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  • Alternating direction method of multipliers for non-negative matrix factorization with the beta-divergence

    D.L. Sun & C. Févotte , IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ,  2014
    MATLAB

    Free

  • Nonlinear hyperspectral unmixing with robust nonnegative matrix factorization

    C. Févotte & N. Dobigeon , IEEE Transactions on Image Processing ,  2015
    MATLAB

    Free

  • Optimal spectral transportation with application to music transcription

    R. Flamary, C. Févotte, N. Courty & V. Emiya , Advances in Neural Information Processing Systems (NIPS) ,  2016
    Python

    Free

  • Nonlocal back-projection for adaptive image enlargement

    Weisheng Dong, Lei Zhang, Guangming Shi, and Xiaolin Wu , 2009 International Conference on Image Processing (ICIP 2009) ,  2009
    Visual C++

    Free

  • A Multi-Scale Bilateral Structure Tensor Based Corner Detector

    Lin Zhang, Lei Zhang, and David Zhang , 2009 Asian Conference of Computer Vision (ACCV 2009) ,  2009
    MATLAB

    Free

  • On the Dimensionality Reduction for Sparse Representation based Face Recognition

    Lei Zhang, Meng Yang, Zhizhao Feng, and David Zhang , 2010 International Conference on Pattern Recognition (ICPR 2010) ,  2010
    MATLAB

    Free

  • A Variational Multiphase Level Set Approach to Simultaneous Segmentation and Bias Correction

    Kaihua Zhang, Lei Zhang, and Su Zhang , 2010 IEEE International Conference on Image Processing (ICIP 2010) ,  2010
    MATLAB

    Free

  • RFSIM: A Feature based Image Quality Assessment Metric using Riesz Transforms

    Lin Zhang, Lei Zhanga, and Xuanqin Mou , 2010 IEEE International Conference on Image Processing (ICIP 2010) ,  2010
    MATLAB

    Free

  • Monogenic-LBP: A New Approach for Rotation Invariant Texture Classification

    Lin Zhang, Lei Zhang, Zhenhua Guo, and David Zhang , 2010 IEEE International Conference on Image Processing (ICIP 2010) ,  2010
    MATLAB

    Free

  • Metaface Learning for Sparse Representation based Face Recognition

    Meng Yang, Lei Zhanga, Jian Yang and David Zhang , 2010 IEEE International Conference on Image Processing (ICIP 2010) ,  2010
    MATLAB

    Free

  • Gabor Feature based Sparse Representation for Face Recognition with Gabor Occlusion Dictionary

    Meng Yang, and Lei Zhang , 2010 European Conference on Computer Vision (ECCV 2010) ,  2010
    MATLAB

    Free

  • Sparsity-based Image Denoising via Dictionary Learning and Structural Clustering

    Weisheng Dong, Xin Li, Lei Zhang, and Guangming Shi , 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2011) ,  2011
    MATLAB

    Free

  • Robust Sparse Coding for Face Recognition

    Meng Yang, Lei Zhang, Jian Yang, and David Zhang , 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2011) ,  2011
    MATLAB

    Free

  • Centralized Sparse Representation for Image Restoration

    Weisheng Dong, Lei Zhang, and Guangming Shi , 2011 International Conference on Computer Vision (ICCV 2011) ,  2011
    MATLAB

    Free

  • A Linear Subspace Learning Approach via Sparse Coding

    Lei Zhang, Pengfei Zhu, Qinghua Hu and David Zhang , 2011 International Conference on Computer Vision (ICCV 2011) ,  2011
    MATLAB

    Free

  • Fisher Discrimination Dictionary Learning for Sparse Representation

    Meng Yang, Lei Zhang, Xiangchu Feng, and David Zhang , 2011 International Conference on Computer Vision (ICCV 2011) ,  2011
    MATLAB

    Free

  • Sparse Representation or Collaborative Representation: Which Helps Face Recognition?

