Total Variation Wavelet Inpainting
Journal of Mathematical Imaging and Vision
Uncertainty principles, extractors, and explicit embeddings of l2 into l1
Proceedings of the thirty-ninth annual ACM symposium on Theory of computing
Single frame image super-resolution: should we process locally or globally?
Multidimensional Systems and Signal Processing
Bayesian compressive sensing and projection optimization
Proceedings of the 24th international conference on Machine learning
Functional dissipation microarrays for classification
Pattern Recognition
Denoising by sparse approximation: error bounds based on rate-distortion theory
EURASIP Journal on Applied Signal Processing
Compressed network monitoring for ip and all-optical networks
Proceedings of the 7th ACM SIGCOMM conference on Internet measurement
Time series compressibility and privacy
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
A deterministic sub-linear time sparse fourier algorithm via non-adaptive compressed sensing methods
Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms
Explicit constructions for compressed sensing of sparse signals
Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms
Image Compression with Anisotropic Diffusion
Journal of Mathematical Imaging and Vision
Multi-task compressive sensing with Dirichlet process priors
Proceedings of the 25th international conference on Machine learning
Compressed sensing and Bayesian experimental design
Proceedings of the 25th international conference on Machine learning
Bayesian Inference and Optimal Design for the Sparse Linear Model
The Journal of Machine Learning Research
Letters: Spike-based cross-entropy method for reconstruction
Neurocomputing
Computing non-negative tensor factorizations
Optimization Methods & Software - Mathematical programming in data mining and machine learning
Foundations and Trends in Signal Processing
Information Processing Letters
Algorithm 890: Sparco: A Testing Framework for Sparse Reconstruction
ACM Transactions on Mathematical Software (TOMS)
Sparse Representation for Ear Biometrics
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Morphological Diversity and Sparsity for Multichannel Data Restoration
Journal of Mathematical Imaging and Vision
Reordering for improved constrained reconstruction from undersampled k-space data
Journal of Biomedical Imaging
Compressive sensing for multi-static scattering analysis
Journal of Computational Physics
Private multiparty sampling and approximation of vector combinations
Theoretical Computer Science
Wavelet-based acoustic detection of moving vehicles
Multidimensional Systems and Signal Processing
A note on compressed sensing and the complexity of matrix multiplication
Information Processing Letters
A Predual Proximal Point Algorithm Solving a Non Negative Basis Pursuit Denoising Model
International Journal of Computer Vision
Geometric tomography: a limited-view approach for computed tomography
Proceedings of the twenty-fifth annual symposium on Computational geometry
Linear Image Reconstruction by Sobolev Norms on the Bounded Domain
International Journal of Computer Vision
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Sparsity Regularization for Radon Measures
SSVM '09 Proceedings of the Second International Conference on Scale Space and Variational Methods in Computer Vision
Compressed RF Tomography for Wireless Sensor Networks: Centralized and Decentralized Approaches
DCOSS '09 Proceedings of the 5th IEEE International Conference on Distributed Computing in Sensor Systems
Sparse Representation for Video-Based Face Recognition
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Spatially-Localized Compressed Sensing and Routing in Multi-hop Sensor Networks
GSN '09 Proceedings of the 3rd International Conference on GeoSensor Networks
Energy efficient sampling for event detection in wireless sensor networks
Proceedings of the 14th ACM/IEEE international symposium on Low power electronics and design
Compressive data gathering for large-scale wireless sensor networks
Proceedings of the 15th annual international conference on Mobile computing and networking
IPMI '09 Proceedings of the 21st International Conference on Information Processing in Medical Imaging
Compressive Algorithms--Adaptive Solutions of PDEs and Variational Problems
Proceedings of the 13th IMA International Conference on Mathematics of Surfaces XIII
IEEE Transactions on Signal Processing
A fast approach for overcomplete sparse decomposition based on smoothed l0 norm
IEEE Transactions on Signal Processing
Blind multiband signal reconstruction: compressed sensing for analog signals
IEEE Transactions on Signal Processing
Sparse reconstruction by separable approximation
IEEE Transactions on Signal Processing
Nonlinear filtering for sparse signal recovery from incomplete measurements
IEEE Transactions on Signal Processing
Efficient reconstruction algorithms using shifted lattices
IEEE Transactions on Signal Processing
A compressive sensing data acquisition and imaging method for stepped frequency GPRs
IEEE Transactions on Signal Processing
Exploiting structure in wavelet-based Bayesian compressive sensing
IEEE Transactions on Signal Processing
Compressed sensing of analog signals in shift-invariant spaces
IEEE Transactions on Signal Processing
On the reconstruction of block-sparse signals with an optimal number of measurements
IEEE Transactions on Signal Processing
High-resolution radar via compressed sensing
IEEE Transactions on Signal Processing
