Youshen Xia

111 papers B 9C 1Journal 81Unranked 20
YearRankTypeTitle / Venue / Authors
2026 J jnl
A novel image enhancement method based on image decomposition and deep neural networks.
Pattern Recognit.
Yao Xiao, Youshen Xia
2026 J jnl
Analysis and Application of a Discrete-Time Neurodynamic Approach for Fast Constrained $l_{1}$-Norm Minimization.
IEEE CAA J. Autom. Sinica
Youshen Xia, Jun Wang, Changyin Sun
2026 J jnl
Blind super-resolution based on matrix-variable optimization for video images.
Multim. Syst.
Liqing Huang, Youshen Xia
2025 J jnl
Analysis and Application of Matrix-Form Neural Networks for Fast Matrix-Variable Convex Optimization.
IEEE Trans. Neural Networks Learn. Syst.
Youshen Xia, Tiantian Ye, Liqing Huang
2025 J jnl
Pixel adaptive deep-unfolding neural network with state space model for image deraining.
Neural Networks
Yao Xiao, Youshen Xia
2024 J jnl
A Survey of Neurodynamic Optimization.
IEEE Trans. Emerg. Top. Comput. Intell.
Youshen Xia, Qingshan Liu, Jun Wang, Andrzej Cichocki
2023 — conf
Matrix-type Recurrent Neural Network For Fast Solving Complex-variable ℓ1-norm Optimization.
ICCAI
Songchuan Zhang, Youshen Xia
2023 J jnl
Two Recurrent Neural Networks With Reduced Model Complexity for Constrained l₁-Norm Optimization.
IEEE Trans. Neural Networks Learn. Syst.
Youshen Xia, Jun Wang, Zhenyu Lu, Liqing Huang
2022 J jnl
4D computed tomography super-resolution reconstruction based on tensor product and nuclear norm optimization.
Pattern Recognit.
Shu Zhang, Youshen Xia
2022 — conf
Fast Image Restoration Using A Simplified Matrix-Type Recurrent Neural Network.
CISP-BMEI
Liqing Huang, Youshen Xia
2022 J jnl
Matrix-Form Neural Networks for Complex-Variable Basis Pursuit Problem With Application to Sparse Signal Reconstruction.
IEEE Trans. Cybern.
Songchuan Zhang, YongHui Xia, Youshen Xia, Jun Wang
2021 J jnl
CT image reconstruction algorithms: A comprehensive survey.
Concurr. Comput. Pract. Exp.
Shu Zhang, Youshen Xia
2021 J jnl
Effective Blind Image Deblurring Using Matrix-Variable Optimization.
IEEE Trans. Image Process.
Liqing Huang, Youshen Xia, Tiantian Ye
2021 J jnl
Fast Blind Image Super Resolution Using Matrix-Variable Optimization.
IEEE Trans. Circuits Syst. Video Technol.
Liqing Huang, Youshen Xia
2021 J jnl
Two Matrix-Type Projection Neural Networks for Matrix-Valued Optimization with Application to Image Restoration.
Neural Process. Lett.
Lingmei Huang, Youshen Xia, Liqing Huang, Songchuan Zhang
2020 J jnl
Joint blur kernel estimation and CNN for blind image restoration.
Neurocomputing
Liqing Huang, Youshen Xia
2020 — conf
Matrix-Type Neural Dynamical Methods for Matrix-Variable Nonlinear Programming with Linear Constraints.
ICACI
Tiantian Ye, Youshen Xia
2020 B conf
Natural Images Enhancement Using Structure Extraction and Retinex.
ACIVS
Xiaoyu Du, Youshen Xia
2020 J jnl
Two Projection Neural Networks With Reduced Model Complexity for Nonlinear Programming.
IEEE Trans. Neural Networks Learn. Syst.
Youshen Xia, Jun Wang, Wenzhong Guo
2019 — conf
A 2D Observation Model-Based Algorithm for Blind Single Image Super-Resolution Reconstruction.
