图像处理和全息术中的插值和重采样

A. Gotchev, K. Egiazarian
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摘要

本文综述了插值和重采样技术的最新进展。我们对线性的,基于卷积的插值技术特别感兴趣,其中新的图像像素是通过首先将某个连续函数拟合到给定的均匀采样数据,然后在所需的坐标处重新采样来生成的。我们首先说明信号域和频域的插值问题,然后继续描述插值伪影以及如何评估插值器的性能。然后,我们回顾了一类最小支持的分段多项式插值器,作为高性能和可接受成本之间的最佳折衷。我们描述了有效的滤波器结构,讨论了不同的优化设计,并给出了实验和分析的比较结果。
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Interpolation and resampling in image processing and holography
In this paper, we present an overview of some recent advances in interpolation and resampling. We are particularly interested in the linear, convolution-based interpolation techniques where new image pixels are generated by first fitting a certain continuous function to the given uniformly sampled data and then resampled at the desired coordinates. We start with stating the interpolation problem in signal and frequeny domain and then continue with describing the interpolation artifacts and how to evaluate the interpolator's performance. We then review the class of piecewise-polynomial interpolators of minimal support as the best compromise between high performance and acceptable cost. We describe efficient filter structures, discuss different optimized designs and give comparative results both experimental and analytical.
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