Compressive sensing reconstruction with prior information by iteratively reweighted least-squares
IEEE Transactions on Signal Processing
Fast communication: Mixed linear system estimation and identification
Signal Processing
IEEE Transactions on Image Processing
Compressive-projection principal component analysis
IEEE Transactions on Image Processing
Further results on stable recovery of sparse overcomplete representations in the presence of noise
IEEE Transactions on Information Theory
Sampling theorems for signals from the union of finite-dimensional linear subspaces
IEEE Transactions on Information Theory
IEEE Transactions on Information Theory
Restricted isometry constants where lpsparse recovery can fail for 0
IEEE Transactions on Information Theory
Weighted superimposed codes and constrained integer compressed sensing
IEEE Transactions on Information Theory
Subspace pursuit for compressive sensing signal reconstruction
IEEE Transactions on Information Theory
Reweighted compressive sampling for image compression
PCS'09 Proceedings of the 27th conference on Picture Coding Symposium
A manifold lifting algorithm for multi-view compressive imaging
PCS'09 Proceedings of the 27th conference on Picture Coding Symposium
Perceptual compressive sensing for image signals
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Encoding the sinusoidal model of an audio signal using compressed sensing
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Key issues in secure, error resilient compressive sensing of multimedia content
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Toeplitz random encoding MR imaging using compressed sensing
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
A compressed sensing approach for biological microscopic image processing
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
Block sparsity and sampling over a union of subspaces
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Practical compressive sensing of large images
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Source coding with a side information 'vending machine' at the decoder
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 2
Bit precision analysis for compressed sensing
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Optimal quantization of random measurements in compressed sensing
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
A sparsity detection framework for on-off random access channels
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Matrix completion from a few entries
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Fundamental limits of almost lossless analog compression
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
l2/l1-optimization and its strong thresholds in approximately block-sparse compressed sensing
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Explicit thresholds for approximately sparse compressed sensing via l1-optimization
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Modified-CS: modifying compressive sensing for problems with partially known support
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Support recovery in compressed sensing: an estimation theoretic approach
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Compressive cooperative sensing and mapping in mobile networks
ACC'09 Proceedings of the 2009 conference on American Control Conference
A neural network pruning approach based on compressive sampling
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Adaptive wavelet-Galerkin methods for limited angle tomography
Image and Vision Computing
Distributed analog linear coding of correlated Gaussian sources over multiple access channels
ISWCS'09 Proceedings of the 6th international conference on Symposium on Wireless Communication Systems
Robust recovery of signals from a structured union of subspaces
IEEE Transactions on Information Theory
Uncertainty relations for shift-invariant analog signals
IEEE Transactions on Information Theory
Necessary and sufficient conditions for sparsity pattern recovery
IEEE Transactions on Information Theory
Compressed sensing with cross validation
IEEE Transactions on Information Theory
Stagewise weak gradient pursuits
IEEE Transactions on Signal Processing
Relaxed conditions for sparse signal recovery with general concave priors
IEEE Transactions on Signal Processing
Compressive spectrum sensing front-ends for cognitive radios
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Compressive mobile sensing in robotic mapping
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Sparsity inspired selection and recognition of iris images
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Sampling piecewise sinusoidal signals with finite rate of innovation methods
IEEE Transactions on Signal Processing
Subspace compressive frequency estimation of frequency hopping signal
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
On compressive sensing applied to radar
Signal Processing
Sparse approximate solution of partial differential equations
Applied Numerical Mathematics
A Fast Hybrid Algorithm for Large-Scale l1-Regularized Logistic Regression
The Journal of Machine Learning Research
Linear image reconstruction by Sobolev norms on the bounded domain
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
Multi-fiber reconstruction from diffusion MRI using mixture of wisharts and sparse deconvolution
IPMI'07 Proceedings of the 20th international conference on Information processing in medical imaging