ICACI
Liqing Huang, Youshen Xia
2018 — conf
A Crop-Based Multi-Branch Network for Matching Cost Computation.
CISP-BMEI
Yu Chen, Youshen Xia, Chenwang Wu
2018 J jnl
Bayesian dictionary learning for hyperspectral image super resolution in mixed Poisson-Gaussian noise.
Signal Process. Image Commun.
Changzhong Zou, Youshen Xia
2018 J jnl
Effective Kalman filtering algorithm for distributed multichannel speech enhancement.
Neurocomputing
Jingxian Tu, Youshen Xia
2018 — conf
Low-Light Image Enhancement Based on Joint Generative Adversarial Network and Image Quality Assessment.
CISP-BMEI
Wei Hua, Youshen Xia
2018 J jnl
Restoration of hyperspectral image contaminated by Poisson noise using spectral unmixing.
Neurocomputing
Changzhong Zou, Youshen Xia
2018 J jnl
Robust Regression Estimation Based on Low-Dimensional Recurrent Neural Networks.
IEEE Trans. Neural Networks Learn. Syst.
Youshen Xia, Jun Wang
2018 J jnl
Solving Nonlinear Optimization Problems of Real Functions in Complex Variables by Complex-Valued Iterative Methods.
IEEE Trans. Cybern.
Songchuan Zhang, Youshen Xia
2018 — conf
Two Matrix-Type Projection Neural Networks for Solving Matrix-Valued Optimization Problems.
ICONIP (2)
Lingmei Huang, Youshen Xia, Songchuan Zhang
2017 — conf
A Cooperative Projection Neural Network for Fast Solving Linear Reconstruction Problems.
ISNN (1)
Youshen Xia
2017 J jnl
A complex-valued multichannel speech enhancement learning algorithm for optimal tradeoff between noise reduction and speech distortion.
Neurocomputing
Jingxian Tu, Youshen Xia, Songchuan Zhang
2017 — conf
A novel deformable image registration algorithm based on improved active demons.
CISP-BMEI
Shiyong Zhuang, Youshen Xia
2017 B conf
Blind hyperspectral image super resolution via simultaneously sparse and TV constraint.
ICIP
Changzhong Zou, Youshen Xia
2017 — conf
Blind super-resolution image reconstruction based on novel blur type identification.
CISP-BMEI
Liqing Huang, Youshen Xia
2017 J jnl
Hyperspectral Image Superresolution Based on Double Regularization Unmixing.
IEEE Geosci. Remote. Sens. Lett.
Changzhong Zou, Youshen Xia
2017 — conf
Two dimensional autoregressive modeling-based interpolation algorithms for image super-resolution: A comparison study.
CISP-BMEI
Meiyun Lu, Liqing Huang, Youshen Xia
2016 J jnl
A Bi-Projection Neural Network for Solving Constrained Quadratic Optimization Problems.
IEEE Trans. Neural Networks Learn. Syst.
Youshen Xia, Jun Wang
2016 J jnl
A discrete-time learning algorithm for image restoration using a novel L
Neurocomputing
Youshen Xia, Henry Leung, Mohamed S. Kamel
2016 — conf
Fast robust image restoration using a new neural fusion method?
CISP-BMEI
Youshen Xia
2016 J jnl
Guest Editorial Special Issue on Neurodynamic Systems for Optimization and Applications.
IEEE Trans. Neural Networks Learn. Syst.
Zhigang Zeng, Andrzej Cichocki, Long Cheng, Youshen Xia, Xiaolin Hu
2016 J jnl
Neural network for computing pseudoinverses and outer inverses of complex-valued matrices.
Appl. Math. Comput.
Youshen Xia, Songchuan Zhang, Predrag S. Stanimirovic
2016 J jnl
Poissonian Hyperspectral Image Superresolution Using Alternating Direction Optimization.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Changzhong Zou, Youshen Xia
2016 J jnl
Two Fast Complex-Valued Algorithms for Solving Complex Quadratic Programming Problems.
