Dynamic Queries with Relevance Feedback for Content Based Image Retrieval

被引:0
作者
Birinci, Murat [1 ]
Guldogan, Esin [1 ]
Gabbouj, Moncef [1 ]
机构
[1] Tampere Univ Technol, Dept Signal Proc, FIN-33101 Tampere, Finland
来源
HUMAN-COMPUTER INTERACTION: DESIGN AND DEVELOPMENT APPROACHES, PT I | 2011年 / 6761卷
关键词
dynamic queries; relevance feedback; content based image retrieval;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A novel relevance feedback scheme utilizing dynamic queries for content based image retrieval systems is proposed, where the retrieval results are updated instantly based on the user's feedback. The user is expected to label at least one image as positive or negative, revealing the gist of the expected retrieval results. Then the retrieval results are updated dynamically, without any further user interaction, based on the similarity of the query and the selected image in different feature spaces increasing the semantic accuracy of the retrieval. The proposed method not only invalidates the drawbacks of current relevance feedback systems in terms of user experience, but also provides an innovative stand point for the relevance feedback scheme as well.
引用
收藏
页码:547 / 554
页数:8
相关论文
共 11 条
  • [1] An object- and user-driven system for semantic-based image annotation and retrieval
    Djordjevic, D.
    Izquierdo, E.
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2007, 17 (03) : 313 - 323
  • [2] Giacinto G., 2008, CASE BASED REASONING, P489
  • [3] Guldogan E., 2009, P IEEE INT S COMP IN
  • [4] Heesch D, 2008, LECT NOTES COMPUT SC, V5188, P204, DOI 10.1007/978-3-540-85891-1_23
  • [5] Lei Z, 2001, 2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL II, PROCEEDINGS, P721, DOI 10.1109/ICIP.2001.958595
  • [6] Piras L., 2009, WORKSH IM AN MULT IN
  • [7] Rao Y, 2006, LECT NOTES COMPUT SC, V4071, P350
  • [8] SHNEIDERMAN B, 1983, COMPUTER, V16, P57, DOI 10.1109/MC.1983.1654471
  • [9] DYNAMIC QUERIES FOR VISUAL INFORMATION-SEEKING
    SHNEIDERMAN, B
    [J]. IEEE SOFTWARE, 1994, 11 (06) : 70 - 77
  • [10] Zhang DianPeng Zhang DianPeng, 2010, Protezione delle Colture, P129