@inproceedings{Hu.etal2025,author={Hu, Y. and Peng, A. and Gan, W. and Milanfar, P. and Delbracio, M. and Kamilov, U. S.},booktitle={Int. Conf. Machine Learning (ICML)},title={Stochastic Deep Restoration Priors for Imaging Inverse Problems},year={2025},address={Vancouver, Canada},}
@inproceedings{Terris.etal2025,author={Terris, M. and Kamilov, U. S. and Moreau, T.},booktitle={IEEE/CVF Conf. Computer Vision and Pattern Recognition ({CVPR})},title={FiRe: Fixed-points of Restoration Priors for Solving Inverse Problems},year={2025},address={Nashville, TN, USA},}
@article{Xu.etal2025,author={Xu, X. and Gan, W. and Kothapalli, {S. V. V. N.} and Yablonskiy, D. A. and Kamilov, U. S.},journal={J. Math. Imaging Vis.},title={CoRRECT: A Deep Unfolding Framework for Motion-Corrected Quantitative R2* Mapping},year={2025},doi={10.1007/s10851-025-01236-y},vol={67},no={20},}
@article{Park.etal2025,author={Park, C. Y. and Gan, W. and Zou, Z. and Hu, Y. and Sun, Z. and Kamilov, U. S.},journal={J. Math. Imaging Vis.},title={Efficient Model-Based Deep Learning via Network Pruning and Fine-Tuning},year={2025},volume={67},no={21},doi={10.1007/s10851-025-01241-1},}
@article{Gan.etal2025,author={Gan, W. and Xie, H. and {von Gall}, C. and Platsch, G. and Jurkiewicz, M. T. and Andrade, A. and Anazodo, U. C. and Kamilov, U. S. and An, H. and Cabello, J.},journal={IEEE Trans. Radiat. Plasma Med. Sci.},title={Pseudo-MRI-Guided PET Image Reconstruction Method Based on a Diffusion Probabilistic Model},year={2025},vol={9},no={4},pages={412--420},doi={10.1109/TRPMS.2025.3528728}}
@article{Goyes.etal2025,author={Goyes-Penafiel, P. and Kamilov, U. S. and Arguello, H.},journal={IEEE Geosci. Remote Sens. Lett.},title={CDDIP: Constrained Diffusion-Driven Deep Image Prior for Seismic Data Reconstruction},year={2025},volume={22},pages={1--5},doi={10.1109/LGRS.2025.3545860},}
@article{Zhang.etal2025,author={Zhang, Z. and Hao, Y. and Jin, X. and Yang, D. and Kamilov, U. S. and Hugo, G. D.},journal={Biomed. Phys. Eng. Express},title={Fast motion-compensated reconstruction for 4D-CBCT using deep learning-based groupwise registration},year={2025},volume={11},number={1},pages={015030},doi={10.1088/2057-1976/ad97c1}}
@inproceedings{Zou.etal2025,author={Zou, Z. and Liu, J. and Shoushtari, S. and Wang, Y. and Gan, W. and Kamilov, U. S.},booktitle={IEEE/CVF Wint. Conf. on Appli. of Comp. Vis. (WACV)},title={FLAIR: A Conditional Diffusion Framework with Applications to Face Video Restoration},year={2025},pages={5228--5238},address={Tucson, Arizona},}
@inproceedings{Gao.etal2025,author={Gao, H. and Gan, W. and Hu, Y. and An, H. and Kamilov, U. S.},booktitle={IEEE Int. Symp. Biomedical Imaging (ISBI)},title={A Self-Supervised Diffusion Bridge for MRI Reconstruction},year={2025},address={Houston, TX, USA},}
@inproceedings{Li.etal2025,author={Li, A. and Gan, W. and Kamilov, U. S.},booktitle={IEEE Stat. Signal Process. Workshop (SSP)},title={Plug-and-Play Posterior Sampling for Blind Inverse Problems},year={2025},address={Edinburgh, UK},}
@inproceedings{GoyesPenafiel.etal2025,author={Goyes-Pe{\~n}afiel, P. and Arguello, H. and Kamilov, U. S.},booktitle={IEEE Stat. Signal Process. Workshop (SSP)},title={Enhancing Seismic Post-stack Reconstruction with Diffusion Models: {A}ddressing Uncertainty and Structural Complexity},year={2025},address={Edinburgh, UK},}
@inproceedings{Yismaw.etal2025,author={Yismaw, N. T. and Kamilov, U. S. and Asif, M. S.},booktitle={IEEE Stat. Signal Process. Workshop (SSP)},title={Covariance-Corrected Diffusion Models for Solving Inverse Problems},year={2025},address={Edinburgh, UK},}
@inproceedings{Shoushtari.etal2024,author={Shoushtari, S. and Liu, J. and Chandler, E. and Asif, M. S. and Kamilov, U. S.},booktitle={Int. Conf. Machine Learning (ICML)},title={Prior Mismatch and Adaptation in PnP-ADMM with a Nonconvex Convergence Analysis},year={2024},address={Vienna, Austria},pages={45154--45182},}
@inproceedings{Hu.etal2024,author={Hu, Y. and Delbracio, M. and Milanfar, P. and Kamilov, U. S.},booktitle={Int. Conf. Learn. Represent. (ICLR)},title={A Restoration Network as an Implicit Prior},year={2024},address={Vienna, Austria},}
@inproceedings{Hu.etal2024b,author={Hu, J. and Gan, W. and Sun, Z. and An, H. and Kamilov, U. S.},booktitle={Int. Conf. Learn. Represent. (ICLR)},title={A Plug-and-Play Image Registration Network},year={2024},address={Vienna, Austria},}
@inproceedings{Renaud.etal2024,author={Renaud, M. and Liu, J. and {de Bortoli}, V. and Almansa, A. and Kamilov, U. S.},booktitle={Int. Conf. Learn. Represent. (ICLR)},title={Plug-and-Play Posterior Sampling under Mismatched Measurement and Prior Models},year={2024},address={Vienna, Austria},}
@article{Hu.etal2024a,author={Hu, Y. and Gan, W. and Ying, C. and Wang, T. and Eldeniz, C. and Liu, J. and Chen, Y. and An, H. and Kamilov, U. S.},journal={Magn. Reson. Med.},title={SPICER: Self-Supervised Learning for MRI with Automatic Coil Sensitivity Estimation and Reconstruction},volume={92},number={3},pages={1048--1063},year={2024},doi={10.1002/mrm.30121},}
@article{Gan.etal2024,author={Gan, W. and Zhai, Q. and McCann, M. T. and Cardona, C. G. and Kamilov, U. S. and Wohlberg, B.},journal={IEEE Open J. Signal Proces},title={PtychoDV: Vision Transformer-Based Deep Unrolling Network for Ptychographic Image Reconstruction},volume={5},pages={539--547},year={2024},doi={10.1109/OJSP.2024.3375276},}
@article{Yismaw.etal2024,author={Yismaw, N. and Kamilov, U. S. and Asif, M. S.},journal={IEEE Trans. Comput. Imag.},title={Domain Expansion via Network Adaptation for Solving Inverse Problems},volume={10},pages={549--559},year={2024},doi={10.1109/TCI.2024.3377101},}
