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
  • [21] Query-Dependent Rank Aggregation with Local Models
    Lin, Hsuan-Yu
    Yu, Chi-Hsin
    Chen, Hsin-Hsi
    INFORMATION RETRIEVAL TECHNOLOGY, 2011, 7097 : 1 - 12
  • [22] Query-dependent ranking and its asymptotic properties
    Dai, Ben
    Wang, Junhui
    ELECTRONIC JOURNAL OF STATISTICS, 2019, 13 (01): : 465 - 488
  • [23] Semantic Learning in Interactive Image Retrieval
    Patil, Pushpa B.
    Kokare, Manesh
    Communications in Computer and Information Science, 2011, 205 M4D : 118 - 127
  • [24] Semantic Learning in Interactive Image Retrieval
    Patil, Pushpa B.
    Kokare, Manesh
    ADVANCES IN DIGITAL IMAGE PROCESSING AND INFORMATION TECHNOLOGY, 2011, 205 : 118 - +
  • [25] Image retrieval based on compositional features and interactive query specification
    Hachimura, K
    Tojima, A
    15TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 4, PROCEEDINGS: APPLICATIONS, ROBOTICS SYSTEMS AND ARCHITECTURES, 2000, : 262 - 266
  • [26] Towards interactive image query system for content-based image retrieval
    Kawanobe, Fumihiho
    Takano, Shigeru
    Okada, Yoshihiro
    PROCEEDINGS 2009 FOURTH INTERNATIONAL WORKSHOP ON SEMANTIC MEDIA ADAPTATION AND PERSONALIZATION, 2009, : 56 - 61
  • [27] Learning distance functions for image retrieval
    Hertz, T
    Bar-Hillel, A
    Weinshall, D
    PROCEEDINGS OF THE 2004 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 2, 2004, : 570 - 577
  • [28] Web Image Retrieval via Learning Semantics of Query Image
    Gui, Chuanghua
    Liu, Jing
    Xu, Changsheng
    Lu, Hanqing
    ICME: 2009 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-3, 2009, : 1476 - 1479
  • [29] Compositional Learning of Image-Text Query for Image Retrieval
    Anwaar, Muhammad Umer
    Labintcev, Egor
    Kleinsteuber, Martin
    2021 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV 2021), 2021, : 1139 - 1148
  • [30] A Discriminative Feature Learning Approach With Distinguishable Distance Metrics for Remote Sensing Image Classification and Retrieval
    Zhang, Zhiqi
    Lu, Wen
    Feng, Xiaoxiao
    Cao, Jinshan
    Xie, Guangqi
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2023, 16 : 889 - 901
12345