Distributed sampling of signals linked by sparse filtering: theory and applications
IEEE Transactions on Signal Processing
Linear programming algorithms for sparse filter design
IEEE Transactions on Signal Processing
IEEE Transactions on Signal Processing
Robust kernel methods for sparse MR image reconstruction
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Compressed sensing with probabilistic measurements: a group testing solution
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Sequential sparse matching pursuit
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Compressive sensing of streams of pulses
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Sparse signal recovery with exponential-family noise
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Coherence analysis of iterative thresholding algorithms
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Performance analysis of support recovery with joint sparsity constraints
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Compressed neighbor discovery for wireless ad hoc networks: the Rayleigh fading case
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
A locally encodable and decodable compressed data structure
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Distributed analog coding of correlated Gaussian sources
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Sparse and low-rank matrix decompositions
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
A restricted isometry property for structurally-subsampled unitary matrice
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Random channel coding and blind deconvolution
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Image representation by compressive sensing for visual sensor networks
Journal of Visual Communication and Image Representation
Brief paper: Segmentation of ARX-models using sum-of-norms regularization
Automatica (Journal of IFAC)
A review on spectrum sensing for cognitive radio: challenges and solutions
EURASIP Journal on Advances in Signal Processing - Special issue on advanced signal processing for cognitive radio networks
On the impact of routing matrix inconsistencies on statistical path monitoring in overlay networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Compressed sensing reception of bursty UWB impulse radio is robust to narrow-band interference
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Data acquisition through joint compressive sensing and principal component analysis
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
On reducing the complexity of tone-reservation based PAPR reduction schemes by compressive sensing
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
An application of compressive sensing for image fusion
Proceedings of the ACM International Conference on Image and Video Retrieval
Compressed sensing maximum likelihood channel estimation for ultra-wideband impulse radio
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
Spectrogram reconstruction from random sampling: application to the GSM band sensing
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
Depth MAP compression VIA compressed sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Reconstructing FT-IR spectroscopic imaging data with a sparse prior
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Distributed compressed video sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
An overview of inverse problem regularization using sparsity
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A fast and accurate first-order algorithm for compressed sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Compressed sensing in microscopy with random projections in the Fourier domain
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Compressed sensing image reconstruction based on morphological component analysis
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A novel framework for imaging using compressed sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Compressed sensing for synthetic aperture radar imaging
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Image fusion in compressed sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Compressive sensing of light fields
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Randomness-in-structured ensembles for compressed sensing of images
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Enhancing sparsity using gradients for compressive sensing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Modified compressive sensing for real-time dynamic MR imaging
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Image restoration through L0 analysis-based sparse optimization in tight frames
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Bayesian compressive sensing via belief propagation
IEEE Transactions on Signal Processing
Bounds on the number of identifiable outliers in source localization by linear programming
IEEE Transactions on Signal Processing
Variance-component based sparse signal reconstruction and model selection
IEEE Transactions on Signal Processing
Time-frequency energy distributions meet compressed sensing
IEEE Transactions on Signal Processing
Block-sparse signals: uncertainty relations and efficient recovery
IEEE Transactions on Signal Processing
IEEE Transactions on Information Theory
Bayesian compressive sensing using Laplace priors
IEEE Transactions on Image Processing
Variable density compressed image sampling
