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RATE-DISTORTION OPTIMIZED ILLUMINATION ESTIMATION FOR WAVELET-BASED VIDEO CODING

机译:基于小波的视频编码的速率失真优化照明估计

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We propose a rate-distortion optimized framework for estimating illumination changes (lighting variations, fade in/out effects) in a highly scalable coding system. Illumination variations are realized using multiplicative factors in the image domain and are estimated considering the coding cost of the illumination field and input frames which are first subject to a temporal Lifting-based Illumination Adaptive Transform (LIAT). The coding cost is modelled by an ?_1 - norm optimization problem which is derived to approximate a quadratic-log function which emerges from rate-distortion considerations. The optimization problem is solved using ADMM. The proposed solution works the same or better than a mesh-based approach proposed in prior work, where sparsity was controlled by explicitly choosing mesh parameters. In the compression-inspired formulation presented here, sparsity is discovered automatically through the solution of a convex program that depends only on a target rate-distortion operating point.
机译:我们提出了一种速率失真优化的框架,用于估计高度可扩展的编码系统中的照明变化(点亮变化,褪色/输出效果)。使用图像域中的乘法因子实现照明变化,并且考虑到照明场的编码成本和输入帧的编码成本,它们首先受到基于时间升降的照明自适应变换(LiAti)。编码成本是由α_1 - 规范优化问题的建模,这导出为近似从速率失真注意事项中出现的二次日志函数。使用ADMM解决了优化问题。所提出的解决方案的工作方式与事先工作中提出的基于网格的方法相同或更好,通过显式选择网格参数来控制稀疏性。在这里呈现的压缩激发的制剂中,通过凸面编程的解决方案自动发现稀疏性,该凸面仅取决于目标速率失真操作点。

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