Ulugbek S. Kamilov

148 papers A* 4A 1B 5Misc 18Journal 103Unranked 17

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A Unified Framework for Multimodal Image Reconstruction and Synthesis using Denoising Diffusion Models. CoRR Weijie Gan, Xucheng Wang, Tongyao Wang, Wenshang Wang, Chunwei Ying, Yuyang Hu, Yasheng Chen, Hongyu An, Ulugbek S. Kamilov
2026	J	`jnl`	ADOBI: Adaptive Diffusion Bridge for Blind Inverse Problems With Application to MRI Reconstruction. IEEE Trans. Computational Imaging Yuyang Hu, Albert Peng, Weijie Gan, Ulugbek S. Kamilov
2026	J	`jnl`	Dose-aware diffusion model for 3D PET image denoising: Multi-institutional validation with reader study and real low-dose data. Medical Image Anal. Huidong Xie, Weijie Gan, Reimund Bayerlein, Bo Zhou, Mingkai Chen, Michal Kulon, Annemarie Boustani, Kuan-Yin Ko, Der-Shiun Wang, Benjamin A. Spencer, Wei Ji, Xiongchao Chen, Qiong Liu, Xueqi Guo, Menghua Xia, Yinchi Zhou, Hui Liu, Liang Guo, Hongyu An, Ulugbek S. Kamilov, Hanzhong Wang, Biao Li, Axel Rominger, Kuangyu Shi, Ge Wang, Ramsey D. Badawi, Chi Liu
2025	—	`conf`	A Self-Supervised Diffusion Bridge for MRI Reconstruction. ISBI Harry Gao, Weijie Gan, Yuyang Hu, Hongyu An, Ulugbek S. Kamilov
2025	J	`jnl`	A Self-supervised Diffusion Bridge for MRI Reconstruction. CoRR Harry Gao, Weijie Gan, Yuyang Hu, Hongyu An, Ulugbek S. Kamilov
2025	J	`jnl`	A generalizable diffusion framework for 3D low-dose and few-view cardiac SPECT imaging. Medical Image Anal. Huidong Xie, Weijie Gan, Wei Ji, Xiongchao Chen, Alaa Alashi, Stephanie Thorn, Bo Zhou, Qiong Liu, Menghua Xia, Xueqi Guo, Yi-Hwa Liu, Hongyu An, Ulugbek S. Kamilov, Ge Wang, Albert J. Sinusas, Chi Liu
2025	J	`jnl`	Analysis Plug-and-Play Methods for Imaging Inverse Problems. CoRR Edward P. Chandler, Shirin Shoushtari, Brendt Wohlberg, Ulugbek S. Kamilov
2025	J	`jnl`	CDDIP: Constrained Diffusion-Driven Deep Image Prior for Seismic Data Reconstruction. IEEE Geosci. Remote. Sens. Lett. Paul Goyes-Peñafiel, Ulugbek S. Kamilov, Henry Arguello
2025	J	`jnl`	Closed-Form Approximation of the Total Variation Proximal Operator. IEEE Trans. Computational Imaging Edward P. Chandler, Shirin Shoushtari, Brendt Wohlberg, Ulugbek S. Kamilov
2025	J	`jnl`	CoRRECT: A Deep Unfolding Framework for Motion-Corrected Quantitative R2* Mapping. J. Math. Imaging Vis. Xiaojian Xu, Weijie Gan, Satya V. V. N. Kothapalli, Dmitriy A. Yablonskiy, Ulugbek S. Kamilov
2025	—	`conf`	Covariance-Corrected Diffusion Models for Solving Inverse Problems. SSP Nebiyou Yismaw, Ulugbek S. Kamilov, M. Salman Asif
2025	J	`jnl`	Deep Parameter Interpolation for Scalar Conditioning. CoRR Chicago Y. Park, Michael T. McCann, Cristina Garcia-Cardona, Brendt Wohlberg, Ulugbek S. Kamilov
2025	—	`conf`	Distribution Shift Estimation in Imaging Inverse Problems. CAMSAP Weining Wang, Shirin Shoushtari, Edward P. Chandler, M. Salman Asif, Ulugbek S. Kamilov
2025	J	`jnl`	Efficient Model-Based Deep Learning via Network Pruning and Fine-Tuning. J. Math. Imaging Vis. Chicago Y. Park, Weijie Gan, Zihao Zou, Yuyang Hu, Zhixin Sun, Ulugbek S. Kamilov
2025	J	`jnl`	EigenScore: OOD Detection using Covariance in Diffusion Models. CoRR Shirin Shoushtari, Yi Wang, Xiao Shi, M. Salman Asif, Ulugbek S. Kamilov
