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
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