Dept. of Electr. and Comput. Eng., Illinois Univ., Urbana, IL.
IEEE Trans Image Process. 1994;3(5):533-45. doi: 10.1109/83.334987.
We address the problem of efficient bit allocation in a dependent coding environment. While optimal bit allocation for independently coded signal blocks has been studied in the literature, we extend these techniques to the more general temporally and spatially dependent coding scenarios. Of particular interest are the topical MPEG video coder and multiresolution coders. Our approach uses an operational rate-distortion (R-D) framework for arbitrary quantizer sets. We show how a certain monotonicity property of the dependent R-D curves can be exploited in formulating fast ways to obtain optimal and near-optimal solutions. We illustrate the application of this property in specifying intelligent pruning conditions to eliminate suboptimal operating points for the MPEG allocation problem, for which we also point out fast nearly-optimal heuristics. Additionally, we formulate an efficient allocation strategy for multiresolution coders, using the spatial pyramid coder as an example. We then extend this analysis to a spatio-temporal 3-D pyramidal coding scheme. We tackle the compatibility problem of optimizing full-resolution quality while simultaneously catering to subresolution bit rate or quality constraints. We show how to obtain fast solutions that provide nearly optimal (typically within 0.3 dB) full resolution quality while providing much better performance for the subresolution layer (typically 2-3 dB better than the full-resolution optimal solution).
我们解决了依赖编码环境中的有效比特分配问题。虽然文献中已经研究了独立编码信号块的最优比特分配,但我们将这些技术扩展到更一般的时间和空间相关编码场景。特别感兴趣的是主题 MPEG 视频编码器和多分辨率编码器。我们的方法使用任意量化器集的操作率失真 (R-D) 框架。我们展示了如何利用相关 R-D 曲线的某些单调性来制定快速方法来获得最优和近似最优的解决方案。我们说明了在指定智能修剪条件以消除 MPEG 分配问题的次优工作点时应用此属性,我们还指出了快速的近似最优启发式方法。此外,我们为多分辨率编码器制定了一种有效的分配策略,以空间金字塔编码器为例。然后,我们将此分析扩展到时空 3-D 金字塔编码方案。我们解决了优化全分辨率质量的兼容性问题,同时满足子分辨率比特率或质量约束。我们展示了如何获得快速解决方案,在提供子分辨率层的更好性能的同时提供几乎最优的(通常在 0.3dB 以内)全分辨率质量(通常比全分辨率最优解决方案好 2-3dB)。