2025	—	`conf`	Enhancing Seismic Post-stack Reconstruction with Diffusion Models: Addressing Uncertainty and Structural Complexity. SSP Paul Goyes-Peñafiel, Henry Arguello, Ulugbek S. Kamilov
2025	A	`conf`	FLAIR: A Conditional Diffusion Framework with Applications to Face Video Restoration. WACV Zihao Zou, Jiaming Liu, Shirin Shoushtari, Yubo Wang, Ulugbek S. Kamilov
2025	A*	`conf`	FiRe: Fixed-points of Restoration Priors for Solving Inverse Problems. CVPR Matthieu Terris, Ulugbek S. Kamilov, Thomas Moreau
2025	J	`jnl`	Gaussian Is All You Need: A Unified Framework for Solving Inverse Problems via Diffusion Posterior Sampling. IEEE Trans. Computational Imaging Nebiyou Yismaw, Ulugbek S. Kamilov, M. Salman Asif
2025	J	`jnl`	Kernel Density Steering: Inference-Time Scaling via Mode Seeking for Image Restoration. CoRR Yuyang Hu, Kangfu Mei, Mojtaba Sahraee-Ardakan, Ulugbek S. Kamilov, Peyman Milanfar, Mauricio Delbracio
2025	J	`jnl`	Measurement Score-Based Diffusion Model. CoRR Chicago Y. Park, Shirin Shoushtari, Hongyu An, Ulugbek S. Kamilov
2025	J	`jnl`	Measurement Score-Based MRI Reconstruction with Automatic Coil Sensitivity Estimation. CoRR Tingjun Liu, Chicago Y. Park, Yuyang Hu, Hongyu An, Ulugbek S. Kamilov
2025	J	`jnl`	Multimodal Diffusion Bridge with Attention-Based SAR Fusion for Satellite Image Cloud Removal. CoRR Yuyang Hu, Suhas Lohit, Ulugbek S. Kamilov, Tim K. Marks
2025	—	`conf`	Out-of-Distribution Detection via Uncertainty Quantification in Diffusion Models. IEEECONF Shirin Shoushtari, Yi Wang, Ulugbek S. Kamilov
2025	—	`conf`	Plug-and-Play Posterior Sampling for Blind Inverse Problems. SSP Anqi Li, Weijie Gan, Ulugbek S. Kamilov
2025	J	`jnl`	Plug-and-Play Posterior Sampling for Blind Inverse Problems. CoRR Anqi Li, Weijie Gan, Ulugbek S. Kamilov
2025	J	`jnl`	RELD: Regularization by Latent Diffusion Models for Image Restoration. CoRR Pasquale Cascarano, Lorenzo Stacchio, Andrea Sebastiani, Alessandro Benfenati, Ulugbek S. Kamilov, Gustavo Marfia
2025	J	`jnl`	Random Walks With Tweedie: A Unified View of Score-Based Diffusion Models [In the Spotlight]. IEEE Signal Process. Mag. Chicago Y. Park, Michael T. McCann, Cristina Garcia-Cardona, Brendt Wohlberg, Ulugbek S. Kamilov
2025	A*	`conf`	Stochastic Deep Restoration Priors for Imaging Inverse Problems. ICML Yuyang Hu, Albert Peng, Weijie Gan, Peyman Milanfar, Mauricio Delbracio, Ulugbek S. Kamilov
2025	J	`jnl`	Unsupervised Detection of Distribution Shift in Inverse Problems using Diffusion Models. CoRR Shirin Shoushtari, Edward P. Chandler, Yuanhao Wang, M. Salman Asif, Ulugbek S. Kamilov
2024	J	`jnl`	Constrained Regularization by Denoising With Automatic Parameter Selection. IEEE Signal Process. Lett. Pasquale Cascarano, Alessandro Benfenati, Ulugbek S. Kamilov, Xiaojian Xu
2024	—	`conf`	DiffGEPCI: 3D MRI Synthesis from mGRE Signals using 2.5D Diffusion Model. ISBI Yuyang Hu, Satya V. V. N. Kothapalli, Weijie Gan, Alexander L. Sukstanskii, Gregory F. Wu, Manu Goyal, Dmitriy A. Yablonskiy, Ulugbek S. Kamilov
2024	J	`jnl`	Domain Expansion via Network Adaptation for Solving Inverse Problems. IEEE Trans. Computational Imaging Nebiyou Yismaw, Ulugbek S. Kamilov, M. Salman Asif
2024	J	`jnl`	FiRe: Fixed-points of Restoration Priors for Solving Inverse Problems. CoRR Matthieu Terris, Ulugbek S. Kamilov, Thomas Moreau
