Zhouchen Lin

Proceedings of the International Conference on Machine Learning, 2022

Optimization inspired Multi-Branch Equilibrium Models.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Learning Representations, 2022

Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Learning Representations, 2022

A Unified Contrastive Energy-based Model for Understanding the Generative Ability of Adversarial Training.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Learning Representations, 2022

Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

Convolutional Transformer Networks for Epileptic Seizure Detection.

[BibT_eX]

[DOI]

Proceedings of the 31st ACM International Conference on Information & Knowledge Management, 2022

Efficient and Scalable Implicit Graph Neural Networks with Virtual Equilibrium.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Big Data, 2022

Alternating Direction Method of Multipliers for Machine Learning

[BibT_eX]

[DOI]

Springer, ISBN: 978-981-16-9839-2, 2022

2021

Towards Efficient Scene Understanding via Squeeze Reasoning.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2021

Reconstruction regularized low-rank subspace learning for cross-modal retrieval.

[BibT_eX]

[DOI]

Pattern Recognit., 2021

Tensor Low-Rank Representation for Data Recovery and Clustering.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2021

DATA: Differentiable ArchiTecture Approximation With Distribution Guided Sampling.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2021

Accelerated Variance Reduction Stochastic ADMM for Large-Scale Machine Learning.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2021

Tensor Q-rank: new data dependent definition of tensor rank.

[BibT_eX]

[DOI]

Hao Kong

Mach. Learn., 2021

Histogram Transform Ensembles for Large-scale Regression.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2021

Recurrent learning with clique structures for prostate sparse-view CT artifacts reduction.

[BibT_eX]

[DOI]

IET Image Process., 2021

Pareto Adversarial Robustness: Balancing Spatial Robustness and Sensitivity-based Robustness.

[BibT_eX]

[DOI]

Mingjie Li

CoRR, 2021

Quantized Neural Networks via {-1, +1} Encoding Decomposition and Acceleration.

[BibT_eX]

[DOI]

CoRR, 2021

Gradient Boosted Binary Histogram Ensemble for Large-scale Regression.

[BibT_eX]

[DOI]

CoRR, 2021

Optimization Induced Equilibrium Networks.

[BibT_eX]

[DOI]

CoRR, 2021

PDO-eS2CNNs: Partial Differential Operator Based Equivariant Spherical CNNs.

[BibT_eX]

[DOI]

CoRR, 2021

Accelerated Gradient Tracking over Time-varying Graphs for Decentralized Optimization.

[BibT_eX]

[DOI]

CoRR, 2021

Long-Tail Hashing.

[BibT_eX]

[DOI]

Proceedings of the SIGIR '21: The 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2021

Reparameterized Sampling for Generative Adversarial Networks.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2021

Training Feedback Spiking Neural Networks by Implicit Differentiation on the Equilibrium State.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Dissecting the Diffusion Process in Linear Graph Convolutional Networks.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Residual Relaxation for Multi-view Representation Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Gauge Equivariant Transformer.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Efficient Equivariant Network.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

On Training Implicit Models.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Channel-Weighted Squeeze-and-Excitation Networks For Epileptic Seizure Detection.

[BibT_eX]

[DOI]

Nan Ke

Tong Lin

Proceedings of the 33rd IEEE International Conference on Tools with Artificial Intelligence, 2021

Leveraged Weighted Loss for Partial Label Learning.

[BibT_eX]

[DOI]

Proceedings of the 38th International Conference on Machine Learning, 2021

Uncertainty Principles of Encoding GANs.

[BibT_eX]

[DOI]

Proceedings of the 38th International Conference on Machine Learning, 2021

GBHT: Gradient Boosting Histogram Transform for Density Estimation.

[BibT_eX]

[DOI]

Proceedings of the 38th International Conference on Machine Learning, 2021

AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models.

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Learning Representations, 2021

Is Attention Better Than Matrix Decomposition?

