Extrapolated plug-and-play three-operator splitting methods for nonconvex optimization with applications to image restoration
This paper investigates the convergence properties and applications of the three-operator
splitting method, also known as the Davis–Yin splitting (DYS) method, integrated with …
splitting method, also known as the Davis–Yin splitting (DYS) method, integrated with …
Equivariant plug-and-play image reconstruction
Plug-and-play algorithms constitute a popular framework for solving inverse imaging
problems that rely on the implicit definition of an image prior via a denoiser. These …
problems that rely on the implicit definition of an image prior via a denoiser. These …
Integrating variational and learning models for imaging inverse problems
A Sebastiani - 2024 - amsdottorato.unibo.it
Imaging inverse problems are fundamental in various fields like diagnostic medicine and
manufacturing engineering. Current methods for reconstruction can be divided into …
manufacturing engineering. Current methods for reconstruction can be divided into …
Integration of model-and learning-based methods in image restoration
D Labate, H Zhao - Data-driven Models in Inverse Problems, 2024 - degruyter.com
Following the spectacular success of deep learning algorithms in image restoration tasks,
there is growing interest in exploring how to combine the practical advantages of learning …
there is growing interest in exploring how to combine the practical advantages of learning …