Constrained optimization of filter banks in subband image coding

Tao Wang, B. Wah
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引用次数: 1

Abstract

The design of filter banks in subband image coding is critical for achieving high image quality. In this paper, we study the design from both the signal processing domain and the theory of wavelets. We formulate the design of filter banks as a two-stage nonlinear constrained optimization problem, each of which is solved by sequential quadratic programming (SQP). Using a wavelet image coding prototype, we show improved quality of the designed filter banks in terms of image compression and peak signal-to-noise ratios (PSNRs).
子带图像编码中滤波器组的约束优化
子带图像编码中滤波器组的设计是实现高图像质量的关键。本文从信号处理领域和小波理论两方面对其设计进行了研究。我们将滤波器组的设计表述为一个两阶段的非线性约束优化问题,每一阶段都用顺序二次规划(SQP)求解。使用小波图像编码原型,我们展示了设计的滤波器组在图像压缩和峰值信噪比(PSNRs)方面的改进质量。
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