用于图像处理和计算机图形学的确定性交互粒子模型

Marroquin J.L.
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引用次数: 36

摘要

本文提出了一类用于分段平滑图像重建(滤波)的新算法。这些算法是通过将图像建模为相互作用粒子的确定性动态系统而获得的,并且在计算复杂性和重建质量方面与其他经常用于相同目的的算法相比具有优势。结果表明,给定粒子相互作用势的特定选择,可以选择对整类问题有效的参数的最优值。还给出了在图像处理和计算机图形学中的应用实例。
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Deterministic Interactive Particle Models for Image Processing and Computer Graphics

In this paper we present a new class of algorithms for the reconstruction (filtering) of piecewise smooth images. These algorithms are obtained by modeling the image as a deterministic, dynamical system of interacting particles, and compare favorably with others that are conunonly used for the same purpose, with respect to both computational complexity and to the quality of the reconstruction. It is shown that, given a particular choice of the particle interaction potentials, it is possible to select optimal values for the parameters that remain valid for a whole class of problems. Examples of applications to image processing and computer graphics are also given.

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