IEEE Trans. Cybern.
Songchuan Zhang, Youshen Xia
2015 J jnl
A Complex-Valued Projection Neural Network for Constrained Optimization of Real Functions in Complex Variables.
IEEE Trans. Neural Networks Learn. Syst.
Songchuan Zhang, Youshen Xia, Jun Wang
2015 J jnl
A complex-valued neural dynamical optimization approach and its stability analysis.
Neural Networks
Songchuan Zhang, Youshen Xia, Wei Xing Zheng
2015 J jnl
Fast distributed multichannel speech enhancement using novel frequency domain estimators of magnitude-squared spectrum.
Speech Commun.
Jingxian Tu, Youshen Xia
2015 J jnl
Low-dimensional recurrent neural network-based Kalman filter for speech enhancement.
Neural Networks
Youshen Xia, Jun Wang
2015 J jnl
Novel parameter estimation of autoregressive signals in the presence of noise.
Autom.
Youshen Xia, Wei Xing Zheng
2015 C conf
On unbiased identification of autoregressive signals with noisy measurements.
ISCAS
Youshen Xia, Wei Xing Zheng
2014 J jnl
A Novel Iterative Method for Computing Generalized Inverse.
Neural Comput.
Youshen Xia, Tianping Chen, Jinjun Shan
2014 B conf
A fast discrete-time learning algorithm for speech enhancement using noise constrained parameter estimation.
IJCNN
Youshen Xia, Guiliang Lin, Wei Xing Zheng
2014 J jnl
Fast multi-channel image reconstruction using a novel two-dimensional algorithm.
Multim. Tools Appl.
Shi Quan Bin, Youshen Xia
2014 J jnl
Performance analysis of statistical optimal data fusion algorithms.
Inf. Sci.
Youshen Xia, Henry Leung
2013 J jnl
Analysis and application of a novel fast algorithm for 2-D ARMA model parameter estimation.
Autom.
Youshen Xia, Zhipo Deng, Wei Xing Zheng
2012 J jnl
Discrete-Time Neural Network for Fast Solving Large Linear L
IEEE Trans. Neural Networks Learn. Syst.
Youshen Xia, Changyin Sun, Wei Xing Zheng
2010 — conf
A Cooperative Learning Algorithm for Multiclass Classification.
Web Intelligence/IAT Workshops
Youshen Xia, Yu Ying
2010 J jnl
A fast algorithm for AR parameter estimation using a novel noise-constrained least-squares method.
Neural Networks
Youshen Xia, Mohamed S. Kamel, Henry Leung
2009 — conf
A Fast Algorithm for 2-D ARMA Parameters Estimation.
ISNN (1)
Zhipo Deng, Youshen Xia
2009 J jnl
A compact cooperative recurrent neural network for computing general constrained L1norm estimators.
IEEE Trans. Signal Process.
Youshen Xia
2009 J jnl
A novel neural dynamical approach to convex quadratic program and its efficient applications.
Neural Networks
Youshen Xia, Changyin Sun
2009 J jnl
An Analysis of a Neural Dynamical Approach to Solving Optimization Problems.
IEEE Trans. Autom. Control.
Changyin Sun, Youshen Xia
2009 — conf
Cooperative Recurrent Neural Network for Multiclass Support Vector Machine Learning.
ISNN (2)
Ying Yu, Youshen Xia, Mohamed Kamel
2008 J jnl
A Cooperative Recurrent Neural Network for Solving
Neural Comput.
Youshen Xia, Mohamed S. Kamel
2008 J jnl
A Generalized Least Absolute Deviation Method for Parameter Estimation of Autoregressive Signals.
IEEE Trans. Neural Networks
Youshen Xia, Mohamed S. Kamel
2008 J jnl
A Novel Recurrent Neural Network for Solving Nonlinear Optimization Problems With Inequality Constraints.
IEEE Trans. Neural Networks
Youshen Xia, Gang Feng, Jun Wang
2008 J jnl
Cooperative Learning Algorithms for Data Fusion Using Novel L
IEEE Trans. Signal Process.
Youshen Xia, Mohamed S. Kamel
2008 J jnl
On Exponential Convergence Conditions of an Extended Projection Neural Network.
Neural Comput.
Youshen Xia, Dongyi Ye
2007 J jnl
A Measurement Fusion Method for Nonlinear System Identification Using a Cooperative Learning Algorithm.
Neural Comput.
Youshen Xia, Mohamed S. Kamel
2007 J jnl
A new neural network for solving nonlinear projection equations.
Neural Networks
Youshen Xia, Gang Feng
2007 J jnl
Cooperative Recurrent Neural Networks for the Constrained L
IEEE Trans. Signal Process.
Youshen Xia, Mohamed S. Kamel
2007 J jnl
Development and Analysis of a Neural Dynamical Approach to Nonlinear Programming Problems.
IEEE Trans. Autom. Control.
Youshen Xia, Gang Feng, Mohamed Kamel
2007 J jnl
Novel Cooperative Neural Fusion Algorithms for Image Restoration and Image Fusion.
IEEE Trans. Image Process.
Youshen Xia, Mohamed S. Kamel
2007 — conf
Solving Variational Inequality Problems with Linear Constraints Based on a Novel Recurrent Neural Network.
ISNN (3)
Youshen Xia, Jun Wang
2006 B conf
A Cooperative Recurrent Neural Network Algorithm for Parameter Estimation of Autoregressive Signals.
IJCNN
Youshen Xia, Mohamed S. Kamel
2006 B conf
A Novel Cooperative Neural Learning Algorithm for Data Fusion.
IJCNN
Youshen Xia, Mohamed S. Kamel
2006 J jnl
A neural network for robust LCMP beamforming.
Signal Process.
Youshen Xia, Gang Feng
2006 J jnl
A prediction fusion method for reconstructing spatial temporal dynamics using support vector machines.
IEEE Trans. Circuits Syst. II Express Briefs
Youshen Xia, Henry Leung, Hing Chan
2006 J jnl
Nonlinear spatial-temporal prediction based on optimal fusion.
IEEE Trans. Neural Networks
Youshen Xia, Henry Leung
2005 J jnl
A delayed neural network for solving linear projection equations and its analysis.
IEEE Trans. Neural Networks
Qingshan Liu, Jinde Cao, Youshen Xia
2005 J jnl
A new regression estimator with neural network realization.
IEEE Trans. Signal Process.
Youshen Xia, Henry Leung, Nan Xie, Éloi Bossé
2005 J jnl
A primal-dual neural network for online resolving constrained kinematic redundancy in robot motion control.
IEEE Trans. Syst. Man Cybern. Part B
Youshen Xia, Gang Feng, Jun Wang
2005 J jnl
A recurrent neural network for solving nonlinear convex programs subject to linear constraints.
IEEE Trans. Neural Networks
Youshen Xia, Jun Wang
2005 J jnl
An improved neural network for convex quadratic optimization with application to real-time beamforming.
Neurocomputing
Youshen Xia, Gang Feng
2005 J jnl
On Convergence Conditions of an Extended Projection Neural Network.
Neural Comput.
Youshen Xia, Gang Feng
2004 J jnl
A general projection neural network for solving monotone variational inequalities and related optimization problems.
IEEE Trans. Neural Networks
Youshen Xia, Jun Wang
2004 J jnl
A one-layer recurrent neural network for support vector machine learning.
IEEE Trans. Syst. Man Cybern. Part B
Youshen Xia, Jun Wang
2004 J jnl
A recurrent neural network for nonlinear convex optimization subject to nonlinear inequality constraints.
IEEE Trans. Circuits Syst. I Regul. Pap.
Youshen Xia, Jun Wang
2004 B conf
A recurrent neural network for solving variational inequality problems with nonlinear constraints.
IJCNN
Youshen Xia, Jun Wang
2004 J jnl
A recurrent neural network with exponential convergence for solving convex quadratic program and related linear piecewise equations.
Neural Networks
Youshen Xia, Gang Feng, Jun Wang
2004 J jnl
An Extended Projection Neural Network for Constrained Optimization.
Neural Comput.
Youshen Xia
2004 J jnl
Grasping-force optimization for multifingered robotic hands using a recurrent neural network.
IEEE Trans. Robotics
Youshen Xia, Jun Wang, Lo Ming Fok
2004 J jnl
On convergence rate of projection neural networks.
IEEE Trans. Autom. Control.
Youshen Xia, Gang Feng
2003 J jnl
A dual neural network for redundancy resolution of kinematically redundant manipulators subject to joint limits and joint velocity limits.
IEEE Trans. Neural Networks
Yunong Zhang, Jun Wang, Youshen Xia
2003 B conf
A general projection neural network for solving optimization and related problems.
IJCNN
Youshen Xia, Jun Wang
2003 — conf
A recurrent neural network for nonlinear convex programming.
ISCAS (3)
Youshen Xia, Jun Wang
2002 J jnl
Neural data fusion algorithms based on a linearly constrained least square method.
IEEE Trans. Neural Networks
Youshen Xia, Henry Leung, Éloi Bossé
2001 J jnl
A dual neural network for kinematic control of redundant robot manipulators.
IEEE Trans. Syst. Man Cybern. Part B
Youshen Xia, Jun Wang
2001 J jnl
Global asymptotic and exponential stability of a dynamic neural system with asymmetric connection weights.
IEEE Trans. Autom. Control.
Youshen Xia, Jun Wang
2000 — conf
A Recurrent Neural Network for Solving Nonlinear Projection Equations.
IJCNN (6)
Youshen Xia, Jun Wang
2000 J jnl
A discrete-time recurrent neural network for shortest-path routing.
IEEE Trans. Autom. Control.
Youshen Xia, Jun Wang
2000 J jnl
A recurrent neural network for solving linear projection equations.
Neural Networks
Youshen Xia, Jun Wang
2000 — conf
Global asymptotic stability of a class of dynamic neural systems with asymmetric connection weights.
CDC
Youshen Xia, Jun Wang
2000 J jnl
Global exponential stability of recurrent neural networks for solving optimization and related problems.
IEEE Trans. Neural Networks Learn. Syst.
Youshen Xia, Jun Wang
2000 — conf
Neural Network Realization of Support Vector Methods for Pattern Classification.
IJCNN (6)
Ying Tan, Youshen Xia, Jun Wang
1999 B conf
A dual neural network solving quadratic programming problems.
IJCNN
Jun Wang, Youshen Xia
1999 B conf
Primal neural networks for solving convex quadratic programs.
IJCNN
Youshen Xia, Jun Wang
1998 J jnl
A general methodology for designing globally convergent optimization neural networks.
IEEE Trans. Neural Networks
Youshen Xia, Jun Wang
1998 J jnl
Analysis and design of primal-dual assignment networks.
IEEE Trans. Neural Networks
Jun Wang, Youshen Xia
1998 J jnl
Neural networks for solving least absolute and related problems.
Neurocomputing
Youshen Xia, Jun Wang
1996 J jnl
A new neural network for solving linear and quadratic programming problems.
IEEE Trans. Neural Networks
Youshen Xia
1996 J jnl
A new neural network for solving linear programming problems and its application.
IEEE Trans. Neural Networks
Youshen Xia
1995 J jnl
Neural network for solving linear programming problems with bounded variables.
IEEE Trans. Neural Networks
Youshen Xia, Jiasong Wang