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Learning Representations, 2021

Graph Contrastive Clustering.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

Towards Improving the Consistency, Efficiency, and Flexibility of Differentiable Neural Architecture Search.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

PointFlow: Flowing Semantics Through Points for Aerial Image Segmentation.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

PDO-eS2CNNs: Partial Differential Operator Based Equivariant Spherical CNNs.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

Learned Extragradient ISTA with Interpretable Residual Structures for Sparse Coding.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Decentralized Accelerated Gradient Methods With Increasing Penalty Parameters.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2020

Neural Multimodal Cooperative Learning Toward Micro-Video Understanding.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2020

Revisiting EXTRA for Smooth Distributed Optimization.

[BibT_eX]

[DOI]

SIAM J. Optim., 2020

Accelerated First-Order Optimization Algorithms for Machine Learning.

[BibT_eX]

[DOI]

Proc. IEEE, 2020

Tensor Robust Principal Component Analysis with a New Tensor Nuclear Norm.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2020

On the Convergence of Learning-Based Iterative Methods for Nonconvex Inverse Problems.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2020

Provable accelerated gradient method for nonconvex low rank optimization.

[BibT_eX]

[DOI]

Mach. Learn., 2020

On the Complexity Analysis of the Primal Solutions for the Accelerated Randomized Dual Coordinate Ascent.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2020

Learning Optimization-inspired Image Propagation with Control Mechanisms and Architecture Augmentations for Low-level Vision.

[BibT_eX]

[DOI]

CoRR, 2020

Optimal Accelerated Variance Reduced EXTRA and DIGing for Strongly Convex and Smooth Decentralized Optimization.

[BibT_eX]

[DOI]

Yongchun Fang

CoRR, 2020

Classify and Generate Reciprocally: Simultaneous Positive-Unlabelled Learning and Conditional Generation with Extra Data.

[BibT_eX]

[DOI]

CoRR, 2020

ISTA-NAS: Efficient and Consistent Neural Architecture Search by Sparse Coding.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Maximum-and-Concatenation Networks.

[BibT_eX]

[DOI]

Proceedings of the 37th International Conference on Machine Learning, 2020

PDO-eConvs: Partial Differential Operator Based Equivariant Convolutions.

[BibT_eX]

[DOI]

Proceedings of the 37th International Conference on Machine Learning, 2020

Implicit Euler Skip Connections: Enhancing Adversarial Robustness via Numerical Stability.

[BibT_eX]

[DOI]

Mingjie Li

Lingshen He

Proceedings of the 37th International Conference on Machine Learning, 2020

Boosted Histogram Transform for Regression.

[BibT_eX]

[DOI]

Proceedings of the 37th International Conference on Machine Learning, 2020

Invertible Image Rescaling.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2020, 2020

Improving Semantic Segmentation via Decoupled Body and Edge Supervision.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2020, 2020

Spatial Pyramid Based Graph Reasoning for Semantic Segmentation.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Dynamical System Inspired Adaptive Time Stepping Controller for Residual Network Families.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

SOGNet: Scene Overlap Graph Network for Panoptic Segmentation.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

Unified Graph and Low-Rank Tensor Learning for Multi-View Clustering.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

Multi-Stage Self-Supervised Learning for Graph Convolutional Networks on Graphs with Few Labeled Nodes.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

Synthetic Depth Transfer for Monocular 3D Object Pose Estimation in the Wild.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

Accelerated Optimization for Machine Learning - First-Order Algorithms

[BibT_eX]

[DOI]

Springer, ISBN: 978-981-15-2909-2, 2020

2019

ℓ1-Norm Heteroscedastic Discriminant Analysis Under Mixture of Gaussian Distributions.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2019

The Augmented Homogeneous Coordinates Matrix-Based Projective Mismatch Removal for Partial-Duplicate Image Search.

[BibT_eX]

[DOI]

Yan Zheng

IEEE Trans. Image Process., 2019

Essential Tensor Learning for Multi-View Spectral Clustering.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2019

Subspace Clustering Under Complex Noise.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. Video Technol., 2019

Robust 3D Human Pose Estimation from Single Images or Video Sequences.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2019

Subspace Clustering by Block Diagonal Representation.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2019

ADA-Tucker: Compressing deep neural networks via adaptive dimension adjustment tucker decomposition.

