Ulugbek Kamilov

M. Salman Asif

IEEE Trans. Computational Imaging, 2024

Constrained Regularization by Denoising With Automatic Parameter Selection.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2024

Pseudo-MRI-Guided PET Image Reconstruction Method Based on a Diffusion Probabilistic Model.

[BibT_eX]

[DOI]

Michael T. Jurkiewicz

CoRR, 2024

2023

Coordinate-Based Seismic Interpolation in Irregular Land Survey: A Deep Internal Learning Approach.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2023

Self-Supervised Deep Equilibrium Models With Theoretical Guarantees and Applications to MRI Reconstruction.

[BibT_eX]

[DOI]

Weijie Gan

Chunwei Ying

Parna Eshraghi Boroojeni

IEEE Trans. Computational Imaging, 2023

Plug-and-Play Methods for Integrating Physical and Learned Models in Computational Imaging: Theory, algorithms, and applications.

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2023

FLAIR: A Conditional Diffusion Framework with Applications to Face Video Restoration.

[BibT_eX]

[DOI]

CoRR, 2023

A Structured Pruning Algorithm for Model-based Deep Learning.

[BibT_eX]

[DOI]

CoRR, 2023

PtychoDV: Vision Transformer-Based Deep Unrolling Network for Ptychographic Image Reconstruction.

[BibT_eX]

[DOI]

Weijie Gan

Qiuchen Zhai

Michael Thompson McCann

Cristina Garcia-Cardona

CoRR, 2023

Plug-and-Play Posterior Sampling under Mismatched Measurement and Prior Models.

[BibT_eX]

[DOI]

CoRR, 2023

Prior Mismatch and Adaptation in PnP-ADMM with a Nonconvex Convergence Analysis.

[BibT_eX]

[DOI]

CoRR, 2023

Convergent Bregman Plug-and-Play Image Restoration for Poisson Inverse Problems.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Block Coordinate Plug-and-Play Methods for Blind Inverse Problems.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

DOLCE: A Model-Based Probabilistic Diffusion Framework for Limited-Angle CT Reconstruction.

[BibT_eX]

[DOI]

Rushil Anirudh

Jayaraman J. Thiagarajan

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Dual-Cycle: Self-Supervised Dual-View Fluorescence Microscopy Image Reconstruction using CycleGAN.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2023

Robustness of Deep Equilibrium Architectures to Changes in the Measurement Model.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2023

SINCO: A Novel Structural Regularizer for Image Compression Using Implicit Neural Representations.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2023

Convergence of Nonconvex PNP-ADMM with MMSE Denoisers.

[BibT_eX]

[DOI]

Proceedings of the 9th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2023

Overcoming Distribution Shifts in Plug-and-Play Methods with Test- Time Training.

[BibT_eX]

[DOI]

Proceedings of the 9th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2023

Diffusion Models for Phase Retrieval in Computational Imaging.

[BibT_eX]

[DOI]

Shirin Shoushtari

Proceedings of the 57th Asilomar Conference on Signals, Systems, and Computers, ACSSC 2023, Pacific Grove, CA, USA, October 29, 2023

2022

Recovery of continuous 3D refractive index maps from discrete intensity-only measurements using neural fields.

[BibT_eX]

[DOI]

Nat. Mac. Intell., September, 2022

Deep Model-Based Architectures for Inverse Problems Under Mismatched Priors.

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Inf. Theory, September, 2022

Deformation-Compensated Learning for Image Reconstruction Without Ground Truth.

[BibT_eX]

[DOI]

IEEE Trans. Medical Imaging, 2022

DOLPH: Diffusion Models for Phase Retrieval.

[BibT_eX]

[DOI]

Shirin Shoushtari

Satya V. V. N. Kothapalli

CoRR, 2022

CoRRECT: A Deep Unfolding Framework for Motion-Corrected Quantitative R2* Mapping.

[BibT_eX]

[DOI]

Xiaojian Xu

Weijie Gan

Dmitriy A. Yablonskiy

CoRR, 2022

Self-Supervised Deep Equilibrium Models for Inverse Problems with Theoretical Guarantees.

[BibT_eX]

[DOI]

CoRR, 2022

Online Deep Equilibrium Learning for Regularization by Denoising.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Monotonically Convergent Regularization by Denoising.

[BibT_eX]

[DOI]

Proceedings of the 2022 IEEE International Conference on Image Processing, 2022

Bregman Plug-And-Play Priors.

[BibT_eX]

[DOI]

Abdullah H. Al-Shabili

Xiaojian Xu

Ivan W. Selesnick

Proceedings of the 2022 IEEE International Conference on Image Processing, 2022

Learning Cross-Video Neural Representations for High-Quality Frame Interpolation.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2022, 2022

2021

Scalable Plug-and-Play ADMM With Convergence Guarantees.

