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 …

Low-rank tensor train for tensor robust principal component analysis

JH Yang, XL Zhao, TY Ji, TH Ma, TZ Huang - Applied Mathematics and …, 2020 - Elsevier
Recently, tensor train rank, defined by a well-balanced matricization scheme, has been
shown the powerful capacity to capture the hidden correlations among different modes of a …

Non-local robust quaternion matrix completion for large-scale color image and video inpainting

Z Jia, Q Jin, MK Ng, XL Zhao - IEEE Transactions on Image …, 2022 - ieeexplore.ieee.org
The image nonlocal self-similarity (NSS) prior refers to the fact that a local patch often has
many nonlocal similar patches to it across the image and has been widely applied in many …

Structure preserving quaternion generalized minimal residual method

ZG Jia, MK Ng - SIAM Journal on Matrix Analysis and Applications, 2021 - SIAM
The main aim of this paper is to develop the quaternion generalized minimal residual
method (QGMRES) for solving quaternion linear systems. Quaternion linear systems arise …

Low-rank quaternion tensor completion for recovering color videos and images

J Miao, KI Kou, W Liu - Pattern Recognition, 2020 - Elsevier
Low-rank quaternion tensor completion method, a novel approach to recovery color videos
and images, is proposed in this paper. We respectively reconstruct a color image and a color …

Quaternion matrix optimization: Motivation and analysis

L Qi, Z Luo, QW Wang, X Zhang - Journal of Optimization Theory and …, 2022 - Springer
The class of quaternion matrix optimization (QMO) problems, with quaternion matrices as
decision variables, has been widely used in color image processing and other engineering …

A method of segmenting apples based on gray-centered RGB color space

P Fan, G Lang, B Yan, X Lei, P Guo, Z Liu, F Yang - Remote Sensing, 2021 - mdpi.com
In recent years, many agriculture-related problems have been evaluated with the integration
of artificial intelligence techniques and remote sensing systems. The rapid and accurate …

Eigenvalues of quaternion tensors with applications to color video processing

ZH He, XX Wang, YF Zhao - Journal of Scientific Computing, 2023 - Springer
This paper studies the eigenvalues of quaternion tensors and their applications. Firstly, we
investigate the definitions and properties of the left and right eigenvalues of the quaternion …

A multichannel location-aware interaction network for visual classification

Q Zhu, Z Li, W Kuang, H Ma - Applied Intelligence, 2023 - Springer
Fine-grained visual classification aims to identify images that belong to multiple
subcategories within the same category. This is a challenging task as there are only subtle …

QRFODD: Quaternion Riesz fractional order directional derivative for color image edge detection

K Kaur, N Jindal, K Singh - Signal Processing, 2023 - Elsevier
Edge detection is the prominent method to determine the discontinuities present in an
image. There exists an issue of loss of information and correlation during the extraction of …