2024	J	`jnl`	Gaussian is All You Need: A Unified Framework for Solving Inverse Problems via Diffusion Posterior Sampling. CoRR Nebiyou Yismaw, Ulugbek S. Kamilov, M. Salman Asif
2024	J	`jnl`	Overcoming Distribution Shifts in Plug-and-Play Methods with Test-Time Training. CoRR Edward P. Chandler, Shirin Shoushtari, Jiaming Liu, M. Salman Asif, Ulugbek S. Kamilov
2024	Misc	`conf`	Parameter-Efficient Adaptation for Computational Imaging. ICASSP Nebiyou Yismaw, Ulugbek S. Kamilov, M. Salman Asif
2024	J	`jnl`	Plug-and-Play Priors as a Score-Based Method. CoRR Chicago Y. Park, Yuyang Hu, Michael T. McCann, Cristina Garcia-Cardona, Brendt Wohlberg, Ulugbek S. Kamilov
2024	A*	`conf`	Prior Mismatch and Adaptation in PnP-ADMM with a Nonconvex Convergence Analysis. ICML Shirin Shoushtari, Jiaming Liu, Edward P. Chandler, M. Salman Asif, Ulugbek S. Kamilov
2024	J	`jnl`	Pseudo-MRI-Guided PET Image Reconstruction Method Based on a Diffusion Probabilistic Model. CoRR Weijie Gan, Huidong Xie, Carl von Gall, Günther Platsch, Michael T. Jurkiewicz, Andrea Andrade, Udunna C. Anazodo, Ulugbek S. Kamilov, Hongyu An, Jorge Cabello
2024	J	`jnl`	Random Walks with Tweedie: A Unified Framework for Diffusion Models. CoRR Chicago Y. Park, Michael T. McCann, Cristina Garcia-Cardona, Brendt Wohlberg, Ulugbek S. Kamilov
2024	J	`jnl`	TVCondNet: A Conditional Denoising Neural Network for NMR Spectroscopy. CoRR Zihao Zou, Shirin Shoushtari, Jiaming Liu, Jialiang Zhang, Patrick Judge, Emilia Santana, Alison Lim, Marcus Foston, Ulugbek S. Kamilov
2023	J	`jnl`	A Structured Pruning Algorithm for Model-based Deep Learning. CoRR Chicago Y. Park, Weijie Gan, Zihao Zou, Yuyang Hu, Zhixin Sun, Ulugbek S. Kamilov
2023	J	`jnl`	Block Coordinate Plug-and-Play Methods for Blind Inverse Problems. CoRR Weijie Gan, Shirin Shoushtari, Yuyang Hu, Jiaming Liu, Hongyu An, Ulugbek S. Kamilov
2023	—	`conf`	Convergence of Nonconvex PNP-ADMM with MMSE Denoisers. CAMSAP Chicago Y. Park, Shirin Shoushtari, Weijie Gan, Ulugbek S. Kamilov
2023	J	`jnl`	Convergence of Nonconvex PnP-ADMM with MMSE Denoisers. CoRR Chicago Y. Park, Shirin Shoushtari, Weijie Gan, Ulugbek S. Kamilov
2023	J	`jnl`	Coordinate-Based Seismic Interpolation in Irregular Land Survey: A Deep Internal Learning Approach. IEEE Trans. Geosci. Remote. Sens. Paul Goyes-Peñafiel, Edwin Vargas, Claudia V. Correa P., Yu Sun, Ulugbek S. Kamilov, Brendt Wohlberg, Henry Arguello
2023	A*	`conf`	DOLCE: A Model-Based Probabilistic Diffusion Framework for Limited-Angle CT Reconstruction. ICCV Jiaming Liu, Rushil Anirudh, Jayaraman J. Thiagarajan, Stewart He, K. Aditya Mohan, Ulugbek S. Kamilov, Hyojin Kim
2023	Misc	`conf`	Diffusion Models for Phase Retrieval in Computational Imaging. ACSSC Shirin Shoushtari, Jiaming Liu, Ulugbek S. Kamilov
2023	Misc	`conf`	Dual-Cycle: Self-Supervised Dual-View Fluorescence Microscopy Image Reconstruction using CycleGAN. ICASSP Tomás Kerepecký, Jiaming Liu, Xue Wen Ng, David W. Piston, Ulugbek S. Kamilov
2023	J	`jnl`	FLAIR: A Conditional Diffusion Framework with Applications to Face Video Restoration. CoRR Zihao Zou, Jiaming Liu, Shirin Shoushtari, Yubo Wang, Weijie Gan, Ulugbek S. Kamilov
2023	—	`conf`	Overcoming Distribution Shifts in Plug-and-Play Methods with Test- Time Training. CAMSAP Edward P. Chandler, Shirin Shoushtari, Jiaming Liu, M. Salman Asif, Ulugbek S. Kamilov
