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相关论文: On a coupled PDE model for image restoration

200 篇论文

Partial Differential Equations (PDEs) have long been recognized as powerful tools for image processing and analysis, providing a framework to model and exploit structural and geometric properties inherent in visual data. Over the years,…

图像与视频处理 · 电气工程与系统科学 2024-12-17 Alejandro Garnung Menéndez

This paper introduces a fast and numerically stable algorithm for the solution of fourth-order linear boundary value problems on an interval. This type of equation arises in a variety of settings in physics and signal processing. Our method…

数值分析 · 计算机科学 2020-01-13 William Leeb , Vladimir Rokhlin

We consider apictorial edge-matching puzzles, in which the goal is to arrange a collection of puzzle pieces with colored edges so that the colors match along the edges of adjacent pieces. We devise an algebraic representation for this…

计算机视觉与模式识别 · 计算机科学 2015-07-30 Shahar Z. Kovalsky , Daniel Glasner , Ronen Basri

The structure of the reconstruction algorithm OPED permits a natural way to generate additional data, while still preserving the essential feature of the algorithm. This provides a method for image reconstruction for limited angel problems.…

数值分析 · 数学 2008-11-04 Yuan Xu , Oleg Tischenko

Delayed neural field models can be viewed as a dynamical system in an appropriate functional analytic setting. On two dimensional rectangular space domains, and for a special class of connectivity and delay functions, we describe the…

动力系统 · 数学 2022-07-01 L. Spek , M. Polner , K. Dijkstra , S. A. van Gils

When images are statistically described by a generative model we can use this information to develop optimum techniques for various image restoration problems as inpainting, super-resolution, image coloring, generative model inversion, etc.…

图像与视频处理 · 电气工程与系统科学 2020-06-17 Kalliopi Basioti , George V. Moustakides

This paper investigates a novel problem of generating images from visual attributes. We model the image as a composite of foreground and background and develop a layered generative model with disentangled latent variables that can be…

机器学习 · 计算机科学 2016-10-11 Xinchen Yan , Jimei Yang , Kihyuk Sohn , Honglak Lee

We investigate the large-time behavior of three types of initial-boundary value problems for Hamilton-Jacobi Equations with nonconvex Hamiltonians. We consider the Neumann or oblique boundary condition, the state constraint boundary…

偏微分方程分析 · 数学 2010-12-13 Guy Barles , Hiroyoshi Mitake

Multiple-in-one image restoration (IR) has made significant progress, aiming to handle all types of single degraded image restoration with a single model. However, in real-world scenarios, images often suffer from combinations of multiple…

计算机视觉与模式识别 · 计算机科学 2024-11-26 Yubin Gu , Yuan Meng , Xiaoshuai Sun , Jiayi Ji , Weijian Ruan , Rongrong Ji

In this paper, we investigate the unique solvability of a mixed boundary value problem for a fractional partial differential equation featuring a degenerate coefficient. By introducing a novel operator and applying the method of separation…

偏微分方程分析 · 数学 2026-04-07 Bakhodirjon Toshtemirov , Azizbek Mamanazarov

A condition which guaranties the exponential decay of the solutions of the initial-boundary value problem for the damped wave equation is proved. A method for the effective computability of the coefficient of exponential decay is also…

偏微分方程分析 · 数学 2020-09-24 Giovanni Cimatti

We propose a method to restore and to segment simultaneously images degraded by a known point spread function (PSF) and additive white noise. For this purpose, we propose a joint Bayesian estimation framework, where a family of…

数据分析、统计与概率 · 物理学 2015-05-13 Hacheme Ayasso , Ali Mohammad-Djafari

This paper proposes using a Gaussian mixture model as a prior, for solving two image inverse problems, namely image deblurring and compressive imaging. We capitalize on the fact that variable splitting algorithms, like ADMM, are able to…

计算机视觉与模式识别 · 计算机科学 2016-05-24 Afonso M. Teodoro , José M. Bioucas-Dias , Mário A. T. Figueiredo

In this paper we analyze the shape derivative of a cost functional appearing in image restoration.

偏微分方程分析 · 数学 2018-01-08 Carla Baroncini , Julian Fernandez Bonder

The curvature regularities are well-known for providing strong priors in the continuity of edges, which have been applied to a wide range of applications in image processing and computer vision. However, these models are usually non-convex,…

数值分析 · 数学 2019-12-03 Qiuxiang Zhong , Ke Yin , Yuping Duan

We consider sequential and parallel decomposition methods for a dual problem of a general total variation minimization problem with applications in several image processing tasks, like image inpainting, estimation of optical flow and…

数值分析 · 数学 2022-11-02 Stephan Hilb , Andreas Langer

We study the presence of a non-trivial revival effect in the solution of linear dispersive boundary value problems for two benchmark models which arise in applications: the Airy equation and the dislocated Laplacian Schr{\"o}dinger…

偏微分方程分析 · 数学 2024-03-05 Lyonell Boulton , George Farmakis , Beatrice Pelloni , David A. Smith

We study a decoupling iterative algorithm based on domain decomposition for the time-dependent nonlinear Stokes-Darcy model, in which different time steps can be used in the flow region and in the porous medium. The coupled system is…

数值分析 · 数学 2020-07-06 Thi-Thao-Phuong Hoang , Hyesuk Lee

Image restoration refers to the process of reconstructing noisy, destroyed, or missing parts of an image, which is an ill-posed inverse problem. A specific regularization term and image degradation are typically assumed to achieve…

图像与视频处理 · 电气工程与系统科学 2025-04-15 Jianwei Ke

We introduce a method for efficiently solving initial-boundary value problems (IBVPs) that uses Lie symmetries to enforce the associated partial differential equation (PDE) exactly by construction. By leveraging symmetry transformations,…