Compact combination of MPEG-7 color and texture descriptors for image retrieval

被引:0
|
作者
Dorairaj, R [1 ]
Namuduri, KR [1 ]
机构
[1] Wichita State Univ, Dept Elect & Comp Engn, Wichita, KS 67260 USA
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Multimedia databases are meaningfully indexed and retrieved with content based image retrieval (CBIR) systems. MPEG-7 standard describes visual descriptors and performance metrics for CBIR systems. Amongst all image features, color and texture are more visually expressive and hence are attractive for image retrieval descriptors enhances image retrieval and efficiency of a multimedia database. Further, combination of features makes image retrieval more relevant and robust. This paper proposes efficient methods for compactly representing color and texture features and combining them for image retrieval. The proposed methods use MPEG-7 visual descriptors namely, scalable color descriptor (SCD) for color and, homogeneous texture descriptor (HTD) for texture representation respectively. This paper investigates how compactly a descriptor could be defined and yet be used as a metric for image retrieval. If the descriptor is compact and yet performs meaningful image retrieval, then it is computationally efficient. Image classification, clustering and hierarchical modeling of image databases will benefit with such a representation. The performance of retrieval based on compact descriptors obtained by proposed techniques is analyzed with MPEG-7 metrics.
引用
收藏
页码:387 / 391
页数:5
相关论文
共 50 条
  • [1] Aerial photograph image retrieval using the MPEG-7 texture descriptors
    Kim, S
    Baik, S
    Jo, Y
    Moon, S
    Rhee, D
    [J]. KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS, 2005, 3682 : 31 - 36
  • [2] Image Retrieval System Based on Combined MPEG-7 Texture and Colour Descriptors
    Bleschke, Marek
    Madonski, Rafal
    Rudnicki, Radoslaw
    [J]. MIXDES 2009: PROCEEDINGS OF THE 16TH INTERNATIONAL CONFERENCE MIXED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2009, : 635 - 639
  • [3] Fast Image Retrieval Based on Color, Texture and Shape of MPEG-7
    Wei Pianpian
    Wang Beizhan
    Qu Cheng
    [J]. 2008 IEEE INTERNATIONAL SYMPOSIUM ON IT IN MEDICINE AND EDUCATION, VOLS 1 AND 2, PROCEEDINGS, 2008, : 885 - 889
  • [4] MPEG-7 texture descriptors
    Wu, Peng
    Choi, Yanglim
    Ro, Yong Man
    Won, Chee Sun
    [J]. International Journal of Image and Graphics, 2001, 1 (03) : 547 - 563
  • [5] Efficient image retrieval using MPEG-7 descriptors
    Wang, SR
    Chia, LT
    Rajan, D
    [J]. 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 3, PROCEEDINGS, 2003, : 509 - 512
  • [6] Defect image classification and retrieval with MPEG-7 descriptors
    Pakkanen, J
    Ilvesmäki, A
    Iivarinen, J
    [J]. IMAGE ANALYSIS, PROCEEDINGS, 2003, 2749 : 349 - 355
  • [7] Image visualization based an MPEG-7 color descriptors
    Meiers, T
    Czernoch-Peters, H
    Ihlenburg, L
    Sikora, T
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2000, PTS 1-3, 2000, 4067 : 858 - 866
  • [8] IMAGE RETRIEVAL BASED ON COLOR-TEXTURE FEATURES OF REGIONS FOR MPEG-7
    Qin, Tuanfa
    Li, Yue
    Huang, Wenyu
    Tang, Zhenhua
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON NETWORK INFRASTRUCTURE AND DIGITAL CONTENT, PROCEEDINGS, 2009, : 456 - 460
  • [9] Image description and retrieval using MPEG-7 shape descriptors
    Zibreira, C
    Pereira, F
    [J]. RESEARCH AND ADVANCED TECHNOLOGY FOR DIGITAL LIBRARIES, PROCEEDINGS, 2000, 1923 : 332 - 335
  • [10] Content-based Image Retrieval Using MPEG-7 Descriptors
    Sun, Ziguang
    Tang, Ailong
    Zhu, Yachao
    [J]. 2010 ETP/IITA CONFERENCE ON SYSTEM SCIENCE AND SIMULATION IN ENGINEERING (SSSE 2010), 2010, : 218 - 221