Distributed Source Coding of Hyperspectral Images Based on Three-Dimensional Wavelet

被引:8
|
作者
Wang, Xianghai [1 ,2 ]
Tao, Jingzhe [2 ]
Shen, Yutong [1 ]
Qin, Mingshuang [1 ]
Song, Chuanming [1 ]
机构
[1] Liaoning Normal Univ, Sch Comp & Informat Technol, Dalian 116029, Liaoning, Peoples R China
[2] Liaoning Normal Univ, Liaoning Key Lab Phys Geog & Geomat, Dalian 116029, Liaoning, Peoples R China
基金
中国国家自然科学基金;
关键词
Hyperspectral remote sensing image; Distributed source coding; 3D wavelet; Channel coding;
D O I
10.1007/s12524-017-0735-1
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
To reduce the possibility of poor efficiency and weak anti-error capability while encoding and transmitting hyperspectral images, we present a distributed source coding scheme for hyperspectral images based on three-dimensional (3D) set partitioning in hierarchical trees (SPIHT). First, the 3D wavelet transform is performed on the hyperspectral image. Thereafter, the low frequency section is regarded as the Key frame and the high frequency section as the Wyner-Ziv frame to enable independent SPIHT coding through different transmission channels. The Wyner-Ziv encoder uses Turbo channel coding to create high frequency information that reflects the details of the image with better anti-error capacity, while the low frequency information shows the main energy of the image. In this study, we used SPIHT coding to acquire a bit stream with quality scalability. Results show that the proposed scheme is more efficient during coding, while at the same time providing improved anti-error capability and quality scalability of the bit stream.
引用
收藏
页码:667 / 673
页数:7
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