2023	J	`jnl`	Plug-and-Play Methods for Integrating Physical and Learned Models in Computational Imaging: Theory, algorithms, and applications. IEEE Signal Process. Mag. Ulugbek S. Kamilov, Charles A. Bouman, Gregery T. Buzzard, Brendt Wohlberg
2023	J	`jnl`	Plug-and-Play Posterior Sampling under Mismatched Measurement and Prior Models. CoRR Marien Renaud, Jiaming Liu, Valentin De Bortoli, Andrés Almansa, Ulugbek S. Kamilov
2023	J	`jnl`	Prior Mismatch and Adaptation in PnP-ADMM with a Nonconvex Convergence Analysis. CoRR Shirin Shoushtari, Jiaming Liu, Edward P. Chandler, M. Salman Asif, Ulugbek S. Kamilov
2023	J	`jnl`	PtychoDV: Vision Transformer-Based Deep Unrolling Network for Ptychographic Image Reconstruction. CoRR Weijie Gan, Qiuchen Zhai, Michael Thompson McCann, Cristina Garcia-Cardona, Ulugbek S. Kamilov, Brendt Wohlberg
2023	Misc	`conf`	Robustness of Deep Equilibrium Architectures to Changes in the Measurement Model. ICASSP Junhao Hu, Shirin Shoushtari, Zihao Zou, Jiaming Liu, Zhixin Sun, Ulugbek S. Kamilov
2023	Misc	`conf`	SINCO: A Novel Structural Regularizer for Image Compression Using Implicit Neural Representations. ICASSP Harry Gao, Weijie Gan, Zhixin Sun, Ulugbek S. Kamilov
2023	J	`jnl`	Self-Supervised Deep Equilibrium Models With Theoretical Guarantees and Applications to MRI Reconstruction. IEEE Trans. Computational Imaging Weijie Gan, Chunwei Ying, Parna Eshraghi Boroojeni, Tongyao Wang, Cihat Eldeniz, Yuyang Hu, Jiaming Liu, Yasheng Chen, Hongyu An, Ulugbek S. Kamilov
2022	B	`conf`	Bregman Plug-And-Play Priors. ICIP Abdullah H. Al-Shabili, Xiaojian Xu, Ivan W. Selesnick, Ulugbek S. Kamilov
2022	J	`jnl`	Bregman Plug-and-Play Priors. CoRR Abdullah H. Al-Shabili, Xiaojian Xu, Ivan W. Selesnick, Ulugbek S. Kamilov
2022	J	`jnl`	CoRRECT: A Deep Unfolding Framework for Motion-Corrected Quantitative R2* Mapping. CoRR Xiaojian Xu, Weijie Gan, Satya V. V. N. Kothapalli, Dmitriy A. Yablonskiy, Ulugbek S. Kamilov
2022	J	`jnl`	DOLCE: A Model-Based Probabilistic Diffusion Framework for Limited-Angle CT Reconstruction. CoRR Jiaming Liu, Rushil Anirudh, Jayaraman J. Thiagarajan, Stewart He, K. Aditya Mohan, Ulugbek S. Kamilov, Hyojin Kim
2022	J	`jnl`	DOLPH: Diffusion Models for Phase Retrieval. CoRR Shirin Shoushtari, Jiaming Liu, Ulugbek S. Kamilov
2022	J	`jnl`	Deep Model-Based Architectures for Inverse Problems Under Mismatched Priors. IEEE J. Sel. Areas Inf. Theory Shirin Shoushtari, Jiaming Liu, Yuyang Hu, Ulugbek S. Kamilov
2022	J	`jnl`	Deep Model-Based Architectures for Inverse Problems under Mismatched Priors. CoRR Shirin Shoushtari, Jiaming Liu, Yuyang Hu, Ulugbek S. Kamilov
2022	J	`jnl`	Deformation-Compensated Learning for Image Reconstruction Without Ground Truth. IEEE Trans. Medical Imaging Weijie Gan, Yu Sun, Cihat Eldeniz, Jiaming Liu, Hongyu An, Ulugbek S. Kamilov
2022	J	`jnl`	Dual-Cycle: Self-Supervised Dual-View Fluorescence Microscopy Image Reconstruction using CycleGAN. CoRR Tomás Kerepecký, Jiaming Liu, Xue Wen Ng, David W. Piston, Ulugbek S. Kamilov
2022	—	`conf`	Learning Cross-Video Neural Representations for High-Quality Frame Interpolation. ECCV (15) Wentao Shangguan, Yu Sun, Weijie Gan, Ulugbek S. Kamilov
