Color Image Retrieval Based on the Hypergraph and the Fusion of two Descriptors

被引：0
|
作者：
Yu, Suliang [1 ]
Niu, Dongmei [1 ]
Zhao, Xiuyang [1 ]
Liu, Mingjun [1 ]
机构：
[1] Univ Jinan, Sch Informat Sci & Engn, Jinan 250022, Shandong, Peoples R China
来源：
2017 10TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI) | 2017年
基金：
中国国家自然科学基金;
关键词：
image retrieval; hypergraph; fusion framework; FEATURES;
D O I：
暂无
中图分类号：
R318 [生物医学工程];
学科分类号：
0831 ;
摘要：
Recent years, the efficiency and accuracy of content based on image retrieval (CBIR) are two research directions. In order to improve retrieval precision, firstly, we use a fusion framework, combined with Color Difference Histogram (CDH) and Micro-structure Descriptor (MSD) which are two kinds of image descriptors to calculate distances between all images and transform the distances between images into similarities. Then we utilize the similarities to construct a similarity matrix. Secondly, by using the similarity matrix, we construct a hypergraph, the hypergraph combined with relevance feedback technique is exploited to rank images and get similar images. Extensive experiments are carried out on the Corel-5K dataset and get a very good performance.
引用
收藏
页数：6
相关论文
共 50 条
  • [41] Hypergraph based feature fusion for 3-D object retrieval
    Wang, Fanglin
    Peng, Jialiang
    Li, Yongjie
    NEUROCOMPUTING, 2015, 151 : 612 - 619
  • [42] Investigating the Behavior of Compact Composite Descriptors in Early Fusion, Late Fusion and Distributed Image Retrieval
    Chatzichristofis, Savvas A.
    Arampatzis, Avi
    Boutalis, Yiannis S.
    RADIOENGINEERING, 2010, 19 (04) : 725 - 733
  • [43] Retrieval technique of color image based on color features
    Tian, Yu-Min
    Lin, Gao-Quan
    Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2002, 29 (01): : 43 - 46
  • [44] Color image retrieval technique based on color features and image bitmap
    Lu, Tzu-Chuen
    Chang, Chin-Chen
    INFORMATION PROCESSING & MANAGEMENT, 2007, 43 (02) : 461 - 472
  • [45] Textural and color descriptor fusion for efficient content-based image retrieval algorithm
    Yogita D. Mistry
    Iran Journal of Computer Science, 2020, 3 (3) : 169 - 183
  • [46] Late Fusion of Compact Composite Descriptors for Retrieval from Heterogeneous Image Databases
    Chatzichristofis, Savvas A.
    Arampatzis, Avi
    SIGIR 2010: PROCEEDINGS OF THE 33RD ANNUAL INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH DEVELOPMENT IN INFORMATION RETRIEVAL, 2010, : 825 - 826
  • [47] Fusion of color histogram and LBP-based features for texture image retrieval and classification
    Liu, Peizhong
    Guo, Jing-Ming
    Chamnongthai, Kosin
    Prasetyo, Heri
    INFORMATION SCIENCES, 2017, 390 : 95 - 111
  • [48] Colour image retrieval based on the hypergraph combined with a weighted adjacent structure
    Yu, Suliang
    Niu, Dongmei
    Zhang, Liangliang
    Liu, Mingjun
    Zhao, Xiuyang
    IET COMPUTER VISION, 2018, 12 (05) : 563 - 569
  • [49] Comparison Between State-of-the-Art Color Local Binary Pattern-Based Descriptors for Image Retrieval
    Sotoodeh, Mahmood
    Kohan, Ali
    Roshanzamir, Mohamad
    Kumar Jagatheesaperumal, Senthil
    Reza Chalak Qazani, Mohammad
    Hassannataj Joloudari, Javad
    Alizadehsani, Roohallah
    Plawiak, Pawel
    IEEE Access, 2024, 12 : 162432 - 162449
  • [50] Content based image retrieval using quantized gradient descriptors
    Lakshmi, C.V.
    Jain, R.
    Patvardhan, C.
    Journal of the Institution of Engineers (India), Part CP: Computer Engineering Division, 2009, 90 (MAY): : 3 - 8
12345