@article{Cascarano.etal2024,author={Cascarano, P. and Benfenati, A. and Kamilov, U. S. and Xu, X.},journal={IEEE Signal Process. Lett.},title={Constrained Regularization by Denoising With Automatic Parameter Selection},volume={31},pages={556--560},year={2024},doi={10.1109/LSP.2024.3359569}}
@article{Scott.etal2024,author={Scott, A. K. and Fodera, D. M. and Yang, P. and Arter, A. and Hines, A. M. and Kolluru, S. S. and Zambuto, S. G. and Myers, K. M. and Kamilov, U. S. and Odibo, A. O. and Oyen, M. L.},journal={Placenta},title={Bioengineering approaches for patient-specific analysis of placenta structure and function},year={2024},doi={10.1016/j.placenta.2024.08.005}}
@inproceedings{Hu.etal2024c,author={Hu, Y. and Kothapalli, {S. V. V. N.} and Gan, W. and Sukstanskii, A. and Wu, G. F. and Goyal, M. and Yablonskiy, D. and Kamilov, U. S.},booktitle={IEEE Int. Symp. Biomedical Imaging (ISBI)},title={DiffGEPCI: 3D MRI Synthesis from mGRE Signals using 2.5D Diffusion Model},year={2024},address={Athens, Greece},}
@inproceedings{Gan.etal2023,author={Gan, W. and Shoushtari, S. and Hu, Y. and Liu, J. and An, H. and Kamilov, U. S.},booktitle={Adv. Neural Information Processing Systems (NeurIPS)},title={Block Coordinate Plug-and-Play Methods for Blind Inverse Problems},year={2023},address={New Orleans, USA},pages={78607--78620},}
@inproceedings{Hurault.etal2023,author={Hurault, S. and Kamilov, U. S. and Leclaire, A. and Papadakis, N.},booktitle={Adv. Neural Information Processing Systems (NeurIPS)},title={Convergent Bregman Plug-and-Play Image Restoration for Poisson Inverse Problems},year={2023},pages={27251--27280},address={New Orleans, USA},}
@inproceedings{Liu.etal2023,author={Liu, J. and Anirudh, R. and Thiagarajan, J. J. and He, S. and Mohan, K. A. and Kamilov, U. S. and Kim, H.},booktitle={IEEE Int. Conf. Comp. Vis. (ICCV)},title={DOLCE: A Model-Based Probabilistic Diffusion Framework for Limited-Angle CT Reconstruction},year={2023},address={Paris, France},pages={10498--10508},doi={10.1109/ICCV51070.2023.00963},}
@article{Kamilov.etal2023,author={Kamilov, U. S. and Bouman, C. A. and Buzzard, G. T. and Wohlberg, B.},journal={IEEE Signal Process. Mag.},title={Plug-and-Play Methods for Integrating Physical and Learned Models in Computational Imaging},volume={40},number={1},pages={85--97},year={2023},doi={10.1109/msp.2022.3199595},}
@article{Zou.etal2023,author={Zou, Z. and Liu, J. and Wohlberg, B. and Kamilov, U. S.},journal={IEEE Open J. Signal Proces},title={Deep Equilibrium Learning of Explicit Regularizers for Imaging Inverse Problems},volume={4},pages={390--398},year={2023},doi={10.1109/ojsp.2023.3296036},}
@article{Gan.etal2023a,author={Gan, W. and Ying, C. and Eshraghi, P. and Wang, T. and Eldeniz, C. and Hu, Y. and Liu, J. and Chen, Y. and An, H. and Kamilov, U. S.},journal={IEEE Trans. Comput. Imag.},title={Self-Supervised Deep Equilibrium Models for Inverse Problems with Theoretical Guarantees},volume={4},pages={796--807},year={2023},doi={10.1109/tci.2023.3304475},}
@article{Chen.etal2023,author={Chen, S. and Eldeniz, C. and Fraum, T. J. and Ludwig, D. R. and Gan, W. and Liu, J. and Kamilov, U. S. and Yang, D. and Gach, H. M. and An, H.},journal={Med. Phys.},title={Respiratory motion management using a single rapid MRI scan for a 0.35 T MRI-Linac system},volume={50},number={10},pages={6163--6176},year={2023},doi={10.1002/mp.16469}}
@article{Goyes-Penafiel.etal2023,author={Goyes-Penafiel, P. and Vargas, E. and Correa, C. V. and Sun, Y. and Kamilov, U. S. and Wohlberg, B. and Arguello, H.},journal={IEEE Trans. Geosci. Remote. Sens},title={Coordinate-Based Seismic Interpolation in Irregular Land Survey: A Deep Internal Learning Approach},volume={61},pages={1--12},year={2023},doi={10.1109/TGRS.2023.3290468}}
Deep-Learning-Based Accelerated and Noise-Suppressed Estimation (DANSE) of quantitative Gradient Recalled Echo (qGRE) MRI metrics associated with Human Brain Neuronal Structure and Hemodynamic Properties
S. Kahali, S. V. V. N. Kothapalli, X. Xu, and 2 more authors
@article{Kahali.etal2023,author={Kahali, S. and Kothapalli, {S. V. V. N.} and Xu, X. and Kamilov, U. S. and Yablonskiy, D.},journal={NMR Biomed.},title={Deep-Learning-Based Accelerated and Noise-Suppressed Estimation (DANSE) of quantitative Gradient Recalled Echo (qGRE) MRI metrics associated with Human Brain Neuronal Structure and Hemodynamic Properties},volume={36},number={5},pages={e4883},year={2023},doi={10.1002/nbm.4883}}
@article{Zhang.etal2023,author={Zhang, Z. and Liu, J. and Yang, D. and Kamilov, U. S. and Hugo, G.},journal={Med. Phys.},title={Deep learning-based motion compensation for four-dimensional cone-beam computed tomography (4D-CBCT) reconstruction},volume={50},number={2},pages={808--820},year={2023},doi={10.1002/mp.16103}}
@inproceedings{Park.etal2023,author={Park, C. and Shoushtari, S. and Gan, W. and Kamilov, U. S.},booktitle={IEEE Int. Workshop on Computational Advances in Multi-Sensor Adaptive Process. (CAMSAP)},title={Overcoming Distribution Shifts in Plug-And-Play Methods With Test-Time Training},year={2023},address={Los Suenos, Costa Rica},pages={511--515},doi={10.1109/CAMSAP58249.2023.10403463},}
@inproceedings{Chandler.etal2023,author={Chandler, E. P. and Shoushtari, S. and Liu, J. and Asif, M. S. and Kamilov, U. S.},booktitle={IEEE Int. Workshop on Computational Advances in Multi-Sensor Adaptive Process. (CAMSAP)},title={Convergence of Nonconvex PnP-ADMM With MMSE Denoisers},year={2023},address={Los Suenos, Costa Rica},pages={511--515},doi={10.1109/CAMSAP58249.2023.10403502}}
