SAR complex image data compression based on quadtree and zerotree Coding in Discrete Wavelet Transform Domain: A Comparative Study

被引:13
作者
Hou, Xingsong [1 ]
Han, Min [1 ]
Gong, Chen [2 ]
Qian, Xueming [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Peoples R China
[2] Qualcomm Res, San Diego, CA USA
基金
中国国家自然科学基金;
关键词
Quadtree; SAR complex image data compression; Zerotree;
D O I
10.1016/j.neucom.2014.07.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A SAR complex image data compression algorithm based on quadtree coding (QC) in discrete wavelet transform (DWT) domain (QC-DWT) is proposed. We show that QC-DWT achieves the best performance for SAR complex image compression. Besides this, in this work, we observed a novel phenomenon that QC-DWT outperforms the zerotree based wavelet coding algorithms, e.g., Consultative Committee for Space Data Systems-Image Data Compression (CCSDS-IDC) and Set Partitioning in Hierarchical Trees algorithm (SPIHT) for SAR complex image data, and there exists deficiency of CCSDS-IDC for SAR complex image data compression. This is because the DWT coefficients of SAR complex image data always have intrascale clustering characteristic and no interscale attenuation characteristic, which is different from that of SAR amplitude images and other optical images. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:561 / 568
页数:8
相关论文
共 9 条
[1]  
[Anonymous], WAVELET TOUR SIGNAL
[2]   Quadtree classification and TCQ image coding [J].
Banister, BA ;
Fischer, TR .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2001, 11 (01) :3-8
[3]   Wavelet-based statistical signal processing using hidden Markov models [J].
Crouse, MS ;
Nowak, RD ;
Baraniuk, RG .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (04) :886-902
[4]   Complex SAR Image Compression Based on Directional Lifting Wavelet Transform With High Clustering Capability [J].
Hou, Xingsong ;
Yang, Jing ;
Jiang, Guifeng ;
Qian, Xueming .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2013, 51 (01) :527-538
[5]   SAR image data compression using wavelet packet transform and universal-trellis coded quantization [J].
Hou, XS ;
Liu, GZ ;
Zou, YY .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2004, 42 (11) :2632-2641
[6]  
Munteanu A, 1999, IEEE Trans Inf Technol Biomed, V3, P176, DOI 10.1109/4233.788579
[7]   Synthetic aperture radar interferometry -: Invited paper [J].
Rosen, PA ;
Hensley, S ;
Joughin, IR ;
Li, FK ;
Madsen, SN ;
Rodríguez, E ;
Goldstein, RM .
PROCEEDINGS OF THE IEEE, 2000, 88 (03) :333-382
[8]   A new, fast, and efficient image codec based on set partitioning in hierarchical trees [J].
Said, A ;
Pearlman, WA .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1996, 6 (03) :243-250
[9]   SAR image data compression using a tree-structured wavelet transform [J].
Zeng, ZH ;
Cumming, IG .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2001, 39 (03) :546-552