IEEE Transactions on Image Processing
Average case analysis of multichannel sparse recovery using convex relaxation
IEEE Transactions on Information Theory
Beyond Nyquist: efficient sampling of sparse bandlimited signals
IEEE Transactions on Information Theory
SparseFIS: data-driven learning of fuzzy systems with sparsity constraints
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Information Theory - Special issue on information theory in molecular biology and neuroscience
The power of convex relaxation: near-optimal matrix completion
IEEE Transactions on Information Theory
Theoretical and empirical results for recovery from multiple measurements
IEEE Transactions on Information Theory
Matrix completion from a few entries
IEEE Transactions on Information Theory
Joint design of channel-source coding for compressive sampling systems
CCNC'10 Proceedings of the 7th IEEE conference on Consumer communications and networking conference
Effective band-limited extrapolation relying on Slepian series and l1 regularization
Computers & Mathematics with Applications
Uncertainty principles and vector quantization
IEEE Transactions on Information Theory
IEEE Transactions on Information Theory
On compressed sensing and its application to speech and audio signals
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Compressed sensing for MIMO radar: algorithms and performance
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Compressive sensing method for improved reconstruction of gradient-sparse magnetic resonance images
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Sampling rate reduction for 60 GHz UWB communication using compressive sensing
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Compressive image super-resolution
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Recovering tensor data from incomplete measurement via compressive sampling
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Compressive distilled sensing: sparse recovery using adaptivity in compressive measurements
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
A note on optimal support recovery in compressed sensing
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
A Basis Illumination Approach to BRDF Measurement
International Journal of Computer Vision
IEEE Transactions on Image Processing
Compressed sensing for digital holographic microscopy
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Separate magnitude and phase regularization in MRI with incomplete data: preliminary results
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Sparse representation of medical images via compressed sensing using Gaussian scale mixtures
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Sparsity-regularized photon-limited imaging
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
ℓ1-Sparse reconstruction of sharp point set surfaces
ACM Transactions on Graphics (TOG)
CoSaMP: iterative signal recovery from incomplete and inaccurate samples
Communications of the ACM
Rényi information dimension: fundamental limits of almost lossless analog compression
IEEE Transactions on Information Theory
New iterative cone beam CT reconstruction software: Parameter optimisation and convergence study
Computer Methods and Programs in Biomedicine
Decentralized sparse signal recovery for compressive sleeping wireless sensor networks
IEEE Transactions on Signal Processing
SART-type image reconstruction from a limited number of projections with the sparsity constraint
Journal of Biomedical Imaging
Modified-CS: modifying compressive sensing for problems with partially known support
IEEE Transactions on Signal Processing
Asymptotic analysis of robust LASSOs in the presence of noise with large variance
IEEE Transactions on Information Theory
Joint manifolds for data fusion
IEEE Transactions on Image Processing - Special section on distributed camera networks: sensing, processing, communication, and implementation
Activity based matching in distributed camera networks
IEEE Transactions on Image Processing - Special section on distributed camera networks: sensing, processing, communication, and implementation
Fast image recovery using variable splitting and constrained optimization
IEEE Transactions on Image Processing
Estimation of the parameters in regularized simultaneous super-resolution
Pattern Recognition Letters
Efficient large-scale image annotation by probabilistic collaborative multi-label propagation
Proceedings of the international conference on Multimedia
Consistent image decoding from multiple lossy versions
Proceedings of the 2010 ACM workshop on Advanced video streaming techniques for peer-to-peer networks and social networking
The Gelfand widths of lp-balls for 0
Journal of Complexity
Facial expression recognition based on fusion of sparse representation
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
Application of compressed sensing for secure image coding
WASA'10 Proceedings of the 5th international conference on Wireless algorithms, systems, and applications
Compressive sensing using singular value decomposition
WASA'10 Proceedings of the 5th international conference on Wireless algorithms, systems, and applications
The wideband spectrum sensing based on compressed sensing and interference temperature estimation
WASA'10 Proceedings of the 5th international conference on Wireless algorithms, systems, and applications
Compressive sensing for autoregressive hidden Markov model signal
