Department of Computer Science

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#	Title	Journal	Year	Citations
1	Image Denoising Via Sparse and Redundant Representations Over Learned Dictionaries	IEEE Transactions on Image Processing	2006	4,197
2	Stable recovery of sparse overcomplete representations in the presence of noise	IEEE Transactions on Information Theory	2006	1,603
3	Sparse Representation for Color Image Restoration	IEEE Transactions on Image Processing	2008	1,360
4	Dictionaries for Sparse Representation Modeling	Proceedings of the IEEE	2010	1,018
5	Robust Fragments-based Tracking using the Integral Histogram		0	891
6	Blocking in a Shared Resource Environment	IRE Transactions on Communications Systems	1981	846
7	Robust Real-Time Unusual Event Detection using Multiple Fixed-Location Monitors	IEEE Transactions on Pattern Analysis and Machine Intelligence	2008	721
8	Optimized Projections for Compressed Sensing	IEEE Transactions on Signal Processing	2007	668
9	Generalizing the Nonlocal-Means to Super-Resolution Reconstruction	IEEE Transactions on Image Processing	2009	623
10	On the Role of Sparse and Redundant Representations in Image Processing	Proceedings of the IEEE	2010	541
11	Double Sparsity: Learning Sparse Dictionaries for Sparse Signal Approximation	IEEE Transactions on Signal Processing	2010	511
12	A generalized uncertainty principle and sparse representation in pairs of bases	IEEE Transactions on Information Theory	2002	486
13	Three-Dimensional Face Recognition	International Journal of Computer Vision	2005	429
14	Generalized multidimensional scaling: A framework for isometry-invariant partial surface matching	Proceedings of the National Academy of Sciences of the United States of America	2006	413
15	A method for detecting modules in quantitative bipartite networks	Methods in Ecology and Evolution	2014	397
16	Scale-invariant heat kernel signatures for non-rigid shape recognition		2010	386
17	On bending invariant signatures for surfaces	IEEE Transactions on Pattern Analysis and Machine Intelligence	2003	369
18	L1-L2 Optimization in Signal and Image Processing	IEEE Signal Processing Magazine	2010	348
19	The cosparse analysis model and algorithms	Applied and Computational Harmonic Analysis	2013	348
20	Replication is not needed: single database, computationally-private information retrieval		0	346
21	Color Invariants for Person Reidentification	IEEE Transactions on Pattern Analysis and Machine Intelligence	2013	346
22	The farthest point strategy for progressive image sampling	IEEE Transactions on Image Processing	1997	341
23	IDMaps: a global Internet host distance estimation service	IEEE/ACM Transactions on Networking	2001	333
24	Data fusion through cross-modality metric learning using similarity-sensitive hashing		2010	332
25	Metabolite concentrations, fluxes and free energies imply efficient enzyme usage	Nature Chemical Biology	2016	332
26	The stochastic approach for link-structure analysis (SALSA) and the TKC effect	Computer Networks	2000	315
27	Sequential Karhunen-Loeve basis extraction and its application to images	IEEE Transactions on Image Processing	2000	307
28	Calibrationless parallel imaging reconstruction based on structured low-rank matrix completion	Magnetic Resonance in Medicine	2014	286
29	On Broadcasting in Radio Networks--Problem Analysis and Protocol Design	IEEE Transactions on Communications	1985	284
30	Sugar Synthesis from CO2 in Escherichia coli	Cell	2016	272
31	Tracing traitors	IEEE Transactions on Information Theory	2000	237
32	Reconstruction of Arabidopsis metabolic network models accounting for subcellular compartmentalization and tissue-specificity	Proceedings of the National Academy of Sciences of the United States of America	2012	237
33	Understanding TCP fairness over wireless LAN		2003	236
34	Learning Detailed Face Reconstruction from a Single Image		2017	221
35	Distributed covering by ant-robots using evaporating traces	IEEE Transactions on Automation Science and Engineering	1999	211
36	On the Uniqueness of Nonnegative Sparse Solutions to Underdetermined Systems of Equations	IEEE Transactions on Information Theory	2008	210
37	Why Simple Shrinkage Is Still Relevant for Redundant Representations?	IEEE Transactions on Information Theory	2006	208
38	Distributed Termination	ACM Transactions on Programming Languages and Systems	1980	206
39	Image Denoising Via Learned Dictionaries and Sparse representation		0	206
40	A Gromov-Hausdorff Framework with Diffusion Geometry for Topologically-Robust Non-rigid Shape Matching	International Journal of Computer Vision	2010	203
41	On the uniqueness of overcomplete dictionaries, and a practical way to retrieve them	Linear Algebra and Its Applications	2006	198
42	Regularized Laplacian Zero Crossings as Optimal Edge Integrators	International Journal of Computer Vision	2003	193
43	Alignment of metabolic pathways	Bioinformatics	2005	193
44	A new ESI-LC/MS approach for comprehensive metabolic profiling of phytocannabinoids in Cannabis	Scientific Reports	2018	186
45	Sensory-based motion planning with global proofs	IEEE Transactions on Automation Science and Engineering	1997	184
46	Image Processing Using Smooth Ordering of its Patches	IEEE Transactions on Image Processing	2013	183
47	Coherence-Based Performance Guarantees for Estimating a Sparse Vector Under Random Noise	IEEE Transactions on Signal Processing	2010	181
48	Unrestricted Facial Geometry Reconstruction Using Image-to-Image Translation		2017	179
49	Expression-Invariant 3D Face Recognition	Lecture Notes in Computer Science	2003	177
50	Genomic and epidemiological evidence of bacterial transmission from probiotic capsule to blood in ICU patients	Nature Medicine	2019	177

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