Computational Sensing
Mitsubishi Electric Research Laboratories (MERL)
201 Broadway, 8th Floor
Cambridge, MA 02139, USA
Publications
Pre-print
2017. "Online Convolutional Dictionary Learning for Multimodal Imaging"
K. Degraux, U. S. Kamilov, P. T. Boufounos, and D. Liu arXiv:1706.04256 [cs.CV], June 2017
[arXiv:1706.04256]
2017. "SEAGLE: Sparsity-Driven Image Reconstruction under Multiple Scattering"
H.-Y. Liu, D. Liu, H. Mansour, P. T. Boufounos, L. Waller, and U. S. Kamilov arXiv:1705.04281 [cs.CV], May 2017
[arXiv:1705.04281]
Journal
2017. "Motion-Adaptive Depth Superresolution"
U. S. Kamilov and P. T. Boufounos IEEE Trans. Image Process, vol. 26, no. 4, pp. 1723-1731, April 2017
[doi:10.1109/tip.2017.2658944]
2017. "A Parallel Proximal Algorithm for Anisotropic Total Variation Minimization"
U. S. Kamilov IEEE Trans. Image Process., vol. 26, no. 2, pp. 539-548, February 2017
[doi:10.1109/tip.2016.2629449]
[merl:tr2017-002]
2017. "Inference for Generalized Linear Models via Alternating Directions and Bethe Free Energy Minimization"
S. Rangan, A. K. Fletcher, P. Schniter, and U. S. Kamilov IEEE Trans. Inf. Theory., vol. 63, no. 1, pp. 676-697, January 2017
[doi:10.1109/tit.2016.2619373]
[arXiv:1501.01797]
2016. "A Recursive Born Approach to Nonlinear Inverse Scattering"
U. S. Kamilov, D. Liu, H. Mansour, and P. T. Boufounos IEEE Signal Process. Letters, vol. 23, no. 8, pp. 1052-1056, August 2016
[doi:10.1109/lsp.2016.2579647]
[arXiv:1603.03768]
[merl:tr2016-57]
2016. "Learning optimal nonlinearities for iterative thresholding algorithms"
U. S. Kamilov and H. Mansour IEEE Signal Process. Letters, vol. 23, no. 5, pp. 747-751, May 2016
[doi:10.1109/lsp.2016.2548245]
[arXiv:1512.04754]
[merl:tr2016-39]
2016. "Optical tomographic image reconstruction based on beam propagation and sparse regularization"
U. S. Kamilov, I. N. Papadopoulos, M. H. Shoreh, A. Goy, C. Vonesch, M. Unser, and D. Psaltis IEEE Trans. Comput. Imag., vol. 2, no. 1, pp. 59-70, March 2016
[doi:10.1109/tci.2016.2519261]
2015. "Learning Approach to Optical Tomography"
U. S. Kamilov, I. N. Papadopoulos, M. H. Shoreh, A. Goy, C. Vonesch, M. Unser, and D. Psaltis Optica, vol. 2, no. 6, pp. 517-522, June 2015
[doi:10.1364/optica.2.000517]
2015. "Isotropic inverse-problem approach for two-dimensional phase unwrapping"
U. S. Kamilov, I. N. Papadopoulos, M. H. Shoreh, D. Psaltis, and M. Unser J. Opt. Soc. Am. A, vol. 32, no. 6, pp. 1092-1100, June 2015
[doi:10.1364/josaa.32.001092]
[arXiv:1503.04744]
[big:kamilov1502]
[code]
2014. "Variational Justification of Cycle Spinning for Wavelet-Based Solutions of Inverse Problems"
U. S. Kamilov, E. Bostan, and M. Unser IEEE Signal Process. Letters, vol. 21, no. 11, pp. 1326-1330, November 2014
[doi:10.1109/lsp.2014.2334306]
[big:kamilov1402]
2014. "Approximate Message Passing with Consistent Parameter Estimation and Applications to Sparse Learning"
U. S. Kamilov, S. Rangan, A. K. Fletcher, and M. Unser IEEE Trans. Inf. Theory., vol. 60, no. 5, pp. 2969-2985, May 2014
[doi:10.1109/tit.2014.2309005]
[big:kamilov1401]
[code]
2013. "Sparse Stochastic Processes and Discretization of Linear Inverse Problems"
E. Bostan, U. S. Kamilov, M. Nilchian, and M. Unser IEEE Trans. Image Process., vol. 22, no. 7, pp. 2699-2710, July 2013
[doi:10.1109/tip.2013.2255305]
