Region-of-interest based image compression using the discrete Tchebichef transform in wireless visual sensor networks

被引:21
|
作者
Kouadria, Nasreddine [1 ]
Mechouek, Khaoula [1 ]
Harize, Saliha [1 ]
Doghmane, Noureddine [1 ]
机构
[1] Badji Mokhtar Univ ANNABA, Elect Dept, LASA, BP 12, Sidi Amar 23000, Annaba, Algeria
关键词
WISNs; Image compression; Energy consumption; Discrete cosine transform; Discrete Tchebichef transform; Region-of-interest coding; SCHEME;
D O I
10.1016/j.compeleceng.2018.11.010
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Reducing the algorithmic complexity of image compression techniques is a major challenge in wireless image sensor networks (WISNs). Many image compression standards, such as JPEG and JPEG2000, are unsuitable for implementation in WISNs because of their high energy consumption. In this paper, a solution to this problem is proposed. It consists of a region-of-interest (ROI) based image compression using the discrete Tchebichef transform (DTT).The main idea is about compressing only the ROI instead of the whole image. The DTI' is used as an alternative to the discrete cosine transform (DCT) due to its low complexity and good energy compaction. Simulation results have shown that the proposed method reduces the number of arithmetic operations, the processing/transmission energy consumption and the amount of transmitted data. The savings obtained generally exceed 50%. Furthermore, it has a competitive compression efficiency compared with the state-ofthe-art image compression techniques. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:194 / 208
页数:15
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