An Enhanced Fluid Registration for Image Multi-Frame Super Resolution

Author:

Laghrib AmineORCID, ,Hadri Aissam,Hakim Moad, ,

Abstract

The main idea of multi-frame super resolution (SR) algorithms is to recover a single high-resolution image from a sequence of low resolution ones of the same object. The success of the SR approaches is often related to a well registration and restoration steps. Therefore, we propose a new approach based on fluid image registration and we use a second order partial differential equation (PDE) to treat both the registration and restoration steps that guarantees the success of SR algorithms. Since the registration step is usually a variational ill-posed model, a mathematical study is needed to check the existence of the solution to the regularized problem. Thus, we prove the existence and uniqueness of the well posed fluid image registration and assure also the existence of the used second order PDE in the restoration step. The results show that the proposed method is competitive with the existing methods.

Publisher

Scientific Annals of Computer Science

Subject

Applied Mathematics,General Computer Science

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Limitations of Chebyshev interpolation nodes : Counter examples and Insights;Journal of Interdisciplinary Mathematics;2024

2. Learning nonlocal weights for second-order nonlocal super-resolution;Discrete and Continuous Dynamical Systems - S;2023

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