Rice DSP Publications

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2009
2008
M. F. Duarte, S. Sarvotham, M. B. Wakin, D. Baron, and R. G. Baraniuk, "Theoretical Performance Limits for Jointly Sparse Signals via Graphical Models", Technical Report TREE-0802: Rice University, Department of Electrical and Computer Engineering , Jul. 2008. PDF Abstract
R. G. Baraniuk, M. A. Davenport, R. A. DeVore, and M. B. Wakin, "A simple proof of the restricted isometry property for random matrices", Constructive Approximation, 28(3), pp. 253-263, Dec. 2008. PDF Abstract
M. F. Duarte, M. B. Wakin, and R. G. Baraniuk, "Wavelet-Domain Compressive Signal Reconstruction Using a Hidden Markov Tree Model", Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Las Vegas, NV, pp. 5137-5140, 2008. PDF Slides Abstract
M. F. Duarte, S. Sarvotham, D. Baron, M. B. Wakin, and R. G. Baraniuk, "Performance Limits for Jointly Sparse Signals via Graphical Models", Proceedings of the Sensor, Signal and Information Processing (SenSIP) Workshop, Sedona, AZ, 2008. PDF Slides Abstract
2007
M. F. Duarte, M. A. Davenport, M. B. Wakin, J. N. Laska, D. Takhar, K. F. Kelly, and R. G. Baraniuk, "Multiscale random projections for compressive classification", IEEE International Conference on Image Processing (ICIP), San Antonio, Texas, Sept. 2007. PDF Abstract
C. Hegde, M. B. Wakin, and R. G. Baraniuk, "Random Projections for Manifold Learning: Proofs and Analysis ", Technical Report TREE0710: Rice University, Department of Electrical and Computer Engineering , Oct. 2007. PDF Abstract
C. Hegde, M. B. Wakin, and R. G. Baraniuk, "Random Projections for Manifold Learning ", Neural Information Processing Systems (NIPS), Dec. 2007. PDF Abstract
M. A. Davenport, M. F. Duarte, M. B. Wakin, J. N. Laska, D. Takhar, K. F. Kelly, and R. G. Baraniuk, "The Smashed Filter for Compressive Classification and Target Recognition", Proceedings of Computational Imaging V at SPIE Electronic Imaging, San Jose, CA, 2007. PDF Abstract
2006
R. G. Baraniuk, and M. B. Wakin, "Random Projections of Smooth Manifolds", to appear in Rice ECE Publications, Oct. 2006. PDF Abstract
D. Baron, M. B. Wakin, M. F. Duarte, S. Sarvotham, and R. G. Baraniuk, "Distributed Compressed Sensing", Technical Report TREE-0612: Rice University, Department of Electrical and Computer Engineering , Nov. 2006. PDF Abstract
M. A. Davenport, M. B. Wakin, and R. G. Baraniuk, "Detection and estimation with compressive measurements", Technical Report TREE 0610: Rice University, Department of Electrical and Computer Engineering, Nov. 2006. PDF Abstract
J. A. Tropp, M. B. Wakin, M. F. Duarte, D. Baron, and R. G. Baraniuk, "Random Filters for Compressive Sampling and Reconstruction", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Toulouse, France, pp. III-872 - III-875, May 2006. PDF Abstract
M. B. Wakin, and R. G. Baraniuk, "Random Projections of Signal Manifolds", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. V-941 - V-944, May 2006. PDF Abstract
M. B. Wakin, J. K. Romberg, H. Choi, and R. G. Baraniuk, "Wavelet-Domain Approximation and Compression of Piecewise Smooth Images", IEEE Transactions on Image Processing, 15(5), pp. 1071-1087, May 2006. PDF Abstract
M. F. Duarte, M. A. Davenport, M. B. Wakin, and R. G. Baraniuk, "Sparse Signal Detection from Incoherent Projections", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Toulouse, France, pp. III-305 - III-308, May 2006. PDF Abstract
V. Chandrasekaran, M. B. Wakin, D. Baron, and R. G. Baraniuk, "Representation and Compression of Multi-Dimensional Piecewise Functions Using Surflets", Rice ECE Publications, Mar. 2006. PDF Abstract
M. F. Duarte, M. B. Wakin, D. Baron, and R. G. Baraniuk, "Universal Distributed Sensing via Random Projections", Proceedings of the International Conference on Information Processing in Sensor Networks (IPSN), Nashville, TN, pp. 177-185, Apr. 2006. PDF Slides Abstract
D. Takhar, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, S. Sarvotham, K. F. Kelly, and R. G. Baraniuk, "A New Compressive Imaging Camera Architecture using Optical-Domain Compression", Proceedings of Computational Imaging IV at SPIE Electronic Imaging, San Jose, CA, pp. 43-52, 2006. PDF Slides Abstract
