图像去噪扩散模型的自动有限元解

Abderrazzak Boufala, E. Kalmoun
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引用次数: 0

摘要

摘要本文使用有限元计算平台FEniCS,给出了一个基于广义扩散的图像去噪模型的数值解。作为特例,广义模型包含三种经典的去噪技术:线性各向同性扩散、全变分和Perona-Malik方法。使用四幅经典灰度图像进行的数值模拟表明,有限元方法在去噪质量和计算工作量方面都优于有限差分方法。
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Automated Finite Element Solution of Diffusion Models for Image Denoising
Abstract We present in this paper a numerical solution of a generalized diffusion-based image denoising model, using the finite element computing platform FEniCS. The generalized model contains as special cases three classical denoising techniques: linear isotropic diffusion, total variation, and Perona-Malik method. The numerical simulation using four classical grayscale images demonstrates the superior performance of the finite element method over the finite difference method in terms of both the denoising quality and the computational work.
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Tatra Mountains Mathematical Publications
Tatra Mountains Mathematical Publications Mathematics-Mathematics (all)
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