[big:bostan1303]
2013. "Bayesian Denoising: From MAP to MMSE Using Consistent Cycle Spinning"
A. Kazerouni, U. S. Kamilov, E. Bostan, and M. Unser IEEE Signal Process. Letters, vol. 20, no. 3, pp. 249-252, March 2013
[doi:10.1109/lsp.2013.2242061]
[big:kazerouni1301]
[supplement]
[code]
2013. "Bayesian Estimation for Continuous-Time Sparse Stochastic Processes"
A. Amini, U. S. Kamilov, E. Bostan, and M. Unser IEEE Trans. Signal Process., vol. 61, no. 4, pp. 907-920, February 2013
[doi:10.1109/tsp.2012.2226446]
[big:amini1301]
[code]
2012. "MMSE Estimation of Sparse Lévy Processes"
U. S. Kamilov, P. Pad, A. Amini, and M. Unser IEEE Trans. Signal Process., vol. 61, no. 1, pp. 137-147, January 2013
[doi:10.1109/tsp.2012.2222394]
[big:kamilov1206]
[code]
2012. "Message-Passing De-Quantization with Applications to Compressed Sensing"
U. S. Kamilov, V. K. Goyal, and S. Rangan IEEE Trans. Signal Process., vol. 60, no. 12, pp. 6270-6281, December 2012
[doi:10.1109/tsp.2012.2217334]
[arXiv:1105.6368]
[big:kamilov1205]
[code]
2012. "One-Bit Measurements with Adaptive Thresholds"
U. S. Kamilov, A. Bourquard, A. Amini, and M. Unser IEEE Signal Process. Letters, vol. 19, no. 10, pp. 607-610, October 2012
[doi:10.1109/lsp.2012.2209640]
[big:kamilov1204]
[code]
2012. "Wavelet Shrinkage with Consistent Cycle Spinning Generalizes Total Variation Denoising"
U. S. Kamilov, E. Bostan, and M. Unser IEEE Signal Process. Letters, vol. 19, no. 4, pp. 187-190, April 2012
[doi:10.1109/lsp.2012.2185929]
[big:kamilov1201]
[supplement]
[code]
Conference, symposium, and workshop
2017. "Acceleration of FDTD-based Inverse Design Using a Neural Network Approach "
K. Kojima, B. Wang, U. S. Kamilov, T. Koike-akino, and K. Parsons
Proc. OSA Advanced Photonics Congress 2017 (New Orleans, LA, USA, September 24-27), in press
2017. "Online Convolutional Dictionary Learning for Multimodal Imaging"
K. Degraux, U. S. Kamilov, P. T. Boufounos, and D. Liu
Proc. IEEE Int. Conf. Image Proc. (ICIP 2017) (Beijing, China, September 17-20), in press
[arXiv:1706.04256]
2017. "Fusion of multi-angular aerial Images based on epipolar geometry and matrix completion"
Y. Ma, D. Liu, H. Mansour, U. S. Kamilov, Y. Taguchi, P. T. Boufounos, and A. Vetro
Proc. IEEE Int. Conf. Image Proc. (ICIP 2017) (Beijing, China, September 17-20), in press
2017. "SEAGLE: Robust Computational Imaging under Multiple Scattering"
H.-Y. Liu, D. Liu, H. Mansour, P. T. Boufounos, L. Waller, and U. S. Kamilov
Proc. OSA Mathematics in Imaging (MATH 2017) (St. Francisco, CA, USA, June 26-29), in press
2017. "Learning Convolutional Proximal Filters"
U. S. Kamilov, H. Mansour, and D. Liu
Proc. 7th Workshop on Signal Process. with Adaptive Sparse Structured Representations (SPARS 2017) (Lisbon, Portugal, June 5-8), in press
2017. "A Kaczmarz Method for Low Rank Matrix Recovery"
H. Mansour, U. S. Kamilov, and O. Yilmaz
Proc. 7th Workshop on Signal Process. with Adaptive Sparse Structured Representations (SPARS 2017) (Lisbon, Portugal, June 5-8), in press
2017. "Compressive Imaging with Iterative Forward Models"
H.-Y. Liu, U. S. Kamilov, D. Liu, H. Mansour, and P. T. Boufounos
Proc. IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP 2017) (New Orleans, USA, March 5-9), in press
[arXiv:1610.01852]
IEEE ICASSP 2017 Student Award finalist.
