Optimizing a Tone Curve for Backward-Compatible High Dynamic Range Image and Video Compression

被引:119
|
作者
Mai, Zicong [1 ]
Mansour, Hassan [1 ]
Mantiuk, Rafal [2 ]
Nasiopoulos, Panos [1 ]
Ward, Rabab [1 ]
Heidrich, Wolfgang [3 ]
机构
[1] Univ British Columbia, Dept Elect & Comp Engn, Vancouver, BC V5Z 1M9, Canada
[2] Bangor Univ, Sch Comp Sci, Bangor LL57 1UT, Gwynedd, Wales
[3] Univ British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, Canada
关键词
Bit-depth scalable; HDR video compression; high dynamic range imaging; tone-mapping;
D O I
10.1109/TIP.2010.2095866
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For backward compatible high dynamic range (HDR) video compression, the HDR sequence is reconstructed by inverse tone-mapping a compressed low dynamic range (LDR) version of the original HDR content. In this paper, we show that the appropriate choice of a tone-mapping operator (TMO) can significantly improve the reconstructed HDR quality. We develop a statistical model that approximates the distortion resulting from the combined processes of tone-mapping and compression. Using this model, we formulate a numerical optimization problem to find the tone-curve that minimizes the expected mean square error (MSE) in the reconstructed HDR sequence. We also develop a simplified model that reduces the computational complexity of the optimization problem to a closed-form solution. Performance evaluations show that the proposed methods provide superior performance in terms of HDR MSE and SSIM compared to existing tone-mapping schemes. It is also shown that the LDR image quality resulting from the proposed methods matches that produced by perceptually-based TMOs.
引用
收藏
页码:1558 / 1571
页数:14
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