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Quasi Non-Negative Quaternion Matrix Factorization with Application to Color Face Recognition
Journal of Scientific Computing, 2022To address the non-negativity dropout problem of quaternion models, a novel quasi non-negative quaternion matrix factorization (QNQMF) model is presented for color image processing.
Yifen Ke+4 more
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Standard Dual Quaternion Optimization and Its Applications in Hand-Eye Calibration and SLAM
Communication on Applied Mathematics and Computation, 2022Several common dual quaternion functions, such as the power function, the magnitude function, the 2-norm function, and the kth largest eigenvalue of a dual quaternion Hermitian matrix, are standard dual quaternion functions, i.e., the standard parts of ...
L. Qi
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Numerical Functional Analysis and Optimization, 2022
Dual quaternions can represent rigid body motion in 3D spaces, and have found wide applications in robotics, 3D motion modelling and control, and computer graphics.
C. Ling, Liqun Qi, Hong Yan
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Dual quaternions can represent rigid body motion in 3D spaces, and have found wide applications in robotics, 3D motion modelling and control, and computer graphics.
C. Ling, Liqun Qi, Hong Yan
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Low-Rank Quaternion Approximation for Color Image Processing
IEEE Transactions on Image Processing, 2020Low-rank matrix approximation (LRMA)-based methods have made a great success for grayscale image processing. When handling color images, LRMA either restores each color channel independently using the monochromatic model or processes the concatenation of
Yongyong Chen, Xiaolin Xiao, Yicong Zhou
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Structure Preserving Quaternion Generalized Minimal Residual Method
SIAM Journal on Matrix Analysis and Applications, 2021The main aim of this paper is to develop the quaternion generalized minimal residual method (QGMRES) for solving quaternion linear systems.
Zhigang Jia, M. Ng
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Proportional–Integral State Estimator for Quaternion-Valued Neural Networks With Time-Varying Delays
IEEE Transactions on Neural Networks and Learning Systems, 2021This brief investigates the problem of state estimation of quaternion-valued neural networks (QVNNs) with time-varying delays. First, by extending the Jensen inequality to quaternion domain, an extended Jensen inequality with quaternion term is derived ...
Guoqiang Tan, Zhanshan Wang, Zhan Shi
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Quaternion Generative Adversarial Networks
Intelligent Systems Reference Library, 2021Latest Generative Adversarial Networks (GANs) are gathering outstanding results through a large-scale training, thus employing models composed of millions of parameters requiring extensive computational capabilities.
Eleonora Grassucci+2 more
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Uncertainty principles for the two‐sided offset quaternion linear canonical transform
Mathematical methods in the applied sciences, 2021The offset quaternion linear canonical transform (OQLCT) provides a more general framework for a number of linear integral transforms in signal processing and optics, such as quaternion Fourier transform (QFT), fractional quaternion Fourier transform ...
Xiaoyu Zhu, Shenzhou Zheng
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IEEE Transactions on Neural Networks and Learning Systems, 2020
This paper proposes a quaternion-valued one-layer recurrent neural network approach to resolve constrained convex function optimization problems with quaternion variables.
Yang Liu+4 more
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This paper proposes a quaternion-valued one-layer recurrent neural network approach to resolve constrained convex function optimization problems with quaternion variables.
Yang Liu+4 more
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Unscented Dual Quaternion Particle Filter for SE(3) Estimation
IEEE Control Systems Letters, 2021We present a novel dual quaternion filter for recursive estimation of rigid body motions. Based on the sequential Monte Carlo scheme, particles are deployed on the manifold of unit dual quaternions.
Kailai Li, F. Pfaff, U. Hanebeck
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