M. B. Wakin, J. N. Laska, M. F. Duarte, D. Baron, S. Sarvotham, D. Takhar, K. F. Kelly, and R. G. Baraniuk, "Compressive Imaging for Video Representation and Coding", Proceedings of the Picture Coding Symposium (PCS), Beijing, China, 2006. PDF Abstract
S. Kirolos, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, T. Ragheb, Y. Massoud, and R. G. Baraniuk, "Analog-to-Information Conversion via Random Demodulation", Proceedings of the IEEE Dallas Circuits and Systems Workshop (DCAS), Dallas, TX/USA, 2006. PDF Abstract
M. B. Wakin, J. N. Laska, M. F. Duarte, D. Baron, S. Sarvotham, D. Takhar, K. F. Kelly, and R. G. Baraniuk, "An Architecture for Compressive Imaging", Proceedings of the International Conference on Image Processing (ICIP), Atlanta, GA, pp. 1273-1276, 2006. PDF Abstract
2005
S. Sarvotham, M. B. Wakin, D. Baron, M. F. Duarte, and R. G. Baraniuk, "Analysis of the DCS one-stage greedy algorithm for common sparse supports", Technical Report TREE-0503: Rice University, Department of Electrical and Computer Engineering , Oct. 2005. PDF
M. F. Duarte, S. Sarvotham, D. Baron, M. B. Wakin, and R. G. Baraniuk, "Distributed Compressed Sensing of Jointly Sparse Signals", Proceedings of the 39th Asilomar Conference on Signals, Systems and Computation, Pacific Grove, CA, pp. 1537-1541, Nov. 2005. PDF Slides Abstract
M. B. Wakin, D. Donoho, H. Choi, and R. G. Baraniuk, "High-Resolution Navigation on Non-Differentiable Image Manifolds", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Mar. 2005. PDF Abstract
M. B. Wakin, M. B. Wakin, H. Choi, and R. G. Baraniuk, "Wavelet-domain Approximation and Compression of Piecewise Smooth Images", IEEE Transactions on Image Processing, Jan. 2005. PDF Abstract
M. B. Wakin, D. Donoho, H. Choi, and R. G. Baraniuk, "The Multiscale Structure of Non-Differentiable Image Manifolds", Proc. SPIE: SPIE, Agu. 2005. PDF Abstract
D. Baron, M. F. Duarte, S. Sarvotham, M. B. Wakin, and R. G. Baraniuk, "An Information Theoretic Approach to Distributed Compressed Sensing", Proceedings of the 43rd Allerton Conference on Communication, Control, and Computing, Monticello, IL, 2005. PDF Abstract
M. F. Duarte, M. B. Wakin, and R. G. Baraniuk, "Fast Reconstruction of Piecewise Smooth Signals from Random Projections", Online Proceedings of the Workshop on Signal Processing with Adaptative Sparse Structured Representations (SPARS), Rennes, France, 2005. PDF Abstract
M. F. Duarte, S. Sarvotham, M. B. Wakin, D. Baron, and R. G. Baraniuk, "Joint Sparsity Models for Distributed Compressed Sensing", Online Proceedings of the Workshop on Signal Processing with Adaptative Sparse Structured Representations (SPARS), Rennes, France, 2005. PDF Abstract
M. B. Wakin, S. Sarvotham, M. F. Duarte, D. Baron, and R. G. Baraniuk, "Recovery of Jointly Sparse Signals from Few Random Projections", Proceedings of the Workshop on Neural Information Processing Systems, Vancouver, Canada, pp. 1435-1442, 2005. PDF Abstract
2004
2003
2002
M. B. Wakin, J. K. Romberg, H. Choi, and R. G. Baraniuk, "Geometric Tools for Image Compression", Asilomar Conference on Signals, Systems, and Computers, pp. 1725-1729, Nov. 2002. PDF Abstract
R. Castro, M. B. Wakin, and M. Orchard, "On The Problem of Simultaneous Encoding of Magnitude and Location Information", Asilomar Conference on Signals, Systems, and Computers, Nov. 2002. PDF Abstract
M. B. Wakin, "Image Compression using Multiscale Geometric Edge Models", Department of Electrical and Computer Engineering, MS Thesis, May 2002. PDF Abstract
M. B. Wakin, J. K. Romberg, H. Choi, and R. G. Baraniuk, "Rate-Distortion Optimized Image Compression using Wedgelets", IEEE International Conference on Image Processing, pp. III-237-III-240, Jun. 2002. PDF Abstract
J. K. Romberg, M. B. Wakin, and R. G. Baraniuk, "Multiscale Wedgelet Image Analysis: Fast Decompositions and Modeling", IEEE International Conference on Image Processing, pp. 585-588, Jun. 2002. PDF Abstract
M. B. Wakin, J. K. Romberg, H. Choi, and R. G. Baraniuk, "Image Compression using an Efficient Edge Cartoon + Texture Model", Data Compression Conference, pp. 43-52, Apr. 2002. PDF Abstract

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