; Ribeiro, Cristina

  • Author_Institution
    Fac. de Eng., Univ. do Porto, Porto, Portugal
  • fYear
    2010
  • fDate
    Aug. 30 2010-Sept. 3 2010
  • Firstpage
    127
  • Lastpage
    131
  • Abstract
    In this paper, global descriptors from MPEG7, GIST and Compact Composite Descriptors are evaluated for image retrieval in the IRMA-2007 medical collection. This evaluation tests descriptors using every image from each class instead of a small group of representative images. The evaluation results obtained by Mean-Average Precision (MAP) and precision@N indicate that MPEG7 EH, GIST and Fuzzy BTDH outperform the other global descriptors analyzed by a large margin, even more when combined by late-fusion rank aggregation. A multimedia retrieval evaluation system was developed to support the experiment and offers the possibility of textual, visual and combined searches over the medical collection.
  • Keywords
    image representation; image retrieval; medical image processing; multimedia computing; GIST; IRMA-2007 medical collection; MPEG7; compact composite descriptor; fuzzy BTDH; global descriptor; image representation; image retrieval; late fusion rank aggregation; mean average precision; multimedia retrieval evaluation system; precisionON; Biomedical imaging; Feature extraction; Histograms; Image color analysis; Image retrieval; Multimedia communication; Visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Database and Expert Systems Applications (DEXA), 2010 Workshop on
  • Conference_Location
    Bilbao
  • ISSN
    1529-4188
  • Print_ISBN
    978-1-4244-8049-4
  • Type

    conf

  • DOI
    10.1109/DEXA.2010.44
  • Filename
    5592036