@inproceedings{Shoushtari.etal2023,author={Shoushtari, S. and Liu, J. and Kamilov, U. S.},booktitle={57th Asilomar Conf. Signals, Systems, & Computers},title={Diffusion Models for Phase Retrieval in Computational Imaging},year={2023},address={Pacific Grove, CA},doi={10.1109/IEEECONF59524.2023.10477083},}
@inproceedings{Kerepecky.etal2023,author={Kerepecky, T. and Liu, J. and Ng, X. W. and Piston, D. W. and Kamilov, U. S.},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},title={Dual-Cycle: Self-Supervised Dual-View Fluorescence Microscopy Image Reconstruction using CycleGAN},year={2023},address={Rhodes Island, Greece},doi={10.1109/icassp49357.2023.10095386},}
@inproceedings{Hu.etal2023,author={Hu, J. and Shoushtari, S. and Zou, Z. and Liu, J. and Sun, Z. and Kamilov, U. S.},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},title={Robustness of Deep Equilibrium Architectures to Changes in the Measurement Model},year={2023},address={Rhodes Island, Greece},doi={10.1109/icassp49357.2023.10096199},}
@inproceedings{Gan.etal2023b,author={Gan, W. and Gao, H. and Sun, Z. and Kamilov, U. S.},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},title={SINCO: A Novel structural regularizer for image compression using implicit neural representations},year={2023},address={Rhodes Island, Greece},doi={10.1109/icassp49357.2023.10095531},}
@inproceedings{Liu.etal2022,author={Liu, J. and Xu, X. and Gan, W. and Kamilov, U. S.},booktitle={Adv. Neural Information Processing Systems (NeurIPS)},title={Online Deep Equilibrium Learning for Regularization by Denoising},year={2022},address={New Orleans, USA},}
@inproceedings{Shangguan.etal2022,author={Shangguan, W. and Sun, Y. and Gan, W. and Kamilov, U. S.},booktitle={European Conference on Computer Vision (ECCV)},title={Learning Cross-Video Neural Representations for High-Quality Frame Interpolation},year={2022},pages={511--528},address={Tel Aviv, Israel},doi={10.1007/978-3-031-19784-0_30},}
@article{Shoushtari.etal2022,author={Shoushtari, S. and Liu, J. and Hu, Y. and Kamilov, U. S.},journal={IEEE J. Sel. Areas Inf. Theory},title={Deep Model-Based Architectures for Inverse Problems under Mismatched Priors},volume={3},number={3},pages={468--480},year={2022},doi={10.1109/jsait.2022.3220044},}
@article{Liu.etal2022a,author={Liu, R. and Sun, Y. and Zhu, J. and Tian, L. and Kamilov, U. S.},journal={Nat. Mach. Intell.},title={Recovery of Continuous 3D Refractive Index Maps from Discrete Intensity-Only Measurements using Neural Fields},volume={4},pages={781--791},year={2022},doi={10.1038/s42256-022-00530-3},}
@article{Gan.etal2022,author={Gan, W. and Sun, Y. and Eldeniz, C. and An, H. and Kamilov, U. S.},journal={IEEE Trans. Med. Imag.},title={Deformation-Compensated Learning for Image Reconstruction without Ground Truth},volume={41},no={9},pages={2371--2384},year={2022},doi={10.1109/tmi.2022.3163018},}
@article{Xu.etal2022,author={Xu, X. and Kothapalli, {S. V. V. N.} and Liu, J. and Kahali, S. and Gan, W. and Yablonskiy, D. and Kamilov, U. S.},journal={Magn. Reson. Med.},title={Learning-based Motion Artifact Removal Networks for Quantitative R2* Mapping},volume={88},no={1},pages={106--119},year={2022},doi={10.1002/mrm.29188},}
@article{Chen.etal2022,author={Chen, S. and Fraum, T. J. and Eldeniz, C. and Mhlanga, J. and Gan, W. and Vahle, T. and Krishnamurthy, U. B. and Faul, D. and Gach, H. M. and Binkley, M. M. and Kamilov, U. S. and Laforest, R. and An, H.},journal={Magn. Reson. Med.},title={MR-Assisted PET Respiratory Motion Correction Using Deep-Learning Based Short-Scan Motion Fields},volume={88},no={2},pages={676--690},year={2022},doi={10.1002/mrm.29233}}
@article{Hou.etal2022,author={Hou, Z. and Guertler, C. A. and Okamoto, R. J. and Chen, H. and Garbow, J. R. and Kamilov, U. S. and Bayly, P. V.},journal={J. Mech. Behav. Biomed. Mater.},title={Estimation of the mechanical properties of a transversely isotropic material from shear wave fields via artificial neural networks},volume={126},pages={105046},year={2022},doi={10.1016/j.jmbbm.2021.105046]}}
@inproceedings{Hu.etal2022,author={Hu, Y. and Liu, J. and Xu, X. and Kamilov, U. S.},booktitle={IEEE Int. Conf. Image Proc. (ICIP)},title={Monotonically Convergent Regularization by Denoising},year={2022},address={Bordeaux, France},pages={426--430},doi={10.1109/icip46576.2022.9897639},}
@inproceedings{AlShabili.etal2022,author={Al-Shabili, A. H. and Xu, X. and Selesnick, I. and Kamilov, U. S.},booktitle={IEEE Int. Conf. Image Proc. (ICIP)},title={Bregman Plug-and-Play Priors},year={2022},address={Bordeaux, France},pages={241--245},doi={10.1109/icip46576.2022.9897933},}
@inproceedings{Liu.etal2021,author={Liu, J. and Asif, S. and Wohlberg, B. and Kamilov, U. S.},booktitle={Adv. Neural Information Processing Systems (NeurIPS)},title={Recovery Analysis for Plug-and-Play Priors using the Restricted Eigenvalue Condition},year={2021},}
@inproceedings{Sun.etal2021,author={Sun, Y. and Liu, J. and Sun, Y. and Wohlberg, B. and Kamilov, U. S.},booktitle={Int. Conf. Learn. Represent. (ICLR)},title={Async-RED: A Provably Convergent Asynchronous Block Parallel Stochastic Method using Deep Denoising Priors},year={2021},}
@article{Sun.etal2021a,author={Sun, Y. and Liu, J. and Xie, M. and Wohlberg, B. and Kamilov, U. S.},journal={IEEE Trans. Comput. Imag.},title={CoIL: Coordinate-based Internal Learning for Tomographic Imaging},volume={7},pages={1400--1412},year={2021},doi={10.1109/tci.2021.3125564},}