[BibT_eX]

[DOI]

Neural Networks, 2019

Accelerated Alternating Direction Method of Multipliers: An Optimal O(1 / K) Nonergodic Analysis.

[BibT_eX]

[DOI]

J. Sci. Comput., 2019

Two-weight and three-weight linear codes based on Weil sums.

[BibT_eX]

[DOI]

Gaopeng Jian

Rongquan Feng

Finite Fields Their Appl., 2019

Tensor Q-Rank: A New Data Dependent Tensor Rank.

[BibT_eX]

[DOI]

Hao Kong

CoRR, 2019

Multi-Stage Self-Supervised Learning for Graph Convolutional Networks.

[BibT_eX]

[DOI]

CoRR, 2019

Enhancing the Robustness of Deep Neural Networks by Boundary Conditional GAN.

[BibT_eX]

[DOI]

CoRR, 2019

Towards Understanding Adversarial Examples Systematically: Exploring Data Size, Task and Model Factors.

[BibT_eX]

[DOI]

CoRR, 2019

Virtual Adversarial Training on Graph Convolutional Networks in Node Classification.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition and Computer Vision - Second Chinese Conference, 2019

Neural Ordinary Differential Equations with Envolutionary Weights.

[BibT_eX]

[DOI]

Lingshen He

Xingyu Xie

Proceedings of the Pattern Recognition and Computer Vision - Second Chinese Conference, 2019

R ^2 2 -Net: Recurrent and Recursive Network for Sparse-View CT Artifacts Removal.

[BibT_eX]

[DOI]

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019

Differentiable Linearized ADMM.

[BibT_eX]

[DOI]

Proceedings of the 36th International Conference on Machine Learning, 2019

Deep Comprehensive Correlation Mining for Image Clustering.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision, 2019

Expectation-Maximization Attention Networks for Semantic Segmentation.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision, 2019

Self-Supervised Convolutional Subspace Clustering Network.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

Sharp Analysis for Nonconvex SGD Escaping from Saddle Points.

[BibT_eX]

[DOI]

Tong Zhang

Proceedings of the Conference on Learning Theory, 2019

Lifted Proximal Operator Machines.

[BibT_eX]

[DOI]

Jia Li

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018

Tensor Factorization for Low-Rank Tensor Completion.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2018

Globally Variance-Constrained Sparse Representation and Its Application in Image Set Coding.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2018

Binary Multidimensional Scaling for Hashing.

[BibT_eX]

[DOI]

Yameng Huang

IEEE Trans. Image Process., 2018

Low-Rank Matrix Recovery Via Robust Outlier Estimation.

[BibT_eX]

[DOI]

Xiaojie Guo

IEEE Trans. Image Process., 2018

Optimized projections for compressed sensing via direct mutual coherence minimization.

[BibT_eX]

[DOI]

Signal Process., 2018

On the Applications of Robust PCA in Image and Video Processing.

[BibT_eX]

[DOI]

Proc. IEEE, 2018

Bilinear Factor Matrix Norm Minimization for Robust PCA: Algorithms and Applications.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2018

A Unified Alternating Direction Method of Multipliers by Majorization Minimization.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2018

Robust Matrix Factorization by Majorization Minimization.

[BibT_eX]

[DOI]

Chen Xu

IEEE Trans. Pattern Anal. Mach. Intell., 2018

t-Schatten-p Norm for Low-Rank Tensor Recovery.

[BibT_eX]

[DOI]

Hao Kong

Xingyu Xie

IEEE J. Sel. Top. Signal Process., 2018

Introduction to the Issue on Robust Subspace Learning and Tracking: Theory, Algorithms, and Applications.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2018

Demosaicking based on channel-correlation adaptive dictionary learning.

[BibT_eX]

[DOI]

Chen-Yan Bai

Jia Li

J. Electronic Imaging, 2018

Dictionary learning with structured noise.

[BibT_eX]

[DOI]

Neurocomputing, 2018

Accelerating Asynchronous Algorithms for Convex Optimization by Momentum Compensation.