2017. "Optical Tomography based on a Nonlinear Model that Handles Multiple Scattering"
M. H. Shoreh, A. Goy, J. Lim, U. S. Kamilov, M. Unser, and D. Psaltis
Proc. IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP 2017) (New Orleans, USA, March 5-9), in press.
2017. "Learning Bayesian Optimal FISTA with Error Backpropagation"
U. S. Kamilov and H. Mansour
Proc. International Biomedical and Astronomical Signal Processing Frontiers Workshop (BASP 2017) (Villars-sur-Ollon, Switzerland, January 29-February 3), p. 66
[basp-proc-2017]
2016. "Compressive Tomographic Radar Imaging with Total Variation Regularization"
D. Liu, U. S. Kamilov, and P. T. Boufounos
Proc. IEEE 4th International Workshop on Compressed Sensing Theory and its Applications to Radar, Sonar, and Remote Sensing (CoSeRa 2016) (Aachen, Germany, September 19-22), pp. 120-123
[doi:10.1109/cosera.2016.7745712]
[merl:tr2016-091]
2016. "Coherent Distributed Array Imaging under Unknown Position Perturbations"
D. Liu, U. S. Kamilov, and P. T. Boufounos
Proc. IEEE 4th International Workshop on Compressed Sensing Theory and its Applications to Radar, Sonar, and Remote Sensing (CoSeRa 2016) (Aachen, Germany, September 19-22), pp. 105-109
[doi:10.1109/cosera.2016.7745709]
[merl:tr2016-092]
2016. "Online Blind Deconvolution for Sequential Through-the-Wall-Radar-Imaging"
H. Mansour, U. S. Kamilov, D. Liu, P. Orlik, P. T. Boufounos, K. Parsons, and A. Vetro
Proc. IEEE 4th International Workshop on Compressed Sensing Theory and its Applications to Radar, Sonar, and Remote Sensing (CoSeRa 2016) (Aachen, Germany, September 19-22), pp. 61-65
[doi:10.1109/cosera.2016.7745700]
[merl:tr2016-093]
2016. "Learning MMSE Optimal Thresholds for FISTA"
U. S. Kamilov and H. Mansour
Proc. 3rd International Traveling Workshop on Interactions between Sparse models and Technology (iTWIST 2016) (Aalborg, Denmark, August 24-26), p. 42
[arXiv:1609.04167]
[merl:tr2016-111]
2016. "Minimizing Isotropic Total Variation without Subiterations"
U. S. Kamilov
Proc. 3rd International Traveling Workshop on Interactions between Sparse models and Technology (iTWIST 2016) (Aalborg, Denmark, August 24-26), p. 39
[arXiv:1609.04167]
[merl:tr2016-109]
2016. "Learning From Examples in Optical Imaging"
U. S. Kamilov, I. Papadopoulos, M. Hashemi, A. Goy, M. Unser, and D. Psaltis
Proc. OSA Computational Optical Sensing and Imaging Conference (COSI 2016) (Heidelberg, Germany, July 25-28), CT1D.1.
[doi:10.1364/cosi.2016.ct1d.1]
2016. "Depth Superresolution using Motion Adaptive Regularization"
U. S. Kamilov and P. T. Boufounos
Proc. IEEE Int. Conf. Multimedia & Expo Workshops (ICMEW 2016) (Seattle, WA, USA, July 11-15), pp. 1-6.