WASA'10 Proceedings of the 5th international conference on Wireless algorithms, systems, and applications
Compressive acquisition of dynamic scenes
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Matrix sparsification and the sparse null space problem
APPROX/RANDOM'10 Proceedings of the 13th international conference on Approximation, and 14 the International conference on Randomization, and combinatorial optimization: algorithms and techniques
A quadratic lower bound for three-query linear locally decodable codes over any field
APPROX/RANDOM'10 Proceedings of the 13th international conference on Approximation, and 14 the International conference on Randomization, and combinatorial optimization: algorithms and techniques
Reed muller sensing matrices and the LASSO
SETA'10 Proceedings of the 6th international conference on Sequences and their applications
Performance analysis for sparse support recovery
IEEE Transactions on Information Theory
Computationally efficient sparse Bayesian learning via belief propagation
IEEE Transactions on Signal Processing
An improved smoothed l0approximation algorithm for sparse representation
IEEE Transactions on Signal Processing
IEEE Transactions on Signal Processing
Randomization of data acquisition and l1-optimization (recognition with compression)
Automation and Remote Control
Interior-Point Method for Nuclear Norm Approximation with Application to System Identification
SIAM Journal on Matrix Analysis and Applications
Application of compressive sensing to sparse channel estimation
IEEE Communications Magazine
Toeplitz compressed sensing matrices with applications to sparse channel estimation
IEEE Transactions on Information Theory
Efficient measurement generation and pervasive sparsity for compressive data gathering
IEEE Transactions on Wireless Communications
Image reconstruction by an alternating minimisation
Neurocomputing
Fast optimization for mixture prior models
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Efficient MR image reconstruction for compressed MR imaging
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
4D computed tomography reconstruction from few-projection data via temporal non-local regularization
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
Fast and accurate reconstruction of HARDI data using compressed sensing
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
SART-type image reconstruction from overlapped projections
Journal of Biomedical Imaging - Special issue on modern mathematics in biomedical imaging
Optimized projection matrix for compressive sensing
EURASIP Journal on Advances in Signal Processing
A decentralized approach for nonlinear prediction of time series data in sensor networks
EURASIP Journal on Wireless Communications and Networking - Special issue on theoretical and algorithmic foundations of wireless ad hoc and sensor networks
Blind compressed sensing: theory
LVA/ICA'10 Proceedings of the 9th international conference on Latent variable analysis and signal separation
Fast block-sparse decomposition based on SL0
LVA/ICA'10 Proceedings of the 9th international conference on Latent variable analysis and signal separation
Double sparsity: towards blind estimation of multiple channels
LVA/ICA'10 Proceedings of the 9th international conference on Latent variable analysis and signal separation
A Unified Primal-Dual Algorithm Framework Based on Bregman Iteration
Journal of Scientific Computing
Two-dimensional digital filters with sparse coefficients
Multidimensional Systems and Signal Processing
Face recognition using sparse representations and manifold learning
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
A compressive sensing algorithm for many-core architectures
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
Exact optimization for the l1-Compressive Sensing problem using a modified Dantzig-Wolfe method
Theoretical Computer Science
Mementos: system support for long-running computation on RFID-scale devices
Proceedings of the sixteenth international conference on Architectural support for programming languages and operating systems
A non-adapted sparse approximation of PDEs with stochastic inputs
Journal of Computational Physics
Deterministic sampling of sparse trigonometric polynomials
Journal of Complexity
Incremental Subgradients for Constrained Convex Optimization: A Unified Framework and New Methods
SIAM Journal on Optimization
A Singular Value Thresholding Algorithm for Matrix Completion
SIAM Journal on Optimization
SIAM Journal on Scientific Computing
Improved Total Variation-Type Regularization Using Higher Order Edge Detectors
SIAM Journal on Imaging Sciences
Bregmanized Nonlocal Regularization for Deconvolution and Sparse Reconstruction
SIAM Journal on Imaging Sciences
Multiscale Photon-Limited Spectral Image Reconstruction
SIAM Journal on Imaging Sciences
Implementation of compressed sensing in telecardiology sensor networks
International Journal of Telemedicine and Applications - Special issue on healthcare applications and services in converged networking environments
Compressed sensing inspired image reconstruction from overlapped projections
Journal of Biomedical Imaging
Illumination decomposition for material recoloring with consistent interreflections
ACM SIGGRAPH 2011 papers
Compressive evaluation in human motion tracking
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
A coordinate gradient descent method for l1-regularized convex minimization
Computational Optimization and Applications
Robust principal component analysis?
