Sparse Imaging Publications

Publications in Sparse Imaging

Explore the most influential research papers and scholarly works that have shaped Sparse Imaging. Use the concept filter below to focus on a specific sub-area of research.

Sparse Imaging

4.7K

Publications

307.2K

Citations

Showing yearly statistics from 2000-2026.

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	Year	Citations
Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information Emmanuel J. Candès, Justin Romberg, Terence Tao IEEE Transactions on Information Theory Statistical Signal ProcessingSparse RepresentationEngineeringUncertainty QuantificationRobust Uncertainty Principles	2006	15.6K
An Introduction To Compressive Sampling Emmanuel J. Candès, Michael B. Wakin IEEE Signal Processing Magazine Cs TheoryLossy CompressionSparse RepresentationEngineeringCompressed Sensing	2008	9.9K
Image Denoising Via Sparse and Redundant Representations Over Learned Dictionaries Michael Elad, Michal Aharon IEEE Transactions on Image Processing Trained DictionariesEngineeringMachine LearningAtomic DecompositionSparse Imaging	2006	5.3K
The Split Bregman Method for L1-Regularized Problems Tom Goldstein, Stanley Osher SIAM Journal on Imaging Sciences Numerical AnalysisMathematical ProgrammingSplit Bregman MethodEngineeringVariational Analysis	2009	4.3K
Compressive Sensing [Lecture Notes] Richard G. Baraniuk IEEE Signal Processing Magazine Sparse RepresentationEngineeringCompressive SensingOptimization ProcessSignal Reconstruction	2007	4.1K
Greed is Good: Algorithmic Results for Sparse Approximation Joel A. Tropp IEEE Transactions on Information Theory Sparse RepresentationEngineeringMachine LearningPattern RecognitionOrthogonal Matching Pursuit	2004	3.7K
3D Gaussian Splatting for Real-Time Radiance Field Rendering Bernhard Kerbl, Georgios Kopanas, Thomas Leimkühler, ACM Transactions on Graphics Geometric ModelingRealistic RenderingAnisotropic CovarianceImage AnalysisMachine Vision	2023	3.5K
Single-pixel imaging via compressive sampling Marco F. Duarte, Mark A. Davenport, Dharmpal Takhar, IEEE Signal Processing Magazine Image ReconstructionEngineeringSparse ImagingImage SensorImage Analysis	2008	3.5K
A sparse signal reconstruction perspective for source localization with sensor arrays Dmitry Malioutov, Müjdat Çetin, Alan S. Willsky IEEE Transactions on Signal Processing EngineeringSource LocalizationSensor ArrayLocalization TechniqueSparse Imaging	2005	2.5K
Display of surfaces from volume data Marc Levoy IEEE Computer Graphics and Applications Realistic RenderingEngineeringComputer-aided DesignVolume ParameterizationSparse Imaging	1988	2.4K
Subspace Pursuit for Compressive Sensing Signal Reconstruction Wei Dai, Olgica Milenković IEEE Transactions on Information Theory Subspace PursuitSparse RepresentationEngineeringCompressive SensingNoisy Perturbations	2009	2.4K
Stable recovery of sparse overcomplete representations in the presence of noise David L. Donoho, Michael Elad, Vladimir Temlyakov IEEE Transactions on Information Theory Statistical Signal ProcessingSparse RepresentationEngineeringSparse ModelingCompressive Sensing	2005	2.2K

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