Review of quaternion-based color image processing methods

C Huang, J Li, G Gao - Mathematics, 2023 - mdpi.com
Images are a convenient way for humans to obtain information and knowledge, but they are
often destroyed throughout the collection or distribution process. Therefore, image …

Quaternion weighted Schatten p-norm minimization for color image restoration with convergence guarantee

Q Zhang, L He, Y Wang, LJ Deng, J Liu - Signal Processing, 2024 - Elsevier
Over the past decades, the rank approximation issue have been extensively investigated,
among which weighted nuclear norm minimization (WNNM) and weighted Schatten p-norm …

A theoretically guaranteed quaternion weighted schatten p-norm minimization method for color image restoration

QH Zhang, LT He, YL Wang, LJ Deng, J Liu - arXiv preprint arXiv …, 2023 - arxiv.org
Inspired by the fact that the matrix formulated by nonlocal similar patches in a natural image
is of low rank, the rank approximation issue have been extensively investigated over the …

Medical image reconstruction with multi-level deep learning denoiser and tight frame regularization

T Wu, C Huang, S Jia, W Li, R Chan, T Zeng… - Applied Mathematics and …, 2024 - Elsevier
As a fundamental task, medical image reconstruction has attracted growing attention in
clinical diagnosis. Aiming at promising performance, it is critical to deeply understand and …

Quaternion-based Deep Image Prior with Regularization by Denoising for Color Image Restoration

Q Zhang, L He, S Gao, L Deng, J Liu - 2024 - researchsquare.com
Deep image prior (DIP) has demonstrated remarkable efficacy in addressing various
imaging inverse problems by capitalizing on the inherent biases of deep convolutional …