Deep learning on image denoising: An overview

C Tian, L Fei, W Zheng, Y Xu, W Zuo, CW Lin - Neural Networks, 2020 - Elsevier
… with image denoising. Specifically, discriminative learning based on deep learning can ably
address the issue of … Finally, we point out some potential challenges and directions of future …

Image denoising in the deep learning era

S Izadi, D Sutton, G Hamarneh - Artificial Intelligence Review, 2023 - Springer
… of recent advances in image denoising techniques based on … preliminaries of the image
denoising problem, followed by an … , we discuss research challenges and open issues to identify …

Image denoising: The deep learning revolution and beyond—a survey paper

M Elad, B Kawar, G Vaksman - SIAM Journal on Imaging Sciences, 2023 - SIAM
… is a very much alive playground with great challenges and prospects. This paper aims to …
history of the field of image denoising and closely related topics in image processing, give a …

Image denoising review: From classical to state-of-the-art approaches

B Goyal, A Dogra, S Agrawal, BS Sohi, A Sharma - Information fusion, 2020 - Elsevier
… algorithm, which is a standalone technique to address the issue of imaging artefacts. …
Rather bigger challenge in field of image denoising resides with the choice of threshold. For …

Facial image denoising using AutoEncoder and UNET

M Tripathi - Heritage and Sustainable Development, 2021 - hsd.ardascience.com
… Although several algorithms have been proposed for denoising the image, the issue of
image noise suppression remains an open challenge, especially when the images are captured …

[HTML][HTML] Nonlinear anisotropic diffusion methods for image denoising problems: Challenges and future research opportunities

B Maiseli - Array, 2023 - Elsevier
… anisotropic diffusion models for suppressing spurious image features, including noise and
… in delicate image denoising applications (eg, medical imaging) that require quality images

Methods for image denoising using convolutional neural network: a review

AE Ilesanmi, TO Ilesanmi - Complex & Intelligent Systems, 2021 - Springer
… We proposed a review of image denoising with CNN. Previous and recent papers on image
denoising with CNN were selected. Potential challenges and directions for future research …

A review on medical image denoising algorithms

SVM Sagheer, SN George - Biomedical signal processing and control, 2020 - Elsevier
… The major challenge in the process of medical imaging is to obtain an … This is helpful in
diagnosing heart defects, issues with the kidneys and other potential internal issues. The …

A review of an old dilemma: Demosaicking first, or denoising first?

Q Jin, G Facciolo, JM Morel - proceedings of the IEEE/CVF …, 2020 - openaccess.thecvf.com
… In this paper, we address the above mentioned issues. We first … This leads to a simple
conclusion: since image denoising … they illustrate different challenges of the demosaicking problem…

A comparative analysis of image denoising problem: noise models, denoising filters and applications

S Bharati, TZ Khan, P Podder, NQ Hung - Cognitive Internet of Medical …, 2021 - Springer
Image denoising problem plays an … ), image denoising is an important stage to improve
image quality to increase the performance of postprocessing algorithms based on images for …