    Lei Zhang, Meng Yang, and Xiangchu Feng , 2011 International Conference on Computer Vision (ICCV 2011) ,  2011
    MATLAB

    Free

  • Semi-Coupled Dictionary Learning with Applications to Image Super-Resolution and Photo-Sketch Image Synthesis

    Shenlong Wang, Lei Zhang, Yan Liang, and Quan Pan , 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2012) ,  2012
    MATLAB

    Free

  • Relaxed Collaborative Representation for Pattern Classification

    Meng Yang, Lei Zhang, David Zhang and Shenlong Wang , 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2012) ,  2012
    MATLAB

    Free

  • Multi-scale Patch based Collaborative Representation for Face Recognition with Margin Distribution Optimization

    Pengfei Zhu, Lei Zhang, Qinghua Hu, and Simon C.K. Shiu , European Conference on Computer Vision (ECCV 2012) ,  2012
    MATLAB

    Free

  • Efficient Misalignment-Robust Representation for Real-Time Face Recognition

    Meng Yang, Lei Zhang, and David Zhang , European Conference on Computer Vision (ECCV 2012) ,  2012
    MATLAB

    Free

  • Robust Point Matching Revisited: A Concave Optimization Approach

    Wei Lian and Lei Zhang , European Conference on Computer Vision (ECCV 2012) ,  2012
    MATLAB

    Free

  • Evaluation of Image Segmentation Quality by Adaptive Ground Truth Composition

    Bo Peng and Lei Zhang , European Conference on Computer Vision (ECCV 2012) ,  2012
    MATLAB and C++

    Free

  • Real-time Compressive Tracking

    Kaihua Zhang, Lei Zhang and Ming-Hsuan Yang , European Conference on Computer Vision (ECCV 2012) ,  2012
    MATLAB and C++

    Free

  • A Cyclic Weighted Median Method for L1 Low-Rank Matrix Factorization with Missing Entries

    Deyu Meng, Zongben Xu, Lei Zhang and Ji Zhao , AAAI Conference on Artificial Intelligence (AAAI-13) ,  2013
    MATLAB

    Free

  • Learning without Human Scores for Blind Image Quality Assessment

    Wufeng Xue, Lei Zhang and Xuanqin Mou , 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2013) ,  2013
    MATLAB

    Free

  • Texture Enhanced Image Denoising via Gradient Histogram Preservation

    Wangmeng Zuo, Lei Zhang, Chunwei Song, and David Zhang , Conference on Computer Vision and Pattern Recognition (CVPR 2013) ,  2013
    MATLAB

    Free

  • Sparse Variation Dictionary Learning for Face Recognition with A Single Training Sample Per Person

    Meng Yang, Luc Van Gool and Lei Zhang , 2013 International Conference on Computer Vision (ICCV 2013) ,  2013
    MATLAB

    Free

  • Log-Euclidean Kernels for Sparse Representation and Dictionary Learning

    Peihua Li, Qilong Wang, Wangmeng Zuo and Lei Zhang , 2013 International Conference on Computer Vision (ICCV 2013) ,  2013
    MATLAB

    Free

  • A Novel Earth Mover’s Distance Methodology for Image Matching with Gaussian Mixture Models

    Peihua Li, Qilong Wang, and Lei Zhang , 2013 International Conference on Computer Vision (ICCV 2013) ,  2013
    MATLAB

    Free

  • From Point to Set: Extend the Learning of Distance Metrics

    Pengfei Zhu, Lei Zhang∗, Wangmeng Zuo, David Zhang , 2013 International Conference on Computer Vision (ICCV 2013) ,  2013
    MATLAB

    Free

  • A Generalized Iterated Shrinkage Algorithm for Non-convex Sparse Coding

    Wangmeng Zuo, Deyu Meng, Lei Zhang, Xiangchu Feng, David Zhang , 2013 International Conference on Computer Vision (ICCV 2013) ,  2013
    MATLAB

    Free

  • Perceptual Fidelity Aware Mean Squared Error

    Wufeng Xue, Xuanqin Mou, Lei Zhang, and Xiangchu Feng , 2013 International Conference on Computer Vision (ICCV 2013) ,  2013
    MATLAB

