Orthonormal sets of filters obtained by modulations and rotations of a prototype

R. Bernardini, J. Kovacevic
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Abstract

Summary form only given. In the past decade the field of image processing has grown considerably, and although various successful techniques have been developed for tasks such as image compression, understanding and segmentation, one final piece is missing. Bearing in mind that ultimately, an image is evaluated by a human observer, it is obvious that the usual mean-square error is not appropriate and thus we still sorely lack subjective measures of image quality. Some physiological results point out that the early stage of the human visual system (HVS) works like a filter bank on the retinal image. The filters in such a filter bank can be seen as being obtained by rotation and modulation from an original prototype filter. This work is just the first step and concentrates on the design of local bases obtained by unitary transformations of a single (or more than one) prototype filter.
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由原型的调制和旋转得到的标准正交滤波器集
只提供摘要形式。在过去的十年里,图像处理领域有了很大的发展,尽管各种成功的技术已经被开发出来,用于图像压缩、理解和分割等任务,但最后一点是缺失的。记住,图像最终是由人类观察者评估的,很明显,通常的均方误差是不合适的,因此我们仍然严重缺乏对图像质量的主观衡量。一些生理学结果指出,人类视觉系统(HVS)的早期阶段就像视网膜图像的滤光器。这种滤波器组中的滤波器可以看作是由原始原型滤波器的旋转和调制获得的。这项工作只是第一步,重点是设计通过单个(或多个)原型滤波器的幺正变换获得的局部基。
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