[BibT_eX]

[DOI]

IEEE Trans. Computational Imaging, 2021

CoIL: Coordinate-Based Internal Learning for Tomographic Imaging.

[BibT_eX]

[DOI]

IEEE Trans. Computational Imaging, 2021

SGD-Net: Efficient Model-Based Deep Learning With Theoretical Guarantees.

[BibT_eX]

[DOI]

IEEE Trans. Computational Imaging, 2021

Zero-Shot Learning of Continuous 3D Refractive Index Maps from Discrete Intensity-Only Measurements.

[BibT_eX]

[DOI]

CoRR, 2021

MoDIR: Motion-Compensated Training for Deep Image Reconstruction without Ground Truth.

[BibT_eX]

[DOI]

CoRR, 2021

Recovery Analysis for Plug-and-Play Priors using the Restricted Eigenvalue Condition.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Deep Image Reconstruction Using Unregistered Measurements Without Groundtruth.

[BibT_eX]

[DOI]

Proceedings of the 18th IEEE International Symposium on Biomedical Imaging, 2021

Async-RED: A Provably Convergent Asynchronous Block Parallel Stochastic Method using Deep Denoising Priors.

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Learning Representations, 2021

Joint Reconstruction and Calibration Using Regularization by Denoising with Application to Computed Tomography.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

SS-JIRCS: Self-Supervised Joint Image Reconstruction and Coil Sensitivity Calibration in Parallel MRI without Ground Truth.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

Stochastic Deep Unfolding for Imaging Inverse Problems.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2021

2020

Block Coordinate Regularization by Denoising.

[BibT_eX]

[DOI]

IEEE Trans. Computational Imaging, 2020

Provable Convergence of Plug-and-Play Priors With MMSE Denoisers.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2020

A New Recurrent Plug-and-Play Prior Based on the Multiple Self-Similarity Network.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2020

SIMBA: Scalable Inversion in Optical Tomography Using Deep Denoising Priors.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2020

RARE: Image Reconstruction Using Deep Priors Learned Without Groundtruth.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2020

Joint Reconstruction and Calibration using Regularization by Denoising.

[BibT_eX]

[DOI]

CoRR, 2020

Scalable Plug-and-Play ADMM with Convergence Guarantees.

[BibT_eX]

[DOI]

CoRR, 2020

Proximal Newton Methods for X-Ray Imaging with Non-Smooth Regularization.

[BibT_eX]

[DOI]

Proceedings of the Computational Imaging XVIII, Burlingame, 2020

Boosting the Performance of Plug-and-Play Priors via Denoiser Scaling.

[BibT_eX]

[DOI]

Proceedings of the 54th Asilomar Conference on Signals, Systems, and Computers, 2020

Image Reconstruction for MRI using Deep CNN Priors Trained without Groundtruth.

[BibT_eX]

[DOI]

Proceedings of the 54th Asilomar Conference on Signals, Systems, and Computers, 2020

2019

An Online Plug-and-Play Algorithm for Regularized Image Reconstruction.

[BibT_eX]

[DOI]

IEEE Trans. Computational Imaging, 2019

Infusing Learned Priors into Model-Based Multispectral Imaging.

[BibT_eX]

[DOI]

CoRR, 2019

Plug-and-Play Priors for Reconstruction-Based Placental Image Registration.

[BibT_eX]

[DOI]

Proceedings of the Smart Ultrasound Imaging and Perinatal, Preterm and Paediatric Image Analysis, 2019

Online Regularization by Denoising with Applications to Phase Retrieval.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019

SignProx: One-bit Proximal Algorithm for Nonconvex Stochastic Optimization.

[BibT_eX]

[DOI]

Xiaojian Xu

Proceedings of the IEEE International Conference on Acoustics, 2019

Image Restoration Using Total Variation Regularized Deep Image Prior.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Regularized Fourier Ptychography Using an Online Plug-and-play Algorithm.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

2018

Sparse Blind Deconvolution for Distributed Radar Autofocus Imaging.

[BibT_eX]

[DOI]

IEEE Trans. Computational Imaging, 2018

SEAGLE: Sparsity-Driven Image Reconstruction Under Multiple Scattering.

[BibT_eX]

[DOI]

IEEE Trans. Computational Imaging, 2018

Learning-Based Image Reconstruction via Parallel Proximal Algorithm.

[BibT_eX]

[DOI]

Laura Waller

IEEE Signal Process. Lett., 2018

Plug-In Stochastic Gradient Method.

[BibT_eX]

[DOI]

CoRR, 2018

signProx: One-Bit Proximal Algorithm for Nonconvex Stochastic Optimization.