Journal of the ACM (JACM)
Reconstruction of compressed samples in shift-invariant space base on matrix factorization
Computers and Electrical Engineering
Inferring stable genetic networks from steady-state data
Automatica (Journal of IFAC)
Optimization for limited angle tomography in medical image processing
Pattern Recognition
Sparse fusion frames: existence and construction
Advances in Computational Mathematics
Generalized reconstruction algorithm for compressed sensing
Computers and Electrical Engineering
Compressed sensing of astronomical images: orthogonal wavelets domains
Proceedings of the 12th International Conference on Computer Systems and Technologies
Joint time-frequency sparse estimation of large-scale network traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking
Robust ISAR imaging based on compressive sensing from noisy measurements
Signal Processing
Learning the states: a brain inspired neural model
AGI'11 Proceedings of the 4th international conference on Artificial general intelligence
3D face recognition based on sparse representation
The Journal of Supercomputing
Multi-label classification for image annotation via sparse similarity voting
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Compressed sensing based 3d tomographic reconstruction for rotational angiography
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Sparse multi-shell diffusion imaging
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part II
Compressed sensing of complex-valued data
Signal Processing
Beyond sparsity: The role of L1-optimizer in pattern classification
Pattern Recognition
Image decoding optimization based on compressive sensing
Journal of Computational and Applied Mathematics
Composite splitting algorithms for convex optimization
Computer Vision and Image Understanding
High-performance 3D compressive sensing MRI reconstruction using many-core architectures
Journal of Biomedical Imaging - Special issue on Parallel Computation in Medical Imaging Applications
Anti-sampling-distortion compressive wideband spectrum sensing for Cognitive Radio
International Journal of Mobile Communications
Dynamic texture reconstruction from sparse codes for unusual event detection in crowded scenes
J-MRE '11 Proceedings of the 2011 joint ACM workshop on Modeling and representing events
Photo stream alignment for collaborative photo collection and sharing in social media
WSM '11 Proceedings of the 3rd ACM SIGMM international workshop on Social media
Compressive sensing of underground structures using GPR
Digital Signal Processing
A robust and efficient algorithm for distributed compressed sensing
Computers and Electrical Engineering
Improved Bounds on Restricted Isometry Constants for Gaussian Matrices
SIAM Journal on Matrix Analysis and Applications
Alternating Direction Algorithms for $\ell_1$-Problems in Compressive Sensing
SIAM Journal on Scientific Computing
Large Scale Bayesian Inference and Experimental Design for Sparse Linear Models
SIAM Journal on Imaging Sciences
NESTA: A Fast and Accurate First-Order Method for Sparse Recovery
SIAM Journal on Imaging Sciences
A First-Order Smoothed Penalty Method for Compressed Sensing
SIAM Journal on Optimization
Underdetermined Sparse Blind Source Separation of Nonnegative and Partially Overlapped Data
SIAM Journal on Scientific Computing
Efficient Deterministic Compressed Sensing for Images with Chirps and Reed-Muller Codes
SIAM Journal on Imaging Sciences
Efficient minimization for dictionary based sparse representation and signal recovery
Proceedings of the 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies
Simple and practical algorithm for sparse Fourier transform
Proceedings of the twenty-third annual ACM-SIAM symposium on Discrete Algorithms
Sparse and silent coding in neural circuits
Neurocomputing
Joint dynamic sparse representation for multi-view face recognition
Pattern Recognition
An almost optimal unrestricted fast Johnson-Lindenstrauss transform
Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms
Sparsity Enforcing Edge Detection Method for Blurred and Noisy Fourier data
Journal of Scientific Computing
Smoothed state estimates under abrupt changes using sum-of-norms regularization
Automatica (Journal of IFAC)
High-resolution ranging method based on low-rate parallel random sampling
Digital Signal Processing
Analysis of performance of palmprint matching with enforced sparsity
Digital Signal Processing
Estimating human pose from occluded images
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Sparse Legendre expansions via l1-minimization
Journal of Approximation Theory
CloudSense: continuous fine-grain cloud monitoring with compressive sensing
HotCloud'11 Proceedings of the 3rd USENIX conference on Hot topics in cloud computing
Compressive rendering of multidimensional scenes
