Rate Distortion Optimization using SSIM for 3D Video Coding

被引:0
作者
Harshalatha, Y. [1 ]
Biswas, Prabir Kumar [1 ]
机构
[1] Indian Inst Technol Kharagpur, Dept Elect & Elect Commun Engn, Kharagpur 721302, W Bengal, India
来源
2016 23RD INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR) | 2016年
关键词
3D Video Coding; Lagrange multiplier; Perceptual Vision; Rate-distortion optimization; SSIM; Virtual view synthesis; STRUCTURAL SIMILARITY; COMPRESSION; IMAGE;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Coding efficiency can be enhanced through rate-distortion optimization (RDO) that provides a trade-off between bit-rate and distortion. In this paper, we have proposed Structural SIMilarity (SSIM) based RDO for 3D video coding improvement. SSIM index is a quality metric that gives better approximation to visual quality. Most of the existing literature on 3D video coding employs sum-of-squared error (SSE) as a measure of distortion, which does not always correlate to visual quality. In order to overcome this gap, SSIM-based RDO is implemented in this paper. Lagrange multiplier is modified to obtain optimum rate along with a reduction in distortion which improves the perceptual quality of the video. The entropy of macroblock (MB) is also considered in the scaling of Lagrange multiplier to increase RDO performance. The proposed algorithm is implemented in 3DV-ATM reference software. Experimental results show an improvement in the perceptual quality of the synthesized sequences with bitrate reduction of 6 - 15%.
引用
收藏
页码:1261 / 1266
页数:6
相关论文
共 17 条
[1]  
[Anonymous], 2004, INT SOC OPTICS PHOTO, DOI DOI 10.1117/12.524762
[2]   PERCEPTUAL VIDEO CODING: CHALLENGES AND APPROACHES [J].
Chen, Zhenzhong ;
Lin, Weisi ;
Ngan, King Ngi .
2010 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME 2010), 2010, :784-789
[3]  
Cui Z., 2011, P IEEE INT C WIR COM, P1
[4]  
Fehn C., 2003, P VIIP, V3
[5]  
Huang YH, 2010, IEEE INT SYMP CIRC S, P393, DOI 10.1109/ISCAS.2010.5537738
[6]   Perceptual Rate-Distortion Optimization Using Structural Similarity Index as Quality Metric [J].
Huang, Yi-Hsin ;
Ou, Tao-Sheng ;
Su, Po-Yen ;
Chen, Homer H. .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2010, 20 (11) :1614-1624
[7]  
Mai ZY, 2005, LECT NOTES COMPUT SC, V3708, P435
[8]   3-D Video Representation Using Depth Maps [J].
Mueller, Karsten ;
Merkle, Philipp ;
Wiegand, Thomas .
PROCEEDINGS OF THE IEEE, 2011, 99 (04) :643-656
[9]   Rate-distortion methods for image and video compression [J].
Ortega, A ;
Ramchandran, K .
IEEE SIGNAL PROCESSING MAGAZINE, 1998, 15 (06) :23-50
[10]  
Pan Z., 2013, J REAL-TIME IMAGE PR, V11, P27