Dept. of Electr. and Comput. Eng., Toronto Univ., Ont.
IEEE Trans Image Process. 1997;6(7):933-49. doi: 10.1109/83.597269.
New adaptive filters for color image processing are introduced and analyzed. The proposed adaptive methodology constitutes a unifying and powerful framework for multichannel signal processing. Using the proposed methodology, color image filtering problems are treated from a global viewpoint that readily yields and unifies previous, seemingly unrelated, results. The new filters utilize Bayesian techniques and nonparametric methodologies to adapt to local data in the color image. The principles behind the new filters are explained in detail. Simulation studies indicate that the new filters are computationally attractive and have excellent performance.
介绍并分析了用于彩色图像处理的新型自适应滤波器。所提出的自适应方法构成了多通道信号处理的统一而强大的框架。使用所提出的方法,从全局角度处理彩色图像处理问题,这很容易得到并统一以前看似不相关的结果。新滤波器利用贝叶斯技术和非参数方法来适应彩色图像中的局部数据。详细解释了新滤波器背后的原理。仿真研究表明,新滤波器具有吸引力的计算复杂度和优异的性能。