[BibT_eX]

[DOI]

Yameng Huang

CoRR, 2018

Joint Sub-bands Learning with Clique Structures for Wavelet Domain Super-Resolution.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

SPIDER: Near-Optimal Non-Convex Optimization via Stochastic Path-Integrated Differential Estimator.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Exact Low Tubal Rank Tensor Recovery from Gaussian Measurements.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

Alternating Multi-bit Quantization for Recurrent Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 6th International Conference on Learning Representations, 2018

Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2018, 2018

Convolutional Neural Networks With Alternately Updated Clique.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

Joint Dictionary Learning and Semantic Constrained Latent Subspace Projection for Cross-Modal Retrieval.

[BibT_eX]

[DOI]

Proceedings of the 27th ACM International Conference on Information and Knowledge Management, 2018

Optimization Algorithm Inspired Deep Neural Network Structure Design.

[BibT_eX]

[DOI]

Proceedings of The 10th Asian Conference on Machine Learning, 2018

Construction of Incoherent Dictionaries via Direct Babel Function Minimization.

[BibT_eX]

[DOI]

Proceedings of The 10th Asian Conference on Machine Learning, 2018

Nonconvex Sparse Spectral Clustering by Alternating Direction Method of Multipliers and Its Convergence Analysis.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017

Label Information Guided Graph Construction for Semi-Supervised Learning.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2017

Bilevel Model-Based Discriminative Dictionary Learning for Recognition.

[BibT_eX]

[DOI]

Pan Zhou

IEEE Trans. Image Process., 2017

The Shape Interaction Matrix-Based Affine Invariant Mismatch Removal for Partial-Duplicate Image Search.

[BibT_eX]

[DOI]

Yang Lin

IEEE Trans. Image Process., 2017

Optimized Color Filter Arrays for Sparse Representation-Based Demosaicking.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2017

Automatic Design of High-Sensitivity Color Filter Arrays With Panchromatic Pixels.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2017

Feature learning via partial differential equation with applications to face recognition.

[BibT_eX]

[DOI]

Pattern Recognit., 2017

Locality-constrained linear coding based bi-layer model for multi-view facial expression recognition.

[BibT_eX]

[DOI]

Neurocomputing, 2017

Efficient tree-structured SfM by RANSAC generalized Procrustes analysis.

[BibT_eX]

[DOI]

Comput. Vis. Image Underst., 2017

Joint Latent Subspace Learning and Regression for Cross-Modal Retrieval.

[BibT_eX]

[DOI]

Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2017

Faster and Non-ergodic O(1/K) Stochastic Alternating Direction Method of Multipliers.

[BibT_eX]

[DOI]

Feng Cheng

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Factorization for projective and metric reconstruction via truncated nuclear norm.

[BibT_eX]

[DOI]

Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

ROUTE: Robust Outlier Estimation for Low Rank Matrix Recovery.

[BibT_eX]

[DOI]

Xiaojie Guo

Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

Globally Variance-Constrained Sparse Representation for Rate-Distortion Optimized Image Representation.

[BibT_eX]

[DOI]

Proceedings of the 2017 Data Compression Conference, 2017

Fast Compressive Phase Retrieval under Bounded Noise.

[BibT_eX]

[DOI]

Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

A Unified Convex Surrogate for the Schatten-p Norm.

[BibT_eX]

[DOI]

Chen Xu

Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

Parallel Asynchronous Stochastic Variance Reduction for Nonconvex Optimization.

[BibT_eX]

[DOI]

Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016

Integrated Low-Rank-Based Discriminative Feature Learning for Recognition.

[BibT_eX]

[DOI]

Pan Zhou

IEEE Trans. Neural Networks Learn. Syst., 2016

Tensor LRR and Sparse Coding-Based Subspace Clustering.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2016

Completing Low-Rank Matrices With Corrupted Samples From Few Coefficients in General Basis.

[BibT_eX]

[DOI]

Hongyang Zhang

IEEE Trans. Inf. Theory, 2016

Convex Sparse Spectral Clustering: Single-View to Multi-View.