[doi:10.1109/icmew.2016.7574677]
[merl:tr2016-090]
2016. "Parallel proximal methods for total variation minimization"
U. S. Kamilov
Proc. IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP 2016) (Shanghai, China, March 20-25), pp. 4697—4701
[doi:10.1109/icassp.2016.7472568]
[arXiv:1510.00466]
[merl:tr2016-007:]
2016. "Autocalibration of Lidar and Optical Cameras via Edge Alignment"
J. Castorena, U. S. Kamilov, and P. T. Boufounos
Proc. IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP 2016) (Shanghai, China, March 20-25), pp. 2862—2866
[doi:10.1109/icassp.2016.7472200]
[merl:tr2016-009]
2016. "Multipath Removal by Online Blind Deconvolution in Through-the-Wall-Imaging"
H. Mansour and U. S. Kamilov
Proc. IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP 2016) (Shanghai, China, March 20-25), pp. 3106—3110
[doi:10.1109/icassp.2016.7472249]
[merl:tr2016-006]
2015. "Extended Target Localization with Total-Variation Denoising in Through-the-Wall-Imaging"
H. Handa, H. Mansour, D. Liu, and U. S. Kamilov
Proc. Int. Workshop on Computational Advances in Multi-Sensor Adaptive Process. (CAMSAP 2015) (Cancun, Mexico, December 13-16), pp. 445–448
[doi:10.1109/camsap.2015.7383832]
[merl:tr2015-139]
2015. "Sparsity-Driven Distributed Array Imaging"
D. Liu, U. S. Kamilov, and P. T. Boufounos
Proc. Int. Workshop on Computational Advances in Multi-Sensor Adaptive Process. (CAMSAP 2015) (Cancun, Mexico, December 13-16), pp. 441–444
[doi:10.1109/camsap.2015.7383831]
[merl:tr2015-140]
2015. "Inference for Generalized Linear Models via Alternating Directions and Bethe Free Energy Minimization"
S. Rangan, A. K. Fletcher, P. Schniter, and U. S. Kamilov
Proc. IEEE Int. Symp. Inform. Theory (ISIT 2015) (Hong Kong, June 14-19), pp. 1640–1644
[doi:10.1109/isit.2015.7282734]
[arXiv:1501.01797]
2013. "Sparse Image Deconvolution with Message Passing"
U. S. Kamilov, A. Bourquard, and M. Unser
Proc. Workshop on Signal Process. with Adaptive Sparse Structured Representations (SPARS 2013) (Lausanne, Switzerland, July 8-11)
[big:kamilov1302]
2013. "Consistent Discretization of Linear Inverse Problems using Sparse Stochastic Processes"
E. Bostan, U. S. Kamilov, M. Nilchian, and M. Unser
Proc. Workshop on Signal Process. with Adaptive Sparse Structured Representations (SPARS 2013) (Lausanne, Switzerland, July 8-11)
[big:bostan1304]
2013. "MAP Estimators for Self-Similar Sparse Stochastic Models"
E. Bostan, J. Fageot, U. S. Kamilov, and M. Unser
Proc. International Conference on Sampling Theory and Applications (SAMPTA 2013) (Bremen, Germany, July 1-5), pp. 197—199
[sampta2013:p197]
[big:bostan1302]
2013. "Autocalibrated Signal Reconstruction from Linear Measurements using Adaptive GAMP"
U. S. Kamilov, A. Bourquard, E. Bostan, and M. Unser
Proc. IEEE. Int. Conf. Acoustics, Speech and Signal Process. (ICASSP 2013) (Vancouver, Canada, May 26-31), pp. 5925-5928
[doi:10.1109/icassp.2013.6638801]
[big:kamilov1301]
2013. "Benefits of Consistency in Image Denoising with Steerable Wavelets"
B. Tekin, U. S. Kamilov, E. Bostan, and M. Unser
Proc. IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP 2013) (Vancouver, Canada, May 26-31), pp. 1355-1358
[doi:10.1109/icassp.2013.6637872]
[big:tekin1301]
2012. "Approximate Message Passing with Consistent Parameter Estimation and Applications to Sparse Learning"
U. S. Kamilov, S. Rangan, A. K. Fletcher, and M. Unser
Proc. Ann. Conf. Neural Information Processing Systems (NIPS 2012) (Lake Tahoe, Nevada, December 3-6), pp. 2447-2455
[nips:4498]
[big:kamilov1207]
Acceptance rate: 370/1467 = 25%.