2022	J	`jnl`	Learning Cross-Video Neural Representations for High-Quality Frame Interpolation. CoRR Wentao Shangguan, Yu Sun, Weijie Gan, Ulugbek S. Kamilov
2022	B	`conf`	Monotonically Convergent Regularization by Denoising. ICIP Yuyang Hu, Jiaming Liu, Xiaojian Xu, Ulugbek S. Kamilov
2022	J	`jnl`	Monotonically Convergent Regularization by Denoising. CoRR Yuyang Hu, Jiaming Liu, Xiaojian Xu, Ulugbek S. Kamilov
2022	J	`jnl`	Online Deep Equilibrium Learning for Regularization by Denoising. CoRR Jiaming Liu, Xiaojian Xu, Weijie Gan, Shirin Shoushtari, Ulugbek S. Kamilov
2022	J	`jnl`	Recovery of continuous 3D refractive index maps from discrete intensity-only measurements using neural fields. Nat. Mac. Intell. Renhao Liu, Yu Sun, Jiabei Zhu, Lei Tian, Ulugbek S. Kamilov
2022	J	`jnl`	Robustness of Deep Equilibrium Architectures to Changes in the Measurement Model. CoRR Junhao Hu, Shirin Shoushtari, Zihao Zou, Jiaming Liu, Zhixin Sun, Ulugbek S. Kamilov
2022	J	`jnl`	SINCO: A Novel structural regularizer for image compression using implicit neural representations. CoRR Harry Gao, Weijie Gan, Zhixin Sun, Ulugbek S. Kamilov
2022	J	`jnl`	Self-Supervised Deep Equilibrium Models for Inverse Problems with Theoretical Guarantees. CoRR Weijie Gan, Chunwei Ying, Parna Eshraghi, Tongyao Wang, Cihat Eldeniz, Yuyang Hu, Jiaming Liu, Yasheng Chen, Hongyu An, Ulugbek S. Kamilov
2021	J	`jnl`	CoIL: Coordinate-Based Internal Learning for Tomographic Imaging. IEEE Trans. Computational Imaging Yu Sun, Jiaming Liu, Mingyang Xie, Brendt Wohlberg, Ulugbek S. Kamilov
2021	—	`conf`	Deep Image Reconstruction Using Unregistered Measurements Without Groundtruth. ISBI Weijie Gan, Yu Sun, Cihat Eldeniz, Jiaming Liu, Hongyu An, Ulugbek S. Kamilov
2021	—	`conf`	Joint Reconstruction and Calibration Using Regularization by Denoising with Application to Computed Tomography. ICCVW Mingyang Xie, Jiaming Liu, Yu Sun, Weijie Gan, Brendt Wohlberg, Ulugbek S. Kamilov
2021	J	`jnl`	MoDIR: Motion-Compensated Training for Deep Image Reconstruction without Ground Truth. CoRR Weijie Gan, Yu Sun, Cihat Eldeniz, Jiaming Liu, Hongyu An, Ulugbek S. Kamilov
2021	J	`jnl`	Recovery Analysis for Plug-and-Play Priors using the Restricted Eigenvalue Condition. CoRR Jiaming Liu, M. Salman Asif, Brendt Wohlberg, Ulugbek S. Kamilov
2021	J	`jnl`	SGD-Net: Efficient Model-Based Deep Learning With Theoretical Guarantees. IEEE Trans. Computational Imaging Jiaming Liu, Yu Sun, Weijie Gan, Xiaojian Xu, Brendt Wohlberg, Ulugbek S. Kamilov
2021	J	`jnl`	SGD-Net: Efficient Model-Based Deep Learning with Theoretical Guarantees. CoRR Jiaming Liu, Yu Sun, Weijie Gan, Xiaojian Xu, Brendt Wohlberg, Ulugbek S. Kamilov
2021	—	`conf`	SS-JIRCS: Self-Supervised Joint Image Reconstruction and Coil Sensitivity Calibration in Parallel MRI without Ground Truth. ICCVW Weijie Gan, Yuyang Hu, Cihat Eldeniz, Jiaming Liu, Yasheng Chen, Hongyu An, Ulugbek S. Kamilov
2021	J	`jnl`	Scalable Plug-and-Play ADMM With Convergence Guarantees. IEEE Trans. Computational Imaging Yu Sun, Zihui Wu, Xiaojian Xu, Brendt Wohlberg, Ulugbek S. Kamilov
2021	Misc	`conf`	Stochastic Deep Unfolding for Imaging Inverse Problems. ICASSP Jiaming Liu, Yu Sun, Weijie Gan, Xiaojian Xu, Brendt Wohlberg, Ulugbek S. Kamilov