[BibT_eX]

[DOI]

Shuicheng Yan

IEEE Trans. Image Process., 2016

Nonconvex Nonsmooth Low Rank Minimization via Iteratively Reweighted Nuclear Norm.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2016

Automatic Design of Color Filter Arrays in the Frequency Domain.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2016

Transformation invariant subspace clustering.

[BibT_eX]

[DOI]

Pattern Recognit., 2016

Laplacian Regularized Low-Rank Representation and Its Applications.

[BibT_eX]

[DOI]

Ming Yin

Junbin Gao

IEEE Trans. Pattern Anal. Mach. Intell., 2016

Learning to Diffuse: A New Perspective to Design PDEs for Visual Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2016

Fast Multidimensional Ellipsoid-Specific Fitting by Alternating Direction Method of Multipliers.

[BibT_eX]

[DOI]

Yameng Huang

IEEE Trans. Pattern Anal. Mach. Intell., 2016

Penrose high-dynamic-range imaging.

[BibT_eX]

[DOI]

J. Electronic Imaging, 2016

Locality-preserving low-rank representation for graph construction from nonlinear manifolds.

[BibT_eX]

[DOI]

Neurocomputing, 2016

A fast alternating time-splitting approach for learning partial differential equations.

[BibT_eX]

[DOI]

Zhenyu Zhao

Yi Wu

Neurocomputing, 2016

Globally Variance-Constrained Sparse Representation for Image Set Compression.

[BibT_eX]

[DOI]

CoRR, 2016

A Unified Convex Surrogate for the Schatten-$p$ Norm.

[BibT_eX]

[DOI]

Chen Xu

CoRR, 2016

Subspace Clustering Based Tag Sharing for Inductive Tag Matrix Refinement with Complex Errors.

[BibT_eX]

[DOI]

Yuqing Hou

Jin-ge Yao

Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval, 2016

Multi-view common space learning for emotion recognition in the wild.

[BibT_eX]

[DOI]

Proceedings of the 18th ACM International Conference on Multimodal Interaction, 2016

Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks.

[BibT_eX]

[DOI]

Li Shen

Qingming Huang

Proceedings of the Computer Vision - ECCV 2016, 2016

Robust Kernel Estimation with Outliers Handling for Image Deblurring.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

Tensor Robust Principal Component Analysis: Exact Recovery of Corrupted Low-Rank Tensors via Convex Optimization.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

Relaxed Majorization-Minimization for Non-Smooth and Non-Convex Optimization.

[BibT_eX]

[DOI]

Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

Fast Proximal Linearized Alternating Direction Method of Multiplier with Parallel Splitting.

[BibT_eX]

[DOI]

Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015

Signature Sample Synthesis.

[BibT_eX]

[DOI]

Liang Wan

Proceedings of the Encyclopedia of Biometrics, Second Edition, 2015

Constructing a Nonnegative Low-Rank and Sparse Graph With Data-Adaptive Features.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2015

Dual Graph Regularized Latent Low-Rank Representation for Subspace Clustering.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2015

Multi-Level Discriminative Dictionary Learning With Application to Large Scale Image Classification.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2015

Smoothed Low Rank and Sparse Matrix Recovery by Iteratively Reweighted Least Squares Minimization.

[BibT_eX]

[DOI]

Shuicheng Yan

IEEE Trans. Image Process., 2015

Penrose Demosaicking.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2015

Robust nuclear norm regularized regression for face recognition with occlusion.

[BibT_eX]

[DOI]

Pattern Recognit., 2015

Relations Among Some Low-Rank Subspace Recovery Models.

[BibT_eX]

[DOI]

Neural Comput., 2015

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

[BibT_eX]

[DOI]

Mach. Learn., 2015

A robust hybrid method for text detection in natural scenes by learning-based partial differential equations.

[BibT_eX]

[DOI]

Neurocomputing, 2015

Learning Deep Convolutional Neural Networks for Places2 Scene Recognition.

[BibT_eX]

[DOI]

Li Shen

Qingming Huang

CoRR, 2015

Image tag completion and refinement by subspace clustering and matrix completion.

[BibT_eX]

[DOI]

Yuqing Hou

Proceedings of the 2015 Visual Communications and Image Processing, 2015

Accelerated Proximal Gradient Methods for Nonconvex Programming.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Determining step sizes in geometric optimization algorithms.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2015

Adaptive Sharing for Image Classification.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, 2015

Multiple Models Fusion for Emotion Recognition in the Wild.

[BibT_eX]

[DOI]

Proceedings of the 2015 ACM on International Conference on Multimodal Interaction, Seattle, WA, USA, November 09, 2015

Learning Semi-Supervised Representation Towards a Unified Optimization Framework for Semi-Supervised Learning.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

Subspace clustering by Mixture of Gaussian Regression.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

A new retraction for accelerating the Riemannian three-factor low-rank matrix completion algorithm.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

Exact Recoverability of Robust PCA via Outlier Pursuit with Tight Recovery Bounds.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

Generalized Singular Value Thresholding.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

2014

Transform invariant text extraction.

[BibT_eX]

[DOI]

Vis. Comput., 2014

L1-Norm Kernel Discriminant Analysis Via Bayes Error Bound Optimization for Robust Feature Extraction.

[BibT_eX]

[DOI]

Haixian Wang

IEEE Trans. Neural Networks Learn. Syst., 2014

A Regularized Approach for Geodesic-Based Semisupervised Multimanifold Learning.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2014

Learning Markov random walks for robust subspace clustering and estimation.

[BibT_eX]

[DOI]

Zhixun Su

Neural Networks, 2014

Robust latent low rank representation for subspace clustering.

[BibT_eX]

[DOI]

Neurocomputing, 2014

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

[BibT_eX]

[DOI]

Neurocomputing, 2014

Constructing a Non-Negative Low Rank and Sparse Graph with Data-Adaptive Features.

[BibT_eX]

[DOI]

CoRR, 2014

Tensor LRR based subspace clustering.

[BibT_eX]

[DOI]

Proceedings of the 2014 International Joint Conference on Neural Networks, 2014

Low Rank Global Geometric Consistency for Partial-Duplicate Image Search.

[BibT_eX]

[DOI]

Proceedings of the 22nd International Conference on Pattern Recognition, 2014

L1-norm global geometric consistency for partial-duplicate image retrieval.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Robust Estimation of 3D Human Poses from a Single Image.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

Robust Low-Rank Regularized Regression for Face Recognition with Occlusion.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2014

Generalized Nonconvex Nonsmooth Low-Rank Minimization.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

Adaptive Partial Differential Equation Learning for Visual Saliency Detection.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

Smooth Representation Clustering.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

Robust Subspace Segmentation with Block-Diagonal Prior.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

Proximal Iteratively Reweighted Algorithm with Multiple Splitting for Nonconvex Sparsity Optimization.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

2013

Fast gradient vector flow computation based on augmented Lagrangian method.

[BibT_eX]

[DOI]

Pattern Recognit. Lett., 2013

Robust Recovery of Subspace Structures by Low-Rank Representation.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2013

Toward designing intelligent PDEs for computer vision: An optimal control approach.

[BibT_eX]

[DOI]

Image Vis. Comput., 2013

Regularized Semi-Supervised Latent Dirichlet Allocation for visual concept learning.

[BibT_eX]

[DOI]

Neurocomputing, 2013

A comparison of typical ℓp minimization algorithms.

[BibT_eX]

[DOI]

Neurocomputing, 2013

Bases sorting: Generalizing the concept of frequency for over-complete dictionaries.

[BibT_eX]

[DOI]

Chun-Guang Li

Jun Guo

Neurocomputing, 2013

Linearized Alternating Direction Method with Adaptive Penalty and Warm Starts for Fast Solving Transform Invariant Low-Rank Textures.

[BibT_eX]

[DOI]

Xiang Ren

Int. J. Comput. Vis., 2013

A Counterexample for the Validity of Using Nuclear Norm as a Convex Surrogate of Rank.

[BibT_eX]

[DOI]

Hongyang Zhang

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2013

Rectification of Optical Characters as Transform Invariant Low-Rank Textures.

[BibT_eX]

[DOI]

Proceedings of the 12th International Conference on Document Analysis and Recognition, 2013

Correntropy Induced L2 Graph for Robust Subspace Clustering.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Computer Vision, 2013

Correlation Adaptive Subspace Segmentation by Trace Lasso.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Computer Vision, 2013

Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty for Separable Convex Programs in Machine Learning.

[BibT_eX]

[DOI]

Zhixun Su

Proceedings of the Asian Conference on Machine Learning, 2013

2012

A new discriminant subspace analysis approach for multi-class problems.

[BibT_eX]

[DOI]

Pattern Recognit., 2012

Geodesic Based Semi-supervised Multi-manifold Feature Extraction.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE International Conference on Data Mining, 2012

Non-negative low rank and sparse graph for semi-supervised learning.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

Fixed-rank representation for unsupervised visual learning.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

2011

Learning Semi-Riemannian Metrics for Semisupervised Feature Extraction.

[BibT_eX]

[DOI]

Wei Zhang

IEEE Trans. Knowl. Data Eng., 2011

A Generalized Accelerated Proximal Gradient Approach for Total-Variation-Based Image Restoration.

[BibT_eX]

[DOI]

Wangmeng Zuo

IEEE Trans. Image Process., 2011

A Geometric Method for Optimal Design of Color Filter Arrays.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2011

Penrose Pixels for Super-Resolution.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2011

The frequency structure matrix: A representation of color filter arrays.

[BibT_eX]

[DOI]

Yan Li

Pengwei Hao

Int. J. Imaging Syst. Technol., 2011

Solving Principal Component Pursuit in Linear Time via $l_1$ Filtering

[BibT_eX]

[DOI]

CoRR, 2011

Some Software Packages for Partial SVD Computation

[BibT_eX]

[DOI]

CoRR, 2011

Analysis and Improvement of Low Rank Representation for Subspace segmentation

[BibT_eX]

[DOI]

Siming Wei

CoRR, 2011

Linearized Alternating Direction Method with Adaptive Penalty for Low-Rank Representation.

[BibT_eX]

[DOI]

Zhixun Su

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

2010

A rank-one update algorithm for fast solving kernel Foley-Sammon optimal discriminant vectors.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks, 2010

Feature extraction by learning Lorentzian metric tensor and its extensions.

[BibT_eX]

[DOI]

Pattern Recognit., 2010

Unsupervised Object Segmentation with a Hybrid Graph Model (HGM).

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2010

A Block Lanczos with Warm Start Technique for Accelerating Nuclear Norm Minimization Algorithms

[BibT_eX]

[DOI]

Siming Wei

CoRR, 2010

The Augmented Lagrange Multiplier Method for Exact Recovery of Corrupted Low-Rank Matrices.

[BibT_eX]

[DOI]

Minming Chen

Yi Ma

CoRR, 2010

Robust Subspace Segmentation by Low-Rank Representation.

[BibT_eX]

[DOI]

Guangcan Liu

Yong Yu

Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010

Emotion Recognition from Arbitrary View Facial Images.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2010, 2010

Learning PDEs for Image Restoration via Optimal Control.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision, 2010

Tree Structure Based Analyses on Compressive Sensing for Binary Sparse Sources.

[BibT_eX]

[DOI]

Proceedings of the 2010 Data Compression Conference (DCC 2010), 2010

The multiscale competitive code via sparse representation for palmprint verification.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

2009

Signature Sample Synthesis.

[BibT_eX]

[DOI]

Liang Wan

Proceedings of the Encyclopedia of Biometrics, 2009

Kernel Nyström method for light transport.

[BibT_eX]

[DOI]

ACM Trans. Graph., 2009

Radon Representation-Based Feature Descriptor for Texture Classification.

[BibT_eX]

[DOI]

Guangcan Liu

Yong Yu

IEEE Trans. Image Process., 2009

Classification via Minimum Incremental Coding Length.

[BibT_eX]

[DOI]

SIAM J. Imaging Sci., 2009

Tensor linear Laplacian discrimination (TLLD) for feature extraction.

[BibT_eX]

[DOI]

Wei Zhang

Pattern Recognit., 2009

Multi-output regression on the output manifold.

[BibT_eX]

[DOI]

Guangcan Liu

Yong Yu

Pattern Recognit., 2009

Fast, automatic and fine-grained tampered JPEG image detection via DCT coefficient analysis.

[BibT_eX]

[DOI]

Pattern Recognit., 2009

Optimizing Multi-Class Spatio-Spectral Filters via Bayes Error Estimation for EEG Classification.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009

A novel approach to expression recognition from non-frontal face images.

[BibT_eX]

[DOI]

Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Analysis on Rate-Distortion Performance of Compressive Sensing for Binary Sparse Source.

[BibT_eX]

[DOI]

Proceedings of the 2009 Data Compression Conference (DCC 2009), 2009

Lorentzian Discriminant Projection and Its Applications.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision, 2009

Refined Exponential Filter with Applications to Image Restoration and Interpolation.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision, 2009

2008

Modeling and rendering of heterogeneous translucent materials using the diffusion equation.

[BibT_eX]

[DOI]

ACM Trans. Graph., 2008

Perceptual image preview.

[BibT_eX]

[DOI]

Multim. Syst., 2008

Limits of Learning-Based Superresolution Algorithms.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., 2008

Classification via semi-Riemannian spaces.

[BibT_eX]

[DOI]

Deli Zhao

Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

2007

High Resolution Animated Scenes from Stills.

[BibT_eX]

[DOI]

IEEE Trans. Vis. Comput. Graph., 2007

Style-preserving English handwriting synthesis.

[BibT_eX]

[DOI]

Liang Wan

Pattern Recognit., 2007

Classification via Minimum Incremental Coding Length (MICL).

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 20, 2007

Laplacian PCA and Its Applications.

[BibT_eX]

[DOI]

Deli Zhao

Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Contextual Distance for Data Perception.

[BibT_eX]

[DOI]

Deli Zhao

Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Penrose Pixels Super-Resolution in the Detector Layout Domain.

[BibT_eX]

[DOI]

Moshe Ben-Ezra

Bennett Wilburn

Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Linear Laplacian Discrimination for Feature Extraction.

[BibT_eX]

[DOI]

Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

2006

Rule-based cleanup of on-line English ink notes.

[BibT_eX]

[DOI]

Rongrong Wang

Pattern Recognit., 2006

Response to the Comments on "Fundamental Limits of Reconstruction-Based Superresolution Algorithms under Local Translation'.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2006

Table Detection in Online Ink Notes.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2006

Real-time rendering of realistic rain.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Computer Graphics and Interactive Techniques, 2006

Detecting Doctored JPEG Images Via DCT Coefficient Analysis.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision, 2006

2005

Optimal Polynomial Filters.

[BibT_eX]

[DOI]

J. Graph. Tools, 2005

Prefiltering Two-Dimensional Polygons without Clipping.

[BibT_eX]

[DOI]

J. Graph. Tools, 2005

Detecting Doctored Images Using Camera Response Normality and Consistency.

[BibT_eX]

[DOI]

Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

2004

Fundamental Limits of Reconstruction-Based Superresolution Algorithms under Local Translation.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2004

A Geometric Analysis of Light Field Rendering.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., 2004

2003

Correction and rectification of light fields.

[BibT_eX]

[DOI]

Comput. Graph., 2003

2002

Relighting with the Reflected Irradiance Field: Representation, Sampling and Reconstruction.

[BibT_eX]

[DOI]

Tien-Tsin Wong

Int. J. Comput. Vis., 2002

2001

On the Fundamental Limits of Reconstruction-Based Super-Resolution Algorithms.

[BibT_eX]

[DOI]

Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2001), 2001

2000

On the Number of Samples Needed in Light Field Rendering with Constant-Depth Assumption.

[BibT_eX]

[DOI]

Proceedings of the 2000 Conference on Computer Vision and Pattern Recognition (CVPR 2000), 2000

1999

An Anisotropic Diffusion PDE for Noise Reduction and Thin Edge Preservation.

[BibT_eX]

[DOI]