2012. "The Analog Formulation of Sparsity Implies Infinite Divisibility and Rules Out Bernoulli-Gaussian Priors"
A. Amini, U. S. Kamilov, and M. Unser
Proc. IEEE Information Theory Workshop 2012 (ITW 2012) (Lausanne, Switzerland, September 3-7), pp. 687-691
[doi:10.1109/itw.2012.6404765]
[big:amini1203]
2012. "Reconstruction of Biomedical Images and Sparse Stochastic Modeling"
E. Bostan, U. S. Kamilov, and M. Unser
Proc. Int. Symp. Biomedical Imaging 2012 (ISBI 2012) (Barcelona, Spain, May 2-5), pp. 880-883
[doi:10.1109/isbi.2012.6235689]
[big:bostan1201]
2012. "MMSE Denoising of Sparse Lévy Processes via Message Passing"
U. S. Kamilov, A. Amini, and M. Unser
Proc. IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP 2012) (Kyoto, Japan, March 25-30), pp. 3637-3640
[doi:10.1109/ICASSP.2012.6288704]
[big:kamilov1203]
2012. "Generalized Total Variation Denoising via Augmented Lagrangian Cycle Spinning with Haar Wavelets"
U. S. Kamilov, E. Bostan, and M. Unser
Proc. IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP 2012) (Kyoto, Japan, March 25-30), pp. 909-912
[doi:10.1109/icassp.2012.6288032]
[big:kamilov1202]
2012. "Bayesian Denoising of Generalized Poisson Processes with Finite Rate of Innovation"
A. Amini, U. S. Kamilov, and M. Unser
Proc. IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP 2012) (Kyoto, Japan, March 25-30), pp. 3629-3632
[doi:10.1109/icassp.2012.6288702]
[big:amini1202]
2011. "Generalized Approximate Message Passing Estimation from Quantized Samples"
U. S. Kamilov, V. K. Goyal, and S. Rangan
Proc. 4th Int. Workshop on Computational Advances in Multi-Sensor Adaptive Process. (CAMSAP 2011) (San Juan, Puerto Rico, December 13-16), pp. 401-404
[10.1109/camsap.2011.6136027]
[nyu-link]
CAMSAP 2011 Student Paper Award finalist.
2011. "Message-Passing Estimation from Quantized Samples"
U. S. Kamilov, V. K. Goyal, and S. Rangan
Proc. 4th Workshop on Signal Process. with Adaptive Sparse Structured Representations (SPARS 2011) (Edinburgh, United Kingdom, June 27-June 30), p. 58
[link]
2011. "Optimal Quantization for Compressive Sensing under Message Passing Reconstruction"
U. S. Kamilov, V. K. Goyal, and S. Rangan
Proc. 2011 IEEE Int. Symp. Inform. Theory (ISIT 2011) (Saint-Petersburg, Russia, July 31-August 5), pp. 390-394
[doi:isit.2011.6034168]
[mit-link]
Thesis
2015. "Sparsity-Driven Statistical Inference for Inverse Problems"
U. S. Kamilov
Swiss Federal Institute of Technology Lausanne, EPFL Thesis no. 6545 (2015), 198 p., March 27, 2015
[doi:10.5075/epfl-thesis-6545]
[big:kamilov1501]
2011. "Optimal Quantization for Compressive Sensing with Relaxed Belief Propagation"
U. S. Kamilov
Master's Thesis EPFL/MIT, April 2011
[mit-link]
Patents
2015. "System and Method for Through-the-Wall-Radar-Imaging using Total-Variation Denoising"
with H. Handa, H. Mansour, and D. Liu, July 22, 2015.
[link]
2015. "System and Method for Radar Imaging Using Distributed Arrays and Compressive Sensing"
with D. Liu and P. T. Boufounos, July 7, 2015.