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Gradient-Based Tone Mapping for Rate-Distortion Optimized Backward-Compatible High Dynamic Range Compression

机译:基于梯度的音调映射,用于速率失真优化的向后兼容的高动态范围压缩

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This paper addresses the problem of designing a global tone mapping operator for rate distortion optimized backward compatible compression of high dynamic range (HDR) images. We address the problem of tone mapping design for two different use cases leading to two different minimization problems. The first problem considered is the minimization of the distortion on the reconstructed HDR signal under a rate constraint on the standard dynamic range (SDR) layer. The second problem remains the same minimization with an additional constraint to preserve a good quality for the SDR signal. Both the distortion and rate are expressed as a function of the spatial gradient in HDR images. Experiments show that the proposed rate and distortion models based on the HDR image gradient accurately predict the real image rate and distortion measures. Experimental results show that for the first minimization, the optimal rate-distortion performances are achieved, and that the second optimization yields the best tradeoff between rate-distortion performance and quality preservation of the SDR signal.
机译:本文解决了为高动态范围(HDR)图像的速率失真优化后向兼容压缩设计全局色调映射运算符的问题。我们针对两个不同的用例解决了色调映射设计的问题,这导致了两个不同的最小化问题。考虑的第一个问题是在标准动态范围(SDR)层的速率约束下,将重建的HDR信号的失真最小化。第二个问题仍然是相同的最小化,但有一个额外的约束条件,以保持SDR信号的良好质量。失真和速率均表示为HDR图像中空间梯度的函数。实验表明,所提出的基于HDR图像梯度的速率和失真模型可以准确预测真实的图像速率和失真度量。实验结果表明,对于第一个最小化,可以实现最佳的速率失真性能,而第二个优化可以在速率失真性能和SDR信号的质量保持之间取得最佳折衷。

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