@article{Sun.etal2021b,author={Sun, Y. and Wu, Z. and Xu, X. and Wohlberg, B. and Kamilov, U. S.},journal={IEEE Trans. Comput. Imag.},title={Scalable Plug-and-Play ADMM with Convergence Guarantees},volume={7},pages={849--863},year={2021},doi={10.1109/tci.2021.3094062},}
@article{Liu.etal2021a,author={Liu, J. and Sun, Y. and Gan, W. and Xu, X. and Wohlberg, B. and Kamilov, U. S.},journal={IEEE Trans. Comput. Imag.},title={SGD-Net: Efficient Model-Based Deep Learning with Theoretical Guarantees},volume={7},pages={598--610},year={2021},doi={10.1109/tci.2021.3085534},}
Phase2Phase: Respiratory Motion-Resolved Reconstruction of Free-Breathing Magnetic Resonance Imaging Using Deep Learning Without a Ground Truth for Improved Liver Imaging
@article{Eldeniz.etal2021,author={Eldeniz, C. and Gan, W. and Chen, S. and Fraum, T. J. and Ludwig, D. R. and Yan, Y. and Liu, J. and Vahle, T. and Krishnamurthy, U. B. and Kamilov, U. S. and An, H.},journal={Invest. Radiol.},title={Phase2Phase: Respiratory Motion-Resolved Reconstruction of Free-Breathing Magnetic Resonance Imaging Using Deep Learning Without a Ground Truth for Improved Liver Imaging},volume={56},no={12},pages={809--819},year={2021},doi={10.1097/rli.0000000000000792}}
@inproceedings{Xie.etal2021,author={Xie, M. and Liu, J. and Wohlberg, B. and Kamilov, U. S.},booktitle={IEEE Int. Conf. Comp. Vis. Workshops (ICCVW)},title={Joint Reconstruction and Calibration using Regularization by Denoising},year={2021},pages={4028--4037},doi={10.1109/iccvw54120.2021.00448},}
@inproceedings{Gan.etal2021,author={Gan, W. and Hu, Y. and Eldeniz, C. and Liu, J. and Chen, Y. and An, H. and Kamilov, U. S.},booktitle={IEEE Int. Conf. Comp. Vis. Workshops (ICCVW)},title={Self-Supervised Joint Image Reconstruction and Coil Sensitivity Calibration in Parallel MRI without Ground Truth},year={2021},pages={4048--4056},doi={10.1109/iccvw54120.2021.00450}}
@inproceedings{Liu.etal2021b,author={Liu, J. and Sun, Y. and Gan, W. and Xu, X. and Wohlberg, B. and Kamilov, U. S.},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},title={Stochastic Deep Unfolding for Imaging Inverse Problems},year={2021},pages={1395--1399},address={Toronto, Canada},doi={10.1109/icassp39728.2021.9414332}}
@inproceedings{Gan.etal2021a,author={Gan, W. and Sun, Y. and Eldeniz, C. and An, H. and Kamilov, U. S.},booktitle={IEEE Int. Symp. Biomedical Imaging 2021 (ISBI)},title={Deep Image Reconstruction using Unregistered Measurements without Groundtruth},year={2021},pages={1531--1534},address={Nice, France},doi={10.1109/isbi48211.2021.9434079},}
@article{Wu.etal2020,author={Wu, Z. and Sun, Y. and Matlock, A. and Liu, J. and Tian, L. and Kamilov, U. S.},journal={IEEE J. Sel. Topics Signal Process.},title={SIMBA: Scalable Inversion in Optical Tomography using Deep Denoising Priors},volume={14},no={6},pages={1163--1175},year={2020},doi={10.1109/jstsp.2020.2999820},}
@article{Liu.etal2020,author={Liu, J. and Sun, Y. and Eldeniz, C. and Gan, W. and An, H. and Kamilov, U. S.},journal={IEEE J. Sel. Topics Signal Process.},title={RARE: Image Reconstruction using Deep Priors Learned without Ground Truth},volume={14},no={6},pages={1088--1099},year={2020},doi={10.1109/jstsp.2020.2998402},}
@article{Torop.etal2020,author={Torop, M. and Kothapalli, S. and Sun, Y. and Liu, J. and Kahali, S. and Yablonskiy, D. A. and Kamilov, U. S.},journal={Magn. Reson. Med.},title={Deep learning using a biophysical model for Robust and Accelerated Reconstruction (RoAR) of quantitative and artifact-free R2* images},volume={84},no={6},pages={2932--2942},year={2020},doi={10.1002/mrm.28344},}
@article{Sun.etal2020,author={Sun, Y. and Liu, J. and Kamilov, U. S.},journal={IEEE Trans. Comput. Imag.},title={Block Coordinate Regularization by Denoising},volume={6},pages={908--921},year={2020},doi={10.1109/tci.2020.2996385},}
@article{Xu.etal2020,author={Xu, X. and Sun, Y. and Liu, J. and Wohlberg, B. and Kamilov, U. S.},journal={IEEE Signal Process. Lett.},title={Provable Convergence of Plug-and-Play Priors with MMSE denoisers},volume={27},pages={1280--1284},year={2020},doi={10.1109/lsp.2020.3006390},}
@article{Song.etal2020,author={Song, G. and Sun, Y. and Liu, J. and Wang, Z. and Kamilov, U. S.},journal={IEEE Signal Process. Lett.},title={A New Recurrent Plug-and-Play Prior Based on the Multiple Self-Similarity Network},volume={27},pages={451--455},year={2020},doi={10.1109/lsp.2020.2977214},}
@inproceedings{Xu.etal2020a,author={Xu, X. and Liu, J. and Sun, Y. and Wohlberg, B. and Kamilov, U. S.},booktitle={54th Asilomar Conf. Signals, Systems, & Computers},title={Boosting the Performance of Plug-and-Play Priors via Denoiser Scaling},year={2020},pages={1305--1312},address={Pacific Grove, CA},doi={10.1109/ieeeconf51394.2020.9443410},}
@inproceedings{Gan.etal2020,author={Gan, W. and Eldeniz, C. and Liu, J. and An, H. and Kamilov, U. S.},booktitle={54th Asilomar Conf. Signals, Systems, & Computers},title={Image reconstruction for MRI using deep CNN priors trained without ground truth},year={2020},pages={475--479},address={Pacific Grove, CA},doi={10.1109/ieeeconf51394.2020.9443403}}
@inproceedings{Sun.etal2019,author={Sun, Y. and Liu, J. and Kamilov, U. S.},booktitle={Adv. Neural Information Processing Systems (NeurIPS)},title={Block Coordinate Regularization by Denoising},pages={382--392},year={2019},address={Vancouver, Canada},}
@article{Sun.etal2019a,author={Sun, Y. and Wohlberg, B. and Kamilov, U. S.},journal={IEEE Trans. Comput. Imag.},title={An Online Plug-and-Play Algorithm for Regularized Image Reconstruction},volume={5},no={3},pages={395--408},year={2019},doi={10.1109/tci.2019.2893568},}
@article{Tahir.etal2019,author={Tahir, W. and Kamilov, U. S. and Tian, L.},journal={SPIE Adv. Photon.},title={Holographic particle localization under multiple scattering},volume={1},no={3},pages={036003},year={2019},doi={10.1117/1.ap.1.3.036003},}
@inproceedings{Liu.etal2019,author={Liu, J. and Sun, Y. and Kamilov, U. S.},booktitle={IEEE 8th Int. Workshop on Computational Advances in Multi-Sensor Adaptive Process. (CAMSAP)},title={Infusing Learned Priors into Model-Based Multispectral Imaging},year={2019},address={Guadeloupe, France},}
@inproceedings{Wu.etal2019,author={Wu, Z. and Sun, Y. and Liu, J. and Kamilov, U. S.},booktitle={IEEE Int. Conf. Comp. Vis. Workshops (ICCVW)},title={Online Regularization by Denoising with Applications to Phase Retrieval},year={2019},address={Seoul, South Korea},pages={3887--3895},doi={10.1109/iccvw.2019.00482},}
@inproceedings{Xing.etal2019,author={Xing, J. and Kamilov, U. S. and Wu, W. and Wang, Y. and Zhang, M.},booktitle={Medical Image Computing and Computer-Assisted Intervention Workshops (MICCAIW)},pages={133--142},title={Plug-and-Play Priors for Reconstruction-based Placental Image Registration},year={2019},address={Shenzhen, China},doi={10.1007/978-3-030-32875-7_15},}
@inproceedings{Sun.etal2019b,author={Sun, Y. and Xu, S. and Li, Y. and Tian, L. and Wohlberg, B. and Kamilov, U. S.},title={Regularized Fourier Ptychography using an Online Plug-and-Play Algorithm},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},pages={7665--7669},year={2019},address={Brighton, UK},doi={10.1109/icassp.2019.8683057},}
@inproceedings{Liu.etal2019a,author={Liu, J. and Sun, Y. and Xu, X. and Kamilov, U. S.},title={Image Restoration using Total Variation Regularized Deep Image Prior},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},pages={7715--7719},year={2019},address={Brighton, UK},doi={10.1109/icassp.2019.8682856},}
@inproceedings{Xu.etal2019,author={Xu, X. and Kamilov, U. S.},title={signProx: One-Bit Proximal Algorithm for Nonconvex Stochastic Optimization},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},pages={7800--7804},year={2019},address={Brighton, UK},doi={10.1109/icassp.2019.8682059},}
@inproceedings{Sun.etal2019c,author={Sun, Y. and Wohlberg, B. and Kamilov, U. S.},title={Plug-In Stochastic Gradient Method},booktitle={International Biomedical and Astronomical Signal Processing Frontiers Workshop (BASP)},pages={75},year={2019},address={Villars-sur-Ollon, Switzerland},}
@article{Mansour.etal2018,author={Mansour, H. and Liu, D. and Kamilov, U. S. and Boufounos, P. T.},title={Sparse Blind Deconvolution for Distributed Radar Autofocus Imaging},journal={IEEE Trans. Comput. Imag.},volume={4},no={4},pages={537--551},year={2018},doi={10.1109/tci.2018.2875375},}
@article{Bostan.etal2018,author={Bostan, E. and Kamilov, U. S. and Waller, L.},title={Learning-based Image Reconstruction via Parallel Proximal Algorithm},journal={IEEE Signal Process. Lett.},volume={25},no={7},pages={989--993},year={2018},doi={10.1109/lsp.2018.2833812},}
@article{Sun.etal2018,author={Sun, Y. and Xia, Z. and Kamilov, U. S.},title={Efficient and accurate inversion of multiple scattering with deep learning},journal={Opt. Express},volume={26},no={11},pages={14678--14688},year={2018},doi={10.1364/oe.26.014678},}
@article{Liu.etal2018,author={Liu, H.-Y. and Liu, D. and Mansour, H. and Boufounos, P. T. and Waller, L. and Kamilov, U. S.},title={SEAGLE: Sparsity-Driven Image Reconstruction under Multiple Scattering},journal={IEEE Trans. Comput. Imag.},volume={4},no={1},pages={73--86},year={2018},doi={10.1109/tci.2017.2764461},}
@inproceedings{Sun.etal2018a,author={Sun, Y. and Kamilov, U. S.},title={Stability of Scattering Decoder For Nonlinear Diffractive Imaging},booktitle={4th International Traveling Workshop on Interactions between Sparse models and Technology (iTWIST)},pages={31},year={2018},address={Marseille, France},}
@inproceedings{Liu.etal2018a,author={Liu, D. and Mansour, H. and Boufounos, P. T. and Kamilov, U. S.},title={Robust sensor localization based on Euclidean distance matrix},booktitle={IEEE Int. Geosci. Remote Sensing Symp. (IGARSS)},pages={7998--8001},year={2018},address={Valencia, Spain},doi={10.1109/IGARSS.2018.8517324},}
@inproceedings{Ma.etal2018,author={Ma, Y. and Mansour, H. and Liu, D. and Boufounos, P. T. and Kamilov, U. S.},title={Nonconvex optimization for diffractive imaging},booktitle={OSA Mathematics in Imaging (MATH)},pages={MW5D.3},year={2018},address={Orlando, FL},doi={10.1364/MATH.2018.MW5D.3},}
@inproceedings{Tahir.etal2018,author={Tahir, W. and Kamilov, U. S. and Tian, L.},title={Sampling and processing for multiple scattering in inline compressive holography},booktitle={OSA Applications of Lasers for Sensing and Free Space Communications (LS&C)},pages={JTh3B.1},year={2018},address={Orlando, FL},doi={10.1364/3D.2018.JTh3B.1]},}
@inproceedings{Mansour.etal2018a,author={Mansour, H. and Kamilov, U. S. and Liu, D. and Boufounos, P. T.},title={Radar Autofocus using Sparse Blind Deconvolution},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},pages={1623--1627},year={2018},address={Calgary, Canada},doi={10.1109/icassp.2018.8462402},}
@inproceedings{Wen.etal2018,author={Wen, B. and Kamilov, U. S. and Liu, D. and Mansour, H. and Boufounos, P. T.},title={DeepCASD: An End-to-End Approach for Multi-spectral Image Super-Resolution},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},pages={6503--6507},year={2018},address={Calgary, Canada},doi={10.1109/icassp.2018.8461795},}
@inproceedings{Ma.etal2018a,author={Ma, Y. and Mansour, H. and Liu, D. and Boufounos, P. T. and Kamilov, U. S.},title={Accelerated Image Reconstruction for Nonlinear Diffractive Imaging},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},pages={6473--6477},year={2018},address={Calgary, Canada},doi={10.1109/icassp.2018.8462400},}
@article{Kamilov.etal2017,author={Kamilov, U. S. and Mansour, H. and Wohlberg, B.},title={A Plug-and-Play Priors Approach for Solving Nonlinear Imaging Inverse Problems},journal={IEEE Signal Process. Lett.},volume={24},no={12},pages={1872--1876},year={2017},doi={10.1109/lsp.2017.2763583}}
@article{Kamilov.etal2017a,author={Kamilov, U. S. and Boufounos, P. T.},title={Motion-Adaptive Depth Superresolution},journal={IEEE Trans. Image Process.},volume={26},no={4},pages={1723--1731},year={2017},doi={10.1109/tip.2017.2658944}}
@article{Kamilov.etal2017b,author={Kamilov, U. S.},title={A Parallel Proximal Algorithm for Anisotropic Total Variation Minimization},journal={IEEE Trans. Image Process.},volume={26},no={2},pages={539--548},year={2017},doi={10.1109/tip.2016.2629449}}
@article{Rangan.etal2017,author={Rangan, S. and Fletcher, A. K. and Schniter, P. and Kamilov, U. S.},title={Inference for Generalized Linear Models via Alternating Directions and Bethe Free Energy Minimization},journal={IEEE Trans. Inf. Theory.},volume={63},no={1},pages={676--697},year={2017},doi={10.1109/tit.2016.2619373},}
@inproceedings{Degraux.etal2017,author={Degraux, K. and Kamilov, U. S. and Boufounos, P. T. and Liu, D.},title={Online Convolutional Dictionary Learning for Multimodal Imaging},booktitle={IEEE Int. Conf. Image Proc. (ICIP)},year={2017},pages={1617--1621},address={Beijing, China},doi={10.1109/ICIP.2017.8296555},}
@inproceedings{Ma.etal2017,author={Ma, Y. and Liu, D. and Mansour, H. and Kamilov, U. S. and Taguchi, Y. and Boufounos, P. T. and Vetro, A.},title={Fusion of multi-angular aerial Images based on epipolar geometry and matrix completion},booktitle={IEEE Int. Conf. Image Proc. (ICIP)},year={2017},pages={1197--1201},address={Beijing, China},doi={10.1109/ICIP.2017.8296471},}
@inproceedings{Kamilov.etal2017c,author={Kamilov, U. S. and Mansour, H. and Liu, D.},title={Learning Convolutional Proximal Filters},booktitle={7th Workshop on Signal Process. with Adaptive Sparse Structured Representations (SPARS)},year={2017},pages={101},address={Lisbon, Portugal},}
@inproceedings{Mansour.etal2017,author={Mansour, H. and Kamilov, U. S. and Yilmaz, O.},title={A Kaczmarz Method for Low Rank Matrix Recovery},booktitle={7th Workshop on Signal Process. with Adaptive Sparse Structured Representations (SPARS)},year={2017},pages={60},address={Lisbon, Portugal},}
@inproceedings{Liu.etal2017,author={Liu, H.-Y. and Kamilov, U. S. and Liu, D. and Mansour, H. and Boufounos, P. T.},title={Compressive Imaging with Iterative Forward Models},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},year={2017},pages={6025--6029},address={New Orleans, LA},doi={10.1109/ICASSP.2017.7953313}}
@inproceedings{Shoreh.etal2017,author={Shoreh, M. H. and Goy, A. and Lim, J. and Kamilov, U. S. and Unser, M. and Psaltis, D.},title={Optical Tomography based on a Nonlinear Model that Handles Multiple Scattering},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},year={2017},pages={6220--6224},address={New Orleans, LA},doi={10.1109/ICASSP.2017.7953352}}
@inproceedings{Kamilov.etal2017d,author={Kamilov, U. S. and Mansour, H.},title={Learning Bayesian Optimal FISTA with Error Backpropagation},booktitle={International Biomedical and Astronomical Signal Processing Frontiers Workshop (BASP)},year={2017},pages={66},address={Villars-sur-Ollon, Switzerland},}
@article{Kamilov.etal2016,author={Kamilov, U. S. and Liu, D. and Mansour, H. and Boufounos, P. T.},title={A Recursive Born Approach to Nonlinear Inverse Scattering},journal={IEEE Signal Process. Lett.},volume={23},no={8},pages={1052--1056},year={2016},doi={10.1109/lsp.2016.2579647},}
@article{Kamilov.etal2016a,author={Kamilov, U. S. and Mansour, H.},title={Learning optimal nonlinearities for iterative thresholding algorithms},journal={IEEE Signal Process. Lett.},volume={23},no={5},pages={747--751},year={2016},doi={10.1109/lsp.2016.2548245},}
@article{Kamilov.etal2016b,author={Kamilov, U. S. and Papadopoulos, I. N. and Shoreh, M. H. and Goy, A. and Vonesch, C. and Unser, M. and Psaltis, D.},title={Optical tomographic image reconstruction based on beam propagation and sparse regularization},journal={IEEE Trans. Comput. Imag.},volume={2},no={1},pages={59--70},year={2016},doi={10.1109/tci.2016.2519261}}
@inproceedings{Liu.etal2016,author={Liu, D. and Kamilov, U. S. and Boufounos, P. T.},title={Compressive Tomographic Radar Imaging with Total Variation Regularization},booktitle={IEEE 4th International Workshop on Compressed Sensing Theory and its Applications to Radar, Sonar, and Remote Sensing (CoSeRa)},year={2016},pages={120--123},address={Aachen, Germany},doi={10.1109/cosera.2016.7745712},}
@inproceedings{Liu.etal2016a,author={Liu, D. and Kamilov, U. S. and Boufounos, P. T.},title={Coherent Distributed Array Imaging under Unknown Position Perturbations},booktitle={IEEE 4th International Workshop on Compressed Sensing Theory and its Applications to Radar, Sonar, and Remote Sensing (CoSeRa)},year={2016},pages={105--109},address={Aachen, Germany},doi={10.1109/cosera.2016.7745709},}
@inproceedings{Mansour.etal2016,author={Mansour, H. and Kamilov, U. S. and Liu, D. and Orlik, P. and Boufounos, P. T. and Parsons, K. and Vetro, A.},title={Online Blind Deconvolution for Sequential Through-the-Wall-Radar-Imaging},booktitle={IEEE 4th International Workshop on Compressed Sensing Theory and its Applications to Radar, Sonar, and Remote Sensing (CoSeRa)},year={2016},pages={61--65},address={Aachen, Germany},doi={10.1109/cosera.2016.7745700},}
@inproceedings{Kamilov.etal2016c,author={Kamilov, U. S. and Mansour, H.},title={Learning MMSE Optimal Thresholds for FISTA},booktitle={3rd International Traveling Workshop on Interactions between Sparse models and Technology (iTWIST)},year={2016},pages={42},address={Aalborg, Denmark},}
@inproceedings{Kamilov.etal2016d,author={Kamilov, U. S.},title={Minimizing Isotropic Total Variation without Subiterations},booktitle={3rd International Traveling Workshop on Interactions between Sparse models and Technology (iTWIST)},year={2016},pages={39},address={Aalborg, Denmark},}
@inproceedings{Kamilov.etal2016e,author={Kamilov, U. S. and Boufounos, P. T.},title={Depth Superresolution using Motion Adaptive Regularization},booktitle={IEEE Int. Conf. Multimedia & Expo Workshops (ICMEW)},year={2016},pages={1--6},address={Seattle, WA},doi={10.1109/icmew.2016.7574677},}
@inproceedings{Kamilov.etal2016f,author={Kamilov, U. S.},title={Parallel proximal methods for total variation minimization},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},year={2016},pages={4697--4701},address={Shanghai, China},doi={10.1109/icassp.2016.7472568},}
@inproceedings{Castorena.etal2016,author={Castorena, J. and Kamilov, U. S. and Boufounos, P. T.},title={Autocalibration of Lidar and Optical Cameras via Edge Alignment},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},year={2016},pages={2862--2866},address={Shanghai, China},doi={10.1109/icassp.2016.7472200},}
@inproceedings{Mansour.etal2016a,author={Mansour, H. and Kamilov, U. S.},title={Multipath Removal by Online Blind Deconvolution in Through-the-Wall-Imaging},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},year={2016},pages={3106--3110},address={Shanghai, China},doi={10.1109/icassp.2016.7472249},}
Featured in Nature “News & Views” (vol. 523, pp. 416-416)
@article{Kamilov.etal2015,author={Kamilov, U. S. and Papadopoulos, I. N. and Shoreh, M. H. and Goy, A. and Vonesch, C. and Unser, M. and Psaltis, D.},title={Learning Approach to Optical Tomography},journal={Optica},volume={2},no={6},pages={517--522},year={2015},doi={10.1364/optica.2.000517},}
@article{Kamilov.etal2015a,author={Kamilov, U. S. and Papadopoulos, I. N. and Shoreh, M. H. and Psaltis, D. and Unser, M.},title={Isotropic inverse-problem approach for two-dimensional phase unwrapping},journal={J. Opt. Soc. Am. A},volume={32},no={6},pages={1092--1100},year={2015},doi={10.1364/josaa.32.001092},}
@inproceedings{Handa.etal2015,author={Handa, H. and Mansour, H. and Liu, D. and Kamilov, U. S.},title={Extended Target Localization with Total-Variation Denoising in Through-the-Wall-Imaging},booktitle={IEEE. Int. Workshop on Computational Advances in Multi-Sensor Adaptive Process. (CAMSAP)},year={2015},pages={445--448},address={Cancun, Mexico},doi={10.1109/camsap.2015.7383832},}
@inproceedings{Liu.etal2015,author={Liu, D. and Kamilov, U. S. and Boufounos, P. T.},title={Sparsity-Driven Distributed Array Imaging},booktitle={IEEE Int. Workshop on Computational Advances in Multi-Sensor Adaptive Process. (CAMSAP)},year={2015},pages={441--444},address={Cancun, Mexico},doi={10.1109/camsap.2015.7383831},}
@inproceedings{Rangan.etal2015,author={Rangan, S. and Fletcher, A. K. and Schniter, P. and Kamilov, U. S.},title={Inference for Generalized Linear Models via Alternating Directions and Bethe Free Energy Minimization},booktitle={IEEE Int. Symp. Inform. Theory (ISIT)},year={2015},pages={1640--1644},address={Hong Kong},doi={10.1109/isit.2015.7282734},}
@article{Kamilov.etal2014,author={Kamilov, U. S. and Bostan, E. and Unser, M.},title={Variational Justification of Cycle Spinning for Wavelet-Based Solutions of Inverse Problems},journal={IEEE Signal Process. Lett.},volume={21},no={11},pages={1326--1330},year={2014},doi={10.1109/lsp.2014.2334306}}
@article{Kamilov.etal2014a,author={Kamilov, U. S. and Rangan, S. and Fletcher, A. K. and Unser, M.},title={Approximate Message Passing with Consistent Parameter Estimation and Application to Sparse Learning},journal={IEEE Trans. Inf. Theory},volume={60},no={5},pages={2969--2985},year={2014},doi={10.1109/tit.2014.2309005},}
@article{Kamilov.etal2013,author={Bostan, E. and Kamilov, U. S. and Nilchian, M. and Unser, M.},title={Sparse Stochastic Processes and Discretization of Linear Inverse Problems},journal={IEEE Trans. Image Process.},volume={22},no={7},pages={2699--2710},year={2013},doi={10.1109/tip.2013.2255305},}
@article{Kazerouni.etal2013,author={Kazerouni, A. and Kamilov, U. S. and Bostan, E. and Unser, M.},title={Bayesian Denoising: From MAP to MMSE Using Consistent Cycle Spinning},journal={IEEE Signal Process. Lett.},volume={20},no={3},pages={249--252},year={2013},doi={10.1109/lsp.2013.2242061}}
@article{Amini.etal2013,author={Amini, A. and Kamilov, U. S. and Bostan, E. and Unser, M.},title={Bayesian Estimation for Continuous-Time Sparse Stochastic Processes},journal={IEEE Trans. Signal Process.},volume={61},no={4},pages={907--920},year={2013},doi={10.1109/tsp.2012.2226446}}
@article{Kamilov.etal2013a,author={Kamilov, U. S. and Pad, P. and Amini, A. and Unser, M.},title={MMSE Estimation of Sparse Levy Processes},journal={IEEE Trans. Signal Process.},volume={61},no={1},pages={137--147},year={2013},doi={10.1109/tsp.2012.2222394}}
@inproceedings{Kamilov.etal2013b,author={Kamilov, U. S. and Bourquard, A. and Unser, M.},title={Sparse Image Deconvolution with Message Passing},booktitle={Workshop on Signal Process. with Adaptive Sparse Structured Representations (SPARS)},year={2013},address={Lausanne, Switzerland},}
@inproceedings{Bostan.etal2013,author={Bostan, E. and Kamilov, U. S. and Nilchian, M. and Unser, M.},title={Consistent Discretization of Linear Inverse Problems using Sparse Stochastic Processes},booktitle={Workshop on Signal Process. with Adaptive Sparse Structured Representations (SPARS)},year={2013},address={Lausanne, Switzerland},}
@inproceedings{Bostan.etal2013a,author={Bostan, E. and Fageot, J. and Kamilov, U. S. and Unser, M.},title={MAP Estimators for Self-Similar Sparse Stochastic Models},booktitle={International Conference on Sampling Theory and Applications (SAMPTA)},year={2013},pages={197--199},address={Bremen, Germany},}
@inproceedings{Kamilov.etal2013c,author={Kamilov, U. S. and Bourquard, A. and Bostan, E. and Unser, M.},title={Autocalibrated Signal Reconstruction from Linear Measurements using Adaptive GAMP},booktitle={IEEE. Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},year={2013},pages={197--199},address={Vancouver, Canada},doi={10.1109/ICASSP.2013.6638801},}
@inproceedings{Tekin.etal2013,author={Tekin, B. and Kamilov, U. S. and Bostan, E. and Unser, M.},title={Benefits of Consistency in Image Denoising with Steerable Wavelets},booktitle={IEEE. Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},year={2013},pages={1355--1358},address={Vancouver, Canada},doi={10.1109/icassp.2013.6637872},}
@inproceedings{Kamilov.etal2012c,author={Kamilov, U. S. and Rangan, S. and Fletcher, A. K. and Unser, M.},title={Approximate Message Passing with Consistent Parameter Estimation and Applications to Sparse Learning},booktitle={Adv. Neural Information Processing Systems (NeurIPS)},year={2012},address={Lake Tahoe, NV},pages={2447--2455},}
IEEE Signal Processing Society Best Paper Award 2017
@article{Kamilov.etal2012,author={Kamilov, U. S. and Goyal, V. K. and Rangan, S.},title={Message-Passing De-Quantization with Applications to Compressed Sensing},journal={IEEE Trans. Signal Process.},volume={60},no={12},pages={6270--6281},year={2012},doi={10.1109/tsp.2012.2217334},}
@article{Kamilov.etal2012a,author={Kamilov, U. S. and Bourquard, A. and Amini, A. and Unser, M.},title={One-Bit Measurements with Adaptive Thresholds},journal={IEEE Signal Process. Lett.},volume={19},no={10},pages={607--610},year={2012},doi={10.1109/lsp.2012.2209640}}
@article{Kamilov.etal2012b,author={Kamilov, U. S. and Bostan, E. and Unser, M.},title={Wavelet Shrinkage with Consistent Cycle Spinning Generalizes Total Variation Denoising},journal={IEEE Signal Process. Lett.},volume={19},no={4},pages={187--190},year={2012},doi={10.1109/lsp.2012.2185929}}
@inproceedings{Amini.etal2012,author={Amini, A. and Kamilov, U. S. and Unser, M.},title={The Analog Formulation of Sparsity Implies Infinite Divisibility and Rules Out Bernoulli-Gaussian Priors},booktitle={IEEE Information Theory Workshop (ITW)},pages={687--691},year={2012},address={Lausanne, Switzerland},doi={10.1109/itw.2012.6404765},}
@inproceedings{Bostan.etal2012,author={Bostan, E. and Kamilov, U. S. and Unser, M.},title={Reconstruction of Biomedical Images and Sparse Stochastic Modeling},booktitle={IEEE Int. Symp. Biomedical Imaging (ISBI)},pages={880--883},year={2012},address={Barcelona, Spain},doi={10.1109/isbi.2012.6235689},}
@inproceedings{Kamilov.etal2012d,author={Kamilov, U. S. and Amini, A. and Unser, M.},title={MMSE Denoising of Sparse Lévy Processes via Message Passing},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},pages={3637--3640},year={2012},address={Kyoto, Japan},doi={10.1109/icassp.2012.6288704},}
@inproceedings{Kamilov.etal2012e,author={Kamilov, U. S. and Bostan, E. and Unser, M.},title={Generalized Total Variation Denoising via Augmented Lagrangian Cycle Spinning with Haar Wavelets},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},pages={909--912},year={2012},address={Kyoto, Japan},doi={10.1109/icassp.2012.6288032},}
@inproceedings{Amini.etal2012a,author={Amini, A. and Kamilov, U. S. and Unser, M.},title={Bayesian Denoising of Generalized Poisson Processes with Finite Rate of Innovation},booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},pages={3629--3632},year={2012},address={Kyoto, Japan},doi={10.1109/icassp.2012.6288702},}
@inproceedings{Kamilov.etal2011,author={Kamilov, U. S. and Goyal, V. K. and Rangan, S.},title={Generalized Approximate Message Passing Estimation from Quantized Samples},booktitle={IEEE 4th Int. Workshop on Computational Advances in Multi-Sensor Adaptive Process. (CAMSAP)},pages={401--404},year={2011},address={San Juan, Puerto Rico},doi={10.1109/camsap.2011.6136027},}
@inproceedings{Kamilov.etal2011a,author={Kamilov, U. S. and Goyal, V. K. and Rangan, S.},title={Message-Passing Estimation from Quantized Samples},booktitle={4th Workshop on Signal Process. with Adaptive Sparse Structured Representations (SPARS)},pages={58},year={2011},address={Edinburgh, UK},}
@inproceedings{Kamilov.etal2011b,author={Kamilov, U. S. and Goyal, V. K. and Rangan, S.},title={Optimal Quantization for Compressive Sensing under Message Passing Reconstruction},booktitle={IEEE Int. Symp. Inform. Theory (ISIT)},pages={390--394},year={2011},address={Saint-Petersburg, Russia},doi={10.1109/ISIT.2011.6034168},}