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Sparse Coding

107 directly classified papers

Papers per year

Papers

Fast Sparsity-Based Orthogonal Dictionary Learning for Image Restoration ICCV 2013
Joint Sparsity-Based Representation and Analysis of Unconstrained Activities CVPR 2013
Improved Image Set Classification via Joint Sparse Approximated Nearest Subspaces CVPR 2013
In Defense of Sparsity Based Face Recognition CVPR 2013
Transfer Sparse Coding for Robust Image Representation CVPR 2013
Illumination Estimation Based on Bilayer Sparse Coding CVPR 2013
Finding Exemplars from Pairwise Dissimilarities via Simultaneous Sparse Recovery NIPS 2012
Training sparse natural image models with a fast Gibbs sampler of an extended state space NIPS 2012
Why MCA? Nonlinear sparse coding with spike-and-slab prior for neurally plausible image encoding NIPS 2012
Nonconvex Penalization Using Laplace Exponents and Concave Conjugates NIPS 2012
On the accuracy of l1-filtering of signals with block-sparse structure NIPS 2011
Structured sparse coding via lateral inhibition NIPS 2011
Linearized Alternating Direction Method with Adaptive Penalty for Low-Rank Representation NIPS 2011
Dimensionality Reduction Using the Sparse Linear Model NIPS 2011
Learning Sparse Representations of High Dimensional Data on Large Scale Dictionaries NIPS 2011
Orthogonal Matching Pursuit with Replacement NIPS 2011
Nonnegative dictionary learning in the exponential noise model for adaptive music signal representation NIPS 2011
Robust Lasso with missing and grossly corrupted observations NIPS 2011
A blind sparse deconvolution method for neural spike identification NIPS 2011
Sparse Coding for Learning Interpretable Spatio-Temporal Primitives NIPS 2010
Energy Disaggregation via Discriminative Sparse Coding NIPS 2010
Group Sparse Coding NIPS 2009
Grouped Orthogonal Matching Pursuit for Variable Selection and Prediction NIPS 2009
Orthogonal Matching Pursuit From Noisy Random Measurements: A New Analysis NIPS 2009
Nonparametric regression and classification with joint sparsity constraints NIPS 2008