Proceedings of the 2010 international conference on Video Processing and Computational Video
Exact matrix completion via convex optimization
Communications of the ACM
In-situ soil moisture sensing: measurement scheduling and estimation using compressive sensing
Proceedings of the 11th international conference on Information Processing in Sensor Networks
A Simpler Approach to Matrix Completion
The Journal of Machine Learning Research
Foundations and Trends® in Machine Learning
A compressive sensing scheme of frequency sparse signals for mobile and wearable platforms
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part II
Block component analysis, a new concept for blind source separation
LVA/ICA'12 Proceedings of the 10th international conference on Latent Variable Analysis and Signal Separation
Dimensionality reduction via compressive sensing
Pattern Recognition Letters
A* orthogonal matching pursuit: Best-first search for compressed sensing signal recovery
Digital Signal Processing
Nearly optimal sparse fourier transform
STOC '12 Proceedings of the forty-fourth annual ACM symposium on Theory of computing
Cooperative spectrum sensing in cognitive radio networks: A survey
Physical Communication
Iterative Design of Concentration Factors for Jump Detection
Journal of Scientific Computing
Compressed sensing and Cholesky decomposition on FPGAs and GPUs
Parallel Computing
Convex feasibility modeling and projection methods for sparse signal recovery
Journal of Computational and Applied Mathematics
Journal of Mathematical Imaging and Vision
Adaptive Compressed Image Sensing Using Dictionaries
SIAM Journal on Imaging Sciences
Fast Algorithms for Image Reconstruction with Application to Partially Parallel MR Imaging
SIAM Journal on Imaging Sciences
Experimental Design for Biological Systems
SIAM Journal on Control and Optimization
SIAM Journal on Optimization
Sparsity without the complexity: loss localisation using tree measurements
IFIP'12 Proceedings of the 11th international IFIP TC 6 conference on Networking - Volume Part I
Computational plenoptic imaging
ACM SIGGRAPH 2012 Courses
Elegant systems design: Creative fusion of simplicity and power
Systems Engineering
A wideband compressed spectrum sensing platform for dynamic spectrum access networks
Proceedings of the 18th annual international conference on Mobile computing and networking
Target reconstruction using manifold-based compressive sensing
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Strengthening hash families and compressive sensing
Journal of Discrete Algorithms
Sensed compression with cosine and noiselet measurements for medical imaging
ITIB'12 Proceedings of the Third international conference on Information Technologies in Biomedicine
SAR image reconstruction and autofocus by compressed sensing
Digital Signal Processing
Evaluating compressive sampling strategies for performance monitoring of data centers
Proceedings of the 9th international conference on Autonomic computing
Approximation error in regularized SVD-based Fourier continuations
Applied Numerical Mathematics
Compressive estimation for signal integration in rendering
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Pervasive and Mobile Computing
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This paper considers the model problem of reconstructing an object from incomplete frequency samples. Consider a discrete-time signal f∈CN and a randomly chosen set of frequencies Ω. Is it possible to reconstruct f from the partial knowledge of its Fourier coefficients on the set Ω? A typical result of this paper is as follows. Suppose that f is a superposition of |T| spikes f(t)=στ∈Tf(τ)δ(t-τ) obeying |T|≤CM·(log N)-1 · |Ω| for some constant CM0. We do not know the locations of the spikes nor their amplitudes. Then with probability at least 1-O(N-M), f can be reconstructed exactly as the solution to the ℓ1 minimization problem. In short, exact recovery may be obtained by solving a convex optimization problem. We give numerical values for CM which depend on the desired probability of success. Our result may be interpreted as a novel kind of nonlinear sampling theorem. In effect, it says that any signal made out of |T| spikes may be recovered by convex programming from almost every set of frequencies of size O(|T|·logN). Moreover, this is nearly optimal in the sense that any method succeeding with probability 1-O(N-M) would in general require a number of frequency samples at least proportional to |T|·logN. The methodology extends to a variety of other situations and higher dimensions. For example, we show how one can reconstruct a piecewise constant (one- or two-dimensional) object from incomplete frequency samples - provided that the number of jumps (discontinuities) obeys the condition above - by minimizing other convex functionals such as the total variation of f.