[BibT_eX]

[DOI]

CoRR, 2018

Stability of Scattering Decoder For Nonlinear Diffractive Imaging.

[BibT_eX]

[DOI]

CoRR, 2018

Efficient and accurate inversion of multiple scattering with deep learning.

[BibT_eX]

[DOI]

Zhihao Xia

CoRR, 2018

Robust Sensor Localization Based on Euclidean Distance Matrix.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Deepcasd: An End-to-End Approach for Multi-Spectral Image Super-Resolution.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Radar Autofocus Using Sparse Blind Deconvolution.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Accelerated Image Reconstruction for Nonlinear Diffractive Imaging.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

2017

Inference for Generalized Linear Models via Alternating Directions and Bethe Free Energy Minimization.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2017

Motion-Adaptive Depth Superresolution.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2017

A Parallel Proximal Algorithm for Anisotropic Total Variation Minimization.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2017

A Plug-and-Play Priors Approach for Solving Nonlinear Imaging Inverse Problems.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2017

Fusion of multi-angular aerial images based on epipolar geometry and matrix completion.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Online convolutional dictionary learning for multimodal imaging.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Optical Tomography based on a nonlinear model that handles multiple scattering.

[BibT_eX]

[DOI]

Morteza Hasani Shoreh

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Compressive imaging with iterative forward models.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

2016

Optical Tomographic Image Reconstruction Based on Beam Propagation and Sparse Regularization.

[BibT_eX]

[DOI]

Ioannis N. Papadopoulos

IEEE Trans. Computational Imaging, 2016

Learning Optimal Nonlinearities for Iterative Thresholding Algorithms.

[BibT_eX]

[DOI]

Pierre-Yves Gousenbourger

IEEE Signal Process. Lett., 2016

A Recursive Born Approach to Nonlinear Inverse Scattering.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2016

Proceedings of the third "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'16).

[BibT_eX]

[DOI]

Francesco Caltagirone

Valerio Cambareri

Cecile Chenot

Vladimir S. Crnojevic

Carlos A. Gomez Gonzalez

Adriana Gonzalez

Mads Græsbøll Christensen

Tobias Lindstrøm Jensen

Andre Manoel

Fred Maurice Ngolè Mboula

Ali Mohammad-Djafari

Amirafshar Moshtaghpour

CoRR, 2016

Depth superresolution using motion adaptive regularization.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Multimedia & Expo Workshops, 2016

Multipath removal by online blind deconvolution in through-the-wall-imaging.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Parallel proximal methods for total variation minimization.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Autocalibration of lidar and optical cameras via edge alignment.

[BibT_eX]

[DOI]

Juan Castorena

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

2015

Sparsity-driven distributed array imaging.

[BibT_eX]

[DOI]

Dehong Liu

Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015

Extended target localization with total-variation denoising in through-the-wall-imaging.

[BibT_eX]

[DOI]

Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015

2014

Approximate Message Passing With Consistent Parameter Estimation and Applications to Sparse Learning.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2014

Variational Justification of Cycle Spinning for Wavelet-Based Solutions of Inverse Problems.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2014

2013

MMSE Estimation of Sparse Lévy Processes.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2013

Bayesian Estimation for Continuous-Time Sparse Stochastic Processes.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2013

Sparse Stochastic Processes and Discretization of Linear Inverse Problems.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2013

Bayesian Denoising: From MAP to MMSE Using Consistent Cycle Spinning.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2013

Benefits of consistency in image denoising with steerable wavelets.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

Autocalibrated signal reconstruction from linear measurements using adaptive GAMP.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

2012

Message-Passing De-Quantization With Applications to Compressed Sensing.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2012

Wavelet Shrinkage With Consistent Cycle Spinning Generalizes Total Variation Denoising.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2012

One-Bit Measurements With Adaptive Thresholds.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2012

The analog formulation of sparsity implies infinite divisibility and rules out Bernoulli-Gaussian priors.

[BibT_eX]

[DOI]

Arash Amini

Proceedings of the 2012 IEEE Information Theory Workshop, 2012

Reconstruction of biomedical images and sparse stochastic modeling.

[BibT_eX]

[DOI]

Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Generalized total variation denoising via augmented Lagrangian cycle spinning with Haar wavelets.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

MMSE denoising of sparse Lévy processes via message passing.

[BibT_eX]

[DOI]

Arash Amini

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Bayesian denoising of generalized poisson processes with finite rate of innovation.

[BibT_eX]

[DOI]

Arash Amini

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2011

Message-Passing Estimation from Quantized Samples

[BibT_eX]

[DOI]

CoRR, 2011

Optimal quantization for compressive sensing under message passing reconstruction.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Symposium on Information Theory Proceedings, 2011

Generalized approximate message passing estimation from quantized samples.

[BibT_eX]

[DOI]