2020	J	`jnl`	A New Recurrent Plug-and-Play Prior Based on the Multiple Self-Similarity Network. IEEE Signal Process. Lett. Guangxiao Song, Yu Sun, Jiaming Liu, Zhijie Wang, Ulugbek S. Kamilov
2020	J	`jnl`	Async-RED: A Provably Convergent Asynchronous Block Parallel Stochastic Method using Deep Denoising Priors. CoRR Yu Sun, Jiaming Liu, Yiran Sun, Brendt Wohlberg, Ulugbek S. Kamilov
2020	J	`jnl`	Block Coordinate Regularization by Denoising. IEEE Trans. Computational Imaging Yu Sun, Jiaming Liu, Ulugbek S. Kamilov
2020	Misc	`conf`	Boosting the Performance of Plug-and-Play Priors via Denoiser Scaling. ACSSC Xiaojian Xu, Jiaming Liu, Yu Sun, Brendt Wohlberg, Ulugbek S. Kamilov
2020	J	`jnl`	Deep Image Reconstruction using Unregistered Measurements without Groundtruth. CoRR Weijie Gan, Yu Sun, Cihat Eldeniz, Jiaming Liu, Hongyu An, Ulugbek S. Kamilov
2020	Misc	`conf`	Image Reconstruction for MRI using Deep CNN Priors Trained without Groundtruth. ACSSC Weijie Gan, Cihat Eldeniz, Jiaming Liu, Sihao Chen, Hongyu An, Ulugbek S. Kamilov
2020	J	`jnl`	Joint Reconstruction and Calibration using Regularization by Denoising. CoRR Mingyang Xie, Yu Sun, Jiaming Liu, Brendt Wohlberg, Ulugbek S. Kamilov
2020	J	`jnl`	Provable Convergence of Plug-and-Play Priors With MMSE Denoisers. IEEE Signal Process. Lett. Xiaojian Xu, Yu Sun, Jiaming Liu, Brendt Wohlberg, Ulugbek S. Kamilov
2020	—	`conf`	Proximal Newton Methods for X-Ray Imaging with Non-Smooth Regularization. Computational Imaging Tao Ge, Umberto Villa, Ulugbek S. Kamilov, Joseph A. O'Sullivan
2020	J	`jnl`	RARE: Image Reconstruction Using Deep Priors Learned Without Groundtruth. IEEE J. Sel. Top. Signal Process. Jiaming Liu, Yu Sun, Cihat Eldeniz, Weijie Gan, Hongyu An, Ulugbek S. Kamilov
2020	J	`jnl`	SIMBA: Scalable Inversion in Optical Tomography Using Deep Denoising Priors. IEEE J. Sel. Top. Signal Process. Zihui Wu, Yu Sun, Alex Matlock, Jiaming Liu, Lei Tian, Ulugbek S. Kamilov
2020	J	`jnl`	Scalable Plug-and-Play ADMM with Convergence Guarantees. CoRR Yu Sun, Zihui Wu, Brendt Wohlberg, Ulugbek S. Kamilov
2019	J	`jnl`	An Online Plug-and-Play Algorithm for Regularized Image Reconstruction. IEEE Trans. Computational Imaging Yu Sun, Brendt Wohlberg, Ulugbek S. Kamilov
2019	J	`jnl`	Block Coordinate Regularization by Denoising. CoRR Yu Sun, Jiaming Liu, Ulugbek S. Kamilov
2019	Misc	`conf`	Image Restoration Using Total Variation Regularized Deep Image Prior. ICASSP Jiaming Liu, Yu Sun, Xiaojian Xu, Ulugbek S. Kamilov
2019	J	`jnl`	Infusing Learned Priors into Model-Based Multispectral Imaging. CoRR Jiaming Liu, Yu Sun, Ulugbek S. Kamilov
2019	J	`jnl`	Online Regularization by Denoising with Applications to Phase Retrieval. CoRR Zihui Wu, Yu Sun, Jiaming Liu, Ulugbek S. Kamilov
2019	J	`jnl`	Proximal Newton Methods for X-Ray Imaging with Non-Smooth Regularization. CoRR Tao Ge, Umberto Villa, Ulugbek S. Kamilov, Joseph A. O'Sullivan
2019	Misc	`conf`	Regularized Fourier Ptychography Using an Online Plug-and-play Algorithm. ICASSP Yu Sun, Shiqi Xu, Yunzhe Li, Lei Tian, Brendt Wohlberg, Ulugbek S. Kamilov
2019	Misc	`conf`	SignProx: One-bit Proximal Algorithm for Nonconvex Stochastic Optimization. ICASSP Xiaojian Xu, Ulugbek S. Kamilov
2018	Misc	`conf`	Accelerated Image Reconstruction for Nonlinear Diffractive Imaging. ICASSP Yanting Ma, Hassan Mansour, Dehong Liu, Petros T. Boufounos, Ulugbek S. Kamilov