    Free

  • Recovering Wavelet Relations Using SVM for Image Denoising

    V. Laparra, J. Gutiérrez, G. Camps and J. Malo , IEEE International Conference on Image Processing (ICIP) ,  2008
    MATLAB

    Free

  • Complex-valued independent component analysis of natural images

    V. Laparra, M. Gutmann, J. Malo, & A. Hyvärinen , International Conference on Artificial Neural Networks ,  2011
    MATLAB

    Free

  • Density Modeling of Images using a Generalized Normalization Transformation

    J. Ballé, V. Laparra, and E.P. Simoncelli , SIAM: Conference on Imaging Science ,  2016
    Tensorflow

    Free

  • End-to-end optimized image compression

    J. Ballé, V. Laparra, and E.P. Simoncelli , Int'l. Conf. on Learning Representations (ICLR2017) ,  2017
    MATLAB

    Free

  • Kernel Feature Extraction in Signal Processing

    V. Laparra and Camps-Valls, G. , Digital Signal Processing with Kernel Methods (Chapter 12) ,  2017
    MATLAB

    Free

  • Image Denoising with Kernels based on Natural Image Relations

    V. Laparra, J. Gutiérrez, G. Camps & J. Malo , Journal of Machine Learning Research ,  2010
    MATLAB

    Free

  • Divisive Normalization Image Quality Metric Revisited

    V. Laparra, J. Muñoz & J.Malo , Journal of the Optical Society of America A ,  2010
    MATLAB

    Free

  • Psychophysically Tuned Divisive Normalization factorizes the PDF of Natural Images

    J. Malo & V. Laparra , Neural Computation ,  2010
    MATLAB

    Free

  • Nonlinearities and Adaptation of Color Vision from Sequential Principal Curves Analysis

    V. Laparra, S. Jiménez, G. Camps-Valls & J. Malo , Neural Computation ,  2012
    MATLAB

    Free

  • Robust principal component analysis with complex noise

    Qian Zhao, Deyu Meng, Zongben Xu, Wangmeng Zuo, and Lei Zhang , International Conference on Machine Learning (ICML 2014) ,  2014
    MATLAB

    Free

  • Weighted Nuclear Norm Minimization with Application to Image Denoising

    Shuhang Gu, Lei Zhang, Wangmeng Zuo, Xiangchu Feng , Conference on Computer Vision and Pattern Recognition 2014 ,  2014
    MATLAB

    Free

  • Shrinkage Expansion Adaptive Metric Learning

    Qilong Wang, Wangmeng Zuo, Lei Zhang, and Peihua Li , European Conference on Computer Vision 2014 ,  2014
    MATLAB

    Free

  • Support Vector Guided Dictionary Learning

    Sijia Cai, Wangmeng Zuo, Lei Zhang, Xiangchu Feng, and Ping Wang , European Conference on Computer Vision 2014 ,  2014
    MATLAB

    Free

  • Fast Tracking via Dense Spatio-Temporal Context Learning

    Kaihua Zhang, Lei Zhang, Qingshan Liu, David Zhang and Ming-Hsuan Yang , European Conference on Computer Vision 2014 ,  2014
    MATLAB

    Free

  • Local Generic Representation for Face Recognition with Single Sample per Person

    Pengfei Zhu, Meng Yang, Lei Zhang, and Il-Yong Lee , Asian Conference of Computer Vision 2014 ,  2014
    MATLAB

    Free

  • Projective Dictionary Pair Learning for Pattern Classification

    Shuhang Gu, Lei Zhang, Wangmeng Zuo, Xiangchu Feng , Conference on Neural Information Processing Systems 2014 ,  2014
    MATLAB

    Free

  • External Patch Prior Guided Internal Clustering for Image Denoising

    Fei Chen, Lei Zhang, and Huimin Yu , 2015 IEEE International Conference on Computer Vision (ICCV 2015) ,  2015
    MATLAB

    Free

  • Convolutional Sparse Coding for Image Super-resolution

    Shuhang Gu, Wangmeng Zuo, Qi Xie, Deyu Meng, Xiangchu Feng and Lei Zhang , 2015 IEEE International Conference on Computer Vision (ICCV 2015) ,  2015
    MATLAB

    Free

  • Patch Group Based Nonlocal Self-Similarity Prior Learning for Image Denoising

    Jun Xu, Lei Zhang, Wangmeng Zuo, David Zhang, and Xiangchu Feng , 2015 IEEE International Conference on Computer Vision (ICCV 2015) ,  2015
    MATLAB

    Free

  • Spatio-Chromatic Adaptation via Higher-Order Canonical Correlation Analysis of Natural Images

    M.U. Gutmann, V. Laparra, A. Hyvärinen and J. Malo , PLOS ONE ,  2014
    MATLAB

    Free

  • Visual aftereffects and sensory nonlinearities from a single statistical framework

    V. Laparra & J. Malo , Frontiers in Human Neuroscience ,  2015
    MATLAB

    Free

  • Optimized Kernel Entropy Components

    E. Izquierdo-Verdiguier, V. Laparra, R. Jenssen, L. Gómez-Chova, & G. Camps-Valls , IEEE Transactions on Neural Networks and Learning Systems ,  2016
    MATLAB

    Free

  • A New Formulation for Empirical Mode Decomposition Based on Constrained Optimization

    S. Meignen, V. Perrier , IEEE Signal Processing Letters ,  2007
    Scilab

    Free

  • An Alternative Formulation for the Empirical Mode Decomposition

    T. Oberlin, S. Meignen and V. Perrier , IEEE Transactions on Signal Processing ,  2012
    MATLAB

    Free

  • Nonlinear Cell-Average Multiscale Signal Representations: Application to Signal Denoising

    B. Mateï, S. Meignen , Signal Processing ,  2012
    MATLAB

    Free

  • A New algorithm for Multicomponent Signals Analysis based on SynchroSqueezing: With an Application to Signal Sampling and Denoising

    S. Meignen, T. Oberlin and S. McLaughlin , IEEE Transactions on Signal Processing ,  2012
    MATLAB

    Free

  • An Overview of Time-Frequency Reassignment and Synchrosqueezing

    F. Auger, P. Flandrin, Y-T. Lin, S. McLaughlin, S. Meignen, T. Oberlin, H-T. Wu , IEEE Signal Processing Magazine ,  2013
    MATLAB

    Free

  • On Demodulation, Ridge Detection and Synchrosqueezing for Multicomponent Signals

    S. Meignen, D-H. Pham and S. McLaughlin , IEEE Transactions on Signal Processing ,  2017
    MATLAB

    Free

  • High-Order Synchrosqueezing Transform for Multicomponent Signals Analysis – With an Application to Gravitational-Wave Signal

    D-H. Pham and S. Meignen , IEEE Transactions on Signal Processing ,  2017
    MATLAB

    Free

  • Continuous compressed sensing with a single or multiple measurement vectors

    Z. Yang and L. Xie , EEE Workshop on Statistical Signal Processing (SSP) ,  2014
    MATLAB

    Free

  • Orthonormal expansion l1-minimization algorithms for compressed sensing

    Z. Yang, C. Zhang, J. Deng, and W. Lu , IEEE Transactions on Signal Processing ,  2011
    MATLAB

    Free

  • Robustly stable signal recovery in compressed sensing with structured matrix perturbation

    Z. Yang, C. Zhang, and L. Xie , IEEE Transactions on Signal Processing ,  2012
    MATLAB

    Free

  • Off-grid direction of arrival estimation using sparse Bayesian inference

    Z. Yang, L. Xie, and C. Zhang , IEEE Transactions on Signal Processing ,  2013
    MATLAB

    Free

  • Variational Bayesian algorithm for quantized compressed sensing

    Z. Yang, L. Xie, and C. Zhang , IEEE Transactions on Signal Processing ,  2013
    MATLAB

    Free

  • A discretization-free sparse and parametric approach for linear array signal processing

    Z. Yang, L. Xie, and C. Zhang , IEEE Transactions on Signal Processing ,  2014
    MATLAB

    Free

  • Vandermonde decomposition of multilevel Toeplitz matrices with application to multidimensional super-resolution

    Z. Yang, L. Xie and P. Stoica , IEEE Transactions on Information Theory ,  2016
    MATLAB

    Free

  • Exact joint sparse frequency recovery via optimization methods

    Z. Yang and L. Xie , IEEE Transactions on Signal Processing ,  2016
    MATLAB

    Free

  • Frequency-selective Vandermonde decomposition of Toeplitz matrices with applications

    Z. Yang and L. Xie , Signal Processing ,  2018
    MATLAB

    Free

  • Recurrent 3D Pose Sequence Machines

    Mude Lin, Liang Lin, Xiaodan Liang, Keze Wang, and Hui Cheng , IEEE Conference on Computer Vision and Pattern Recognition (CVPR) ,  2017
    Lua

    Free

  • Towards Human-Machine Cooperation: Self-supervised Sample Mining for Object Detection

    Keze Wang, Xiaopeng Yan, Donyu Zhang, Lei Zhang, Liang Lin , IEEE Conference on Computer Vision and Pattern Recognition (CVPR) ,  2018
    Pytorch

    Free

  • PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Edge-Preserving Coherence

    Keze Wang, Liang Lin, Jiangbo Lu, Chenglong Li, and Keyang Shi , IEEE Transactions on Image Processing ,  2015
    C++

    Free

  • Structure-Preserving Image Super-resolution via Contextualized Multi-task Learning

    Yukai Shi, Keze Wang, Chongyu Chen, Li Xu and Liang Lin , IEEE Transactions on Mulitmedia ,  2017
    Pytorch

    Free

  • Active Self-Paced Learning for Cost-Effective and Progressive Face Identification

    Liang Lin, Keze Wang, Deyu Meng, Wangmeng Zuo, and Lei Zhang , IEEE Transactions on Pattern Analysis and Machine Intelligence ,  2018
    C++

    Free

  • Cost-Effective Object Detection: Active Sample Mining with Switchable Selection Criteria

    Keze Wang, Liang Lin, Xiaopeng Yan, Ziliang Chen, Dongyu Zhang, and Lei Zhang , IEEE Transactions on Neural Networks and Learning Systems ,  2018
    Pytorch

    Free

  • RAID-G: Robust Estimation of Approximate Infinite Dimensional Gaussian with Application to Material Recognition

    Q. Wang, P. Li, W. Zuo and L. Zhang , 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016) ,  2016
    MATLAB

    Free

  • Joint Learning of Single-image and Cross-image Representations for Person Re-identification

    F. Wang, W. Zuo, L. Lin, D. Zhang and L. Zhang , 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016) ,  2016
    Caffe

    Free

  • Visual Tracking via Dual Linear Structured SVM and Explicit Feature Map

    J. Ning, J. Yang, S. Jiang, L. Zhang and M-H Yang , 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016) ,  2016
    MATLAB

    Free

  • Group MAD Competition – A New Methodology to Compare Objective Image Quality Models

    K. Ma, Q. Wu, Z. Wang, Z. Duanmu, H. Yong, H. Li and L. Zhang , 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016) ,  2016
    MATLAB

    Free

  • A Probabilistic Collaborative Representation based Approach for Pattern Classification

    S. Cai, L. Zhang, W. Zuo and X. Feng , 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016) ,  2016
    MATLAB

    Free

  • G2DeNet: Global Gaussian Distribution Embedding Network and Its Application to Visual Recognition

    P. Li, Q. Wang, L. Zhang , 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2017) ,  2017
    MATLAB

    Free

  • Learning Dynamic Guidance for Depth Image Enhancement

    S. Gu, W. Zuo, S. Guo, Y. Chen, C. Chen, L. Zhang , 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2017) ,  2017
    MATLAB

    Free

  • Learning Deep CNN Denoiser Prior for Image Restoration

    K. Zhang, W. Zuo, S. Gu, L. Zhang , 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2017) ,  2017
    MATLAB

    Free

  • Deep Location-Specific Tracking

    L. Yang, R. Liu, D. Zhang, L. Zhang , Proceedings of the 2017 ACM on Multimedia Conference ,  2017
    MATLAB

    Free

  • Joint Convolutional Analysis and Synthesis Sparse Representation for Single Image Layer Separation

    S. Gu, D. Meng, W. Zuo, L. Zhang , 2017 International Conference on Computer Vision (ICCV 2017) ,  2017
    MATLAB

    Free

  • Higher-order Integration of Hierarchical Convolutional Activations for Fine-grained Visual Categorization

    S. Cai, W. Zuo, L. Zhang , 2017 International Conference on Computer Vision (ICCV 2017) ,  2017
    MATLAB

    Free

  • Multi-channel Weighted Nuclear Norm Minimization for Real Color Image Denoising

    J. Xu, L. Zhang, D. Zhang, X. Feng , 2017 International Conference on Computer Vision (ICCV 2017) ,  2017
    MATLAB

    Free

  • Learning a Wavelet-Like Auto-encoder to Accelerate Deep Neural Networks

    T. Chen, Liang Lin, W. Zuo, X. Luo, L. Zhang , Proccedings of AAAI Conference on Artificial Intelligence (AAAI-18) ,  2018
    C++

    Free

  • Compressed-Sensing Recovery of Images and Video Using Multihypothesis Predictions

    C. Chen, E. W. Tramel, and J. E. Fowler , The 45th Asilomar Conference on Signals, Systems, and Computers ,  2011
    MATLAB

    Free

  • Single-Image Super-Resolution Using Multihypothesis Prediction

    C. Chen, and J. E. Fowler , The 46th Asilomar Conference on Signals, Systems, and Computers ,  2012
    MATLAB

    Free

  • Action Recognition from Depth Sequences Using Depth Motion Maps-based Local Binary Patterns

    C. Chen, R. Jafari, and N. Kehtarnavaz , IEEE Winter Conference on Applications of Computer Vision (WACV 2015) ,  2015
    MATLAB

    Free

  • 3D Action Recognition Using Multi-temporal Depth Motion Maps and Fisher Vector

    C. Chen, M. Liu, B. Zhang, J. Han, J. Jiang and H. Liu , 25th International Joint Conference on Artificial Intelligence (IJCAI-16) ,  2016
    MATLAB

    Free

  • Cross-View Image Matching for Geo-localization in Urban Environments

    Y. Tian, C. Chen, and M. Shah , IEEE Conference on Computer Vision and Pattern Recognition (CVPR) ,  2017
    MATLAB / Python

    Free

  • Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking

    F. Li, C. Tian, W. Zuo, L. Zhang, M-H. Yang , Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) ,  2018
    MATLAB

    Free

  • Tube Convolutional Neural Network (T-CNN) for Action Detection in Videos

    R. Hou, C. Chen, and M. Shah , International Conference on Computer Vision (ICCV) ,  2017
    Python

    Free

  • Real-Time Human Action Recognition Based on Depth Motion Maps

    C. Chen, K. Liu, and N. Kehtarnavaz , Journal of Real-Time Image Processing ,  2013
    MATLAB

    Free

  • Reconstruction of Hyperspectral Imagery from Random Projections Using Multihypothesis Prediction

    C. Chen, W. Li, E. W. Tramel, and J. E. Fowler , IEEE Transactions on Geoscience and Remote Sensing ,  2014
    MATLAB

    Free

  • Spectral-Spatial Preprocessing Using Multihypothesis Prediction for Noise-Robust Hyperspectral Image Classification

    C. Chen, W. Li, E. W. Tramel, M. Cui, S. Prasad, and J. E. Fowler , IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing ,  2014
    MATLAB

    Free

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