Directional local ternary patterns for multimedia image indexing and retrieval

被引:13
|
作者
Vipparthi, Santosh Kumar [1 ]
Nagar, S. K. [1 ]
机构
[1] Banaras Hindu Univ, Dept Elect Engn, Indian Inst Technol, Varanasi 221005, Uttar Pradesh, India
关键词
CBIR; content-based image retrieval; multimedia retrieval; local patterns; LTP; local ternary patterns;
D O I
10.1504/IJSISE.2015.070485
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
In this paper, we proposed a novel multimedia image indexing and retrieval algorithm using Directional Local Ternary Pattern (DLTP) for Content-Based Image Retrieval (CBIR). The standard Local Binary Pattern (LBP) and Local Ternary Pattern (LTP) encode the relationship between reference pixel and its surrounding neighbours by computing grey-level difference. The proposed method extracts the directional edge information based on local ternary value (-1, 0, 1) instead of binary value (0, 1) in 0 degrees, 45 degrees, 90 degrees, and 135 degrees directions of an image. The performance of the proposed method is compared with local binary pattern LBP, Block-based LBP (BLK-LBP), Centre-Symmetric LBP (CS-LBP), Local Edge Patterns for Segmentation (LEPSEG), Local Edge Patterns for Image Retrieval (LEPINV) and other existing transform domain methods based on Corel-5000 (DB1) and Corel-10000 (DB2) databases. The retrieval performance of DLTP shows better improvement in terms of their performance measures as compared with the standard LBP.
引用
收藏
页码:137 / 145
页数:9
相关论文
共 50 条
  • [1] Directional local ternary quantized extrema pattern: A new descriptor for biomedical image indexing and retrieval
    Deep, G.
    Kaur, L.
    Gupta, S.
    ENGINEERING SCIENCE AND TECHNOLOGY-AN INTERNATIONAL JOURNAL-JESTECH, 2016, 19 (04): : 1895 - 1909
  • [2] Content based image indexing and retrieval using directional local extrema and magnitude patterns
    Reddy, P. Vijaya Bhaskar
    Reddy, A. Rama Mohan
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2014, 68 (07) : 637 - 643
  • [3] Directional Binary Wavelet Patterns for Biomedical Image Indexing and Retrieval
    Murala, Subrahmanyam
    Maheshwari, R. P.
    Balasubramanian, R.
    JOURNAL OF MEDICAL SYSTEMS, 2012, 36 (05) : 2865 - 2879
  • [4] Directional Binary Wavelet Patterns for Biomedical Image Indexing and Retrieval
    Subrahmanyam Murala
    R. P. Maheshwari
    R. Balasubramanian
    Journal of Medical Systems, 2012, 36 : 2865 - 2879
  • [5] Local mesh ternary patterns: a new descriptor for MRI and CT biomedical image indexing and retrieval
    Deep, G.
    Kaur, L.
    Gupta, S.
    COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION, 2018, 6 (02): : 155 - 169
  • [6] Color Directional Local Quinary Patterns for Content Based Indexing and Retrieval
    Vipparthi, Santosh Kumar
    Nagar, Shyam Krishna
    HUMAN-CENTRIC COMPUTING AND INFORMATION SCIENCES, 2014, 4 (04) : 1 - 13
  • [7] Local Mesh Patterns Versus Local Binary Patterns: Biomedical Image Indexing and Retrieval
    Murala, Subrahmanyam
    Wu, Q. M. Jonathan
    IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2014, 18 (03) : 929 - 938
  • [8] Local Maximum Edge Cooccurance Patterns for Image Indexing and Retrieval
    Kaur, Harpreet
    Dhir, Vijay
    2016 INTERNATIONAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (ICONSIP), 2016,
  • [9] Flexible image decomposition for multimedia indexing and retrieval
    Louchnikova, T
    Marchand-Maillet, S
    INTERNET IMAGING III, 2002, 4672 : 198 - 206
  • [10] Spherical symmetric 3D local ternary patterns for natural, texture and biomedical image indexing and retrieval
    Murala, Subrahmanyam
    Wu, Q. M. Jonathan
    NEUROCOMPUTING, 2015, 149 : 1502 - 1514