Learning Query-Dependent Distance Metrics for Interactive Image Retrieval

被引：0
|
作者：
Han, Junwei [1 ]
McKenna, Stephen J. [1 ]
Wang, Ruixuan [1 ]
机构：
[1] Univ Dundee, Sch Comp, Dundee DD1 4HN, Scotland
来源：
COMPUTER VISION SYSTEMS, PROCEEDINGS | 2009年 / 5815卷
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
An approach to target-based image retrieval is described based on on-line rank-based learning. User feedback obtained via interaction with 2D image layouts provides qualitative constraints that are used to adapt distance metrics for retrieval. The user can change the query during a search session in order to speed tip the retrieval process. An empirical comparison of online learning methods including ranking-SVM is reported using both simulated and real users.
引用
收藏
页码：374 / 383
页数：10
相关论文
共 50 条
  • [1] Learning Query-dependent Prefilters for Scalable Image Retrieval
    Torresani, Lorenzo
    Szummer, Martin
    Fitzgibbon, Andrew
    CVPR: 2009 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-4, 2009, : 2607 - +
  • [2] Learning Regularized, Query-dependent Bilinear Similarities for Large Scale Image Retrieval
    Kuang, Zhanghui
    Sun, Jian
    Wong, Kwan-Yee K.
    2013 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW), 2013, : 413 - 420
  • [3] QDFA: Query-Dependent Feature Aggregation for Medical Image Retrieval
    Huang, Yonggang
    Ma, Dianfu
    Zhang, Jun
    Zhao, Yongwang
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2012, E95D (01) : 275 - 279
  • [4] Query-dependent metric learning for adaptive, content-based image browsing and retrieval
    Han, Junwei
    McKenna, Stephen J.
    IET IMAGE PROCESSING, 2014, 8 (10) : 610 - 618
  • [5] Query-dependent learning to rank for cross-lingual information retrieval
    Elham Ghanbari
    Azadeh Shakery
    Knowledge and Information Systems, 2019, 59 : 711 - 743
  • [6] Query-dependent learning to rank for cross-lingual information retrieval
    Ghanbari, Elham
    Shakery, Azadeh
    KNOWLEDGE AND INFORMATION SYSTEMS, 2019, 59 (03) : 711 - 743
  • [7] Task-Dependent and Query-Dependent Subspace Learning for Cross-Modal Retrieval
    Wang, Li
    Zhu, Lei
    Yu, En
    Sun, Jiande
    Zhang, Huaxiang
    IEEE ACCESS, 2018, 6 : 27091 - 27102
  • [8] RANKOM: A QUERY-DEPENDENT RANKING SYSTEM FOR INFORMATION RETRIEVAL
    Jiang, Jung-Yi
    Lee, Lian-Wang
    Lee, Shie-Jue
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2011, 7 (12): : 6739 - 6756
  • [9] Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
    Moon, WonJun
    Hyun, Sangeek
    Park, SangUk
    Park, Dongchan
    Heo, Jae-Pil
    2023 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2023, : 23023 - 23033
  • [10] Approximate Shortest Distance Computing: A Query-Dependent Local Landmark Scheme
    Qiao, Miao
    Cheng, Hong
    Chang, Lijun
    Yu, Jeffrey Xu
    2012 IEEE 28TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE), 2012, : 462 - 473
12345