EFFICIENT COMPRESSIVE SENSING VIDEO COMPRESSION METHOD BASED ON GAUSSIAN MIXTURE MODELS

被引:0
作者
Li, Xiangwei [1 ]
Lan, Xuguang [1 ]
Yang, Meng [1 ]
Xue, Jianru [1 ]
Zheng, Nanning [1 ]
机构
[1] Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Peoples R China
来源
2016 30TH ANNIVERSARY OF VISUAL COMMUNICATION AND IMAGE PROCESSING (VCIP) | 2016年
关键词
compressive sensing video; Gaussian mixture model; lossy compression;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
In this paper, we propose an efficient lossy compression method for the compressive sensing video that utilizes Gaussian mixture models (GMM). The GMM is used to model the compressive sensing video (CSV) frames. Then we design an efficient lossy compression method based on the GMM. Each CSV frame can be efficiently compressed by the proposed method. The proposed method is for better compromise of compression efficiency and computational complexity. And it achieves a significant Bjontegaard-Delta (BD)-PSNR improvement about 8.84 similar to 41.81dB in average compared with existing low complexity compression solutions for compressing the CSV sequence.
引用
收藏
页数:4
相关论文
共 18 条
[1]  
[Anonymous], 2012, INTRO DATA COMPRESSI
[2]   MAXIMUM LIKELIHOOD FROM INCOMPLETE DATA VIA EM ALGORITHM [J].
DEMPSTER, AP ;
LAIRD, NM ;
RUBIN, DB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1977, 39 (01) :1-38
[3]  
Gersho A., 2012, Vector Quantization and Signal Compression, V159
[4]  
Hitomi Y, 2011, IEEE I CONF COMP VIS, P287, DOI 10.1109/ICCV.2011.6126254
[5]  
kamath S., 2004, Conference Record of the Thirty-Eighth Asilomar Conference on Signals, Systems and Computers (IEEE Cat. No.04CH37592), P1723
[6]   A New Compressive Video Sensing Framework for Mobile Broadcast [J].
Li, Chengbo ;
Jiang, Hong ;
Wilford, Paul ;
Zhang, Yin ;
Scheutzow, Mike .
IEEE TRANSACTIONS ON BROADCASTING, 2013, 59 (01) :197-205
[7]  
Li X, 2013, INT C ADV COMP SCI I, P1, DOI 10.1109/ICACSIS.2013.6761544
[8]   Joint Sampling Rate and Bit-Depth Optimization in Compressive Video Sampling [J].
Liu, Haixiao ;
Song, Bin ;
Tian, Fang ;
Qin, Hao .
IEEE TRANSACTIONS ON MULTIMEDIA, 2014, 16 (06) :1549-1562
[9]  
Park J., 2009, Interpack, P1, DOI DOI 10.1007/978-0-387-69285-2_1
[10]   Coded Acquisition of High Frame Rate Video [J].
Pournaghi, Reza ;
Wu, Xiaolin .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (12) :5670-5682