2018	J	`jnl`	An Online Plug-and-Play Algorithm for Regularized Image Reconstruction. CoRR Yu Sun, Brendt Wohlberg, Ulugbek S. Kamilov
2018	Misc	`conf`	Deepcasd: An End-to-End Approach for Multi-Spectral Image Super-Resolution. ICASSP Bihan Wen, Ulugbek S. Kamilov, Dehong Liu, Hassan Mansour, Petros T. Boufounos
2018	J	`jnl`	Efficient and accurate inversion of multiple scattering with deep learning. CoRR Yu Sun, Zhihao Xia, Ulugbek S. Kamilov
2018	J	`jnl`	Image Restoration using Total Variation Regularized Deep Image Prior. CoRR Jiaming Liu, Yu Sun, Xiaojian Xu, Ulugbek S. Kamilov
2018	J	`jnl`	Learning-Based Image Reconstruction via Parallel Proximal Algorithm. IEEE Signal Process. Lett. Emrah Bostan, Ulugbek S. Kamilov, Laura Waller
2018	J	`jnl`	Learning-based Image Reconstruction via Parallel Proximal Algorithm. CoRR Emrah Bostan, Ulugbek S. Kamilov, Laura Waller
2018	J	`jnl`	Plug-In Stochastic Gradient Method. CoRR Yu Sun, Brendt Wohlberg, Ulugbek S. Kamilov
2018	Misc	`conf`	Radar Autofocus Using Sparse Blind Deconvolution. ICASSP Hassan Mansour, Dehong Liu, Petros T. Boufounos, Ulugbek S. Kamilov
2018	J	`jnl`	Regularized Fourier Ptychography using an Online Plug-and-Play Algorithm. CoRR Yu Sun, Shiqi Xu, Yunzhe Li, Lei Tian, Brendt Wohlberg, Ulugbek S. Kamilov
2018	J	`jnl`	SEAGLE: Sparsity-Driven Image Reconstruction Under Multiple Scattering. IEEE Trans. Computational Imaging Hsiou-Yuan Liu, Dehong Liu, Hassan Mansour, Petros T. Boufounos, Laura Waller, Ulugbek S. Kamilov
2018	J	`jnl`	Sparse Blind Deconvolution for Distributed Radar Autofocus Imaging. CoRR Hassan Mansour, Dehong Liu, Ulugbek S. Kamilov, Petros T. Boufounos
2018	J	`jnl`	Sparse Blind Deconvolution for Distributed Radar Autofocus Imaging. IEEE Trans. Computational Imaging Hassan Mansour, Dehong Liu, Ulugbek S. Kamilov, Petros T. Boufounos
2018	J	`jnl`	Stability of Scattering Decoder For Nonlinear Diffractive Imaging. CoRR Yu Sun, Ulugbek S. Kamilov
2018	J	`jnl`	signProx: One-Bit Proximal Algorithm for Nonconvex Stochastic Optimization. CoRR Ulugbek S. Kamilov
2017	J	`jnl`	A Parallel Proximal Algorithm for Anisotropic Total Variation Minimization. IEEE Trans. Image Process. Ulugbek S. Kamilov
2017	J	`jnl`	A Plug-and-Play Priors Approach for Solving Nonlinear Imaging Inverse Problems. IEEE Signal Process. Lett. Ulugbek S. Kamilov, Hassan Mansour, Brendt Wohlberg
2017	J	`jnl`	Accelerated Image Reconstruction for Nonlinear Diffractive Imaging. CoRR Yanting Ma, Hassan Mansour, Dehong Liu, Petros T. Boufounos, Ulugbek S. Kamilov
2017	Misc	`conf`	Compressive imaging with iterative forward models. ICASSP Hsiou-Yuan Liu, Ulugbek S. Kamilov, Dehong Liu, Hassan Mansour, Petros T. Boufounos
2017	B	`conf`	Fusion of multi-angular aerial images based on epipolar geometry and matrix completion. ICIP Yanting Ma, Dehong Liu, Hassan Mansour, Ulugbek S. Kamilov, Yuichi Taguchi, Petros T. Boufounos, Anthony Vetro
2017	J	`jnl`	Inference for Generalized Linear Models via Alternating Directions and Bethe Free Energy Minimization. IEEE Trans. Inf. Theory Sundeep Rangan, Alyson K. Fletcher, Philip Schniter, Ulugbek S. Kamilov
2017	J	`jnl`	Motion-Adaptive Depth Superresolution. IEEE Trans. Image Process. Ulugbek S. Kamilov, Petros T. Boufounos
2017	J	`jnl`	Online Convolutional Dictionary Learning for Multimodal Imaging. CoRR Kévin Degraux, Ulugbek S. Kamilov, Petros T. Boufounos, Dehong Liu
2017	B	`conf`	Online convolutional dictionary learning for multimodal imaging. ICIP Kévin Degraux, Ulugbek S. Kamilov, Petros T. Boufounos, Dehong Liu
2017	J	`jnl`	SEAGLE: Sparsity-Driven Image Reconstruction under Multiple Scattering. CoRR Hsiou-Yuan Liu, Dehong Liu, Hassan Mansour, Petros T. Boufounos, Laura Waller, Ulugbek S. Kamilov
2016	J	`jnl`	A Recursive Born Approach to Nonlinear Inverse Scattering. CoRR Ulugbek S. Kamilov, Dehong Liu, Hassan Mansour, Petros T. Boufounos
2016	J	`jnl`	A Recursive Born Approach to Nonlinear Inverse Scattering. IEEE Signal Process. Lett. Ulugbek S. Kamilov, Dehong Liu, Hassan Mansour, Petros T. Boufounos
2016	Misc	`conf`	Autocalibration of lidar and optical cameras via edge alignment. ICASSP Juan Castorena, Ulugbek S. Kamilov, Petros T. Boufounos
2016	J	`jnl`	Compressive Imaging with Iterative Forward Models. CoRR Hsiou-Yuan Liu, Ulugbek S. Kamilov, Dehong Liu, Hassan Mansour, Petros T. Boufounos
2016	J	`jnl`	Depth Superresolution using Motion Adaptive Regularization. CoRR Ulugbek S. Kamilov, Petros T. Boufounos
2016	—	`conf`	Depth superresolution using motion adaptive regularization. ICME Workshops Ulugbek S. Kamilov, Petros T. Boufounos
2016	J	`jnl`	Learning Optimal Nonlinearities for Iterative Thresholding Algorithms. IEEE Signal Process. Lett. Ulugbek S. Kamilov, Hassan Mansour
2016	Misc	`conf`	Multipath removal by online blind deconvolution in through-the-wall-imaging. ICASSP Hassan Mansour, Ulugbek S. Kamilov
2016	J	`jnl`	Optical Tomographic Image Reconstruction Based on Beam Propagation and Sparse Regularization. IEEE Trans. Computational Imaging Ulugbek S. Kamilov, Ioannis N. Papadopoulos, Morteza H. Shoreh, Alexandre Goy, Cédric Vonesch, Michael Unser, Demetri Psaltis
2016	Misc	`conf`	Parallel proximal methods for total variation minimization. ICASSP Ulugbek S. Kamilov
2016	J	`jnl`	Proceedings of the third "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'16). CoRR Vinayak Abrol, Olivier Absil, Pierre-Antoine Absil, Sandrine Anthoine, Philippe Antoine, Thomas Arildsen, Nancy Bertin, Folkert Bleichrodt, Jérôme Bobin, Anne Bol, Antoine Bonnefoy, Francesco Caltagirone, Valerio Cambareri, Cecile Chenot, Vladimir S. Crnojevic, Marie Danková, Kévin Degraux, Jens Eisert, Mohamed-Jalal Fadili, Marylou Gabrié, Nicolas Gac, Daniele Giacobello, Carlos A. Gomez Gonzalez, Adriana Gonzalez, Pierre-Yves Gousenbourger, Mads Græsbøll Christensen, Rémi Gribonval, Stéphanie Guérit, Shaoguang Huang, Paul Irofti, Laurent Jacques, Ulugbek S. Kamilov, Srdan Kitic, Martin Kliesch, Florent Krzakala, John A. Lee, Wenzhi Liao, Tobias Lindstrøm Jensen, Andre Manoel, Hassan Mansour, Ali Mohammad-Djafari, Amirafshar Moshtaghpour, Fred Maurice Ngolè Mboula, Benoît Pairet, Marko Panic, Gabriel Peyré, Aleksandra Pizurica, Pavel Rajmic, Matthieu Roblin, Ingo Roth, Anil Kumar Sao, Pulkit Sharma, Jean-Luc Starck, Eric W. Tramel, Toon van Waterschoot, Dejan Vukobratovic, Li Wang, Benedikt Wirth, Gerhard Wunder, Hongyan Zhang
2015	—	`conf`	Extended target localization with total-variation denoising in through-the-wall-imaging. CAMSAP Hiroyuki Handa, Hassan Mansour, Dehong Liu, Ulugbek S. Kamilