Risheng Liu

According to our database1, Risheng Liu authored at least 83 papers between 2009 and 2019.

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Bibliography

2019
Learning Converged Propagations With Deep Prior Ensemble for Image Enhancement.
IEEE Trans. Image Processing, 2019

Deep Proximal Unrolling: Algorithmic Framework, Convergence Analysis and Applications.
IEEE Trans. Image Processing, 2019

Learning Bilevel Layer Priors for Single Image Rain Streaks Removal.
IEEE Signal Process. Lett., 2019

Robust heterogeneous discriminative analysis for face recognition with single sample per person.
Pattern Recognition, 2019

Blind Image Deblurring via Adaptive Optimization with Flexible Sparse Structure Control.
J. Comput. Sci. Technol., 2019

Learning diffusion on global graph: A PDE-directed approach for feature detection on geometric shapes.
Computer Aided Geometric Design, 2019

Enhanced Residual Dense Intrinsic Network for Intrinsic Image Decomposition.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2019

Compounded Layer-Prior Unrolling: A Unified Transmission-Based Image Enhancement Framework.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2019

Exploiting Local Feature Patterns for Unsupervised Domain Adaptation.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

Asynchronous Proximal Stochastic Gradient Algorithm for Composition Optimization Problems.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

Task Embedded Coordinate Update: A Realizable Framework for Multivariate Non-Convex Optimization.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018
Explicit Shape Regression With Characteristic Number for Facial Landmark Localization.
IEEE Trans. Multimedia, 2018

Online Low-Rank Representation Learning for Joint Multi-Subspace Recovery and Clustering.
IEEE Trans. Image Processing, 2018

Designing a stable feedback control system for blind image deconvolution.
Neural Networks, 2018

Discriminative anisotropic propagation with heat source estimation for robust object tracking.
Neural Computing and Applications, 2018

A Bridging Framework for Model Optimization and Deep Propagation.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Learning Collaborative Generation Correction Modules for Blind Image Deblurring and Beyond.
Proceedings of the 2018 ACM Multimedia Conference on Multimedia Conference, 2018

Fast Factorization-free Kernel Learning for Unlabeled Chunk Data Streams.
Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

Toward Designing Convergent Deep Operator Splitting Methods for Task-specific Nonconvex Optimization.
Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

Single Image Layer Separation via Deep Admm Unrolling.
Proceedings of the 2018 IEEE International Conference on Multimedia and Expo, 2018

Joint Residual Learning for Underwater Image Enhancement.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Prior-guided deep residual propagation for non-blind image deconvolution.
Proceedings of the 10th International Conference on Internet Multimedia Computing and Service, 2018

Plug-and-play correlation filters for visual tracking.
Proceedings of the 10th International Conference on Internet Multimedia Computing and Service, 2018

Robust Haze Removal Via Joint Deep Transmission and Scene Propagation.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Deep Layer Prior Optimization for Single Image Rain Streaks Removal.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Unrolled Optimization with Deep Priors for Intrinsic Image Decomposition.
Proceedings of the Fourth IEEE International Conference on Multimedia Big Data, 2018

Adaptive Optimization with Nested Prior Navigation for Blind Image Deblurring.
Proceedings of the Fourth IEEE International Conference on Multimedia Big Data, 2018

Single Image Dehazing via Adaptive Transmission Optimization with Deep Prior.
Proceedings of the Fourth IEEE International Conference on Multimedia Big Data, 2018

Unsupervised Representation Learning With Long-Term Dynamics for Skeleton Based Action Recognition.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Proximal Alternating Direction Network: A Globally Converged Deep Unrolling Framework.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Self-Reinforced Cascaded Regression for Face Alignment.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017
A nonlocal L0 model with regression predictor for saliency detection and extension.
The Visual Computer, 2017

Adaptive low-rank subspace learning with online optimization for robust visual tracking.
Neural Networks, 2017

Deep Location-Specific Tracking.
Proceedings of the 2017 ACM on Multimedia Conference, 2017

Learning an Alternating Bergman Network for Non-convex and Non-smooth Optimization Problems.
Proceedings of the Intelligence Science and Big Data Engineering, 2017

Deep hybrid residual learning with statistic priors for single image super-resolution.
Proceedings of the 2017 IEEE International Conference on Multimedia and Expo, 2017

Blind image deblurring via adaptive dynamical system learning.
Proceedings of the 2017 IEEE International Conference on Multimedia and Expo, 2017

Leveraging geometric correlation for input-adaptive facial landmark regression.
Proceedings of the 2017 IEEE International Conference on Multimedia and Expo, 2017

Learning Multi-Scale Shrinkage Fields for Blind Image Deblurring.
Proceedings of the Internet Multimedia Computing and Service, 2017

Blind Image Deblurring Using Adaptive Priors.
Proceedings of the Internet Multimedia Computing and Service, 2017

The Visual Object Tracking VOT2017 Challenge Results.
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Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

Robust Heterogeneous Discriminative Analysis for Single Sample Per Person Face Recognition.
Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, 2017

2016
A generalized nonlocal mean framework with object-level cues for saliency detection.
The Visual Computer, 2016

Learning to Diffuse: A New Perspective to Design PDEs for Visual Analysis.
IEEE Trans. Pattern Anal. Mach. Intell., 2016

Subspace segmentation by dense block and sparse representation.
Neural Networks, 2016

Region-based CNN for Logo Detection.
Proceedings of the International Conference on Internet Multimedia Computing and Service, 2016

Sparse Gradient Pursuit for Robust Visual Analysis.
Proceedings of the Computer Vision - ACCV 2016, 2016

Linearized Alternating Direction Method with Penalization for Nonconvex and Nonsmooth Optimization.
Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015
Linearized alternating direction method with parallel splitting and adaptive penalty for separable convex programs in machine learning.
Machine Learning, 2015

Diffuse visual attention for saliency detection.
J. Electronic Imaging, 2015

Robust visual tracking via L0 regularized local low-rank feature learning.
J. Electronic Imaging, 2015

Low-rank 3D mesh segmentation and labeling with structure guiding.
Computers & Graphics, 2015

Properly constrained orthonormal functional maps for intrinsic symmetries.
Computers & Graphics, 2015

Characteristic number regression for facial feature extraction.
Proceedings of the 2015 IEEE International Conference on Multimedia and Expo, 2015

Robust visual tracking via discriminative sequential ranking.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Robust visual tracking via discriminative sequential ranking.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Visual tracking via orthogonal sparse coding.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Sparse concept discriminant matrix factorization for image representation.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Correlated warped Gaussian processes for gender-specific age estimation.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Matrix Factorization with Column L0-Norm Constraint for Robust Multi-subspace Analysis.
Proceedings of the IEEE International Conference on Data Mining Workshop, 2015

2014
Structure-Constrained Low-Rank Representation.
IEEE Trans. Neural Netw. Learning Syst., 2014

Learning Markov random walks for robust subspace clustering and estimation.
Neural Networks, 2014

Robust visual tracking via incremental low-rank features learning.
Neurocomputing, 2014

Linear time Principal Component Pursuit and its extensions using ℓ1 filtering.
Neurocomputing, 2014

Latent Subspace Projection Pursuit with Online Optimization for Robust Visual Tracking.
IEEE MultiMedia, 2014

Motion blur kernel estimation via salient edges and low rank prior.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2014

Robust visual tracking using latent subspace projection pursuit.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2014

Incremental robust local dictionary learning for visual tracking.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2014

Adaptive Partial Differential Equation Learning for Visual Saliency Detection.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

Saliency Detection via Nonlocal L_0 Minimization.
Proceedings of the Computer Vision - ACCV 2014, 2014

2013
Low-Rank Structure Learning via Nonconvex Heuristic Recovery.
IEEE Trans. Neural Netw. Learning Syst., 2013

Kernel estimation from salient structure for robust motion deblurring.
Sig. Proc.: Image Comm., 2013

Toward designing intelligent PDEs for computer vision: An optimal control approach.
Image Vision Comput., 2013

Saliency detection based on an edge-preserving filter.
Proceedings of the IEEE International Conference on Image Processing, 2013

Mixture of related regressions for head pose estimation.
Proceedings of the IEEE International Conference on Image Processing, 2013

Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty for Separable Convex Programs in Machine Learning.
Proceedings of the Asian Conference on Machine Learning, 2013

2012
Fixed-rank representation for unsupervised visual learning.
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

2011
Linearized Alternating Direction Method with Adaptive Penalty for Low-Rank Representation.
Proceedings of the Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011. Proceedings of a meeting held 12-14 December 2011, 2011

Robust head pose estimation via Convex Regularized Sparse Regression.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

2010
Feature extraction by learning Lorentzian metric tensor and its extensions.
Pattern Recognition, 2010

Learning PDEs for Image Restoration via Optimal Control.
Proceedings of the Computer Vision, 2010

2009
Lorentzian Discriminant Projection and Its Applications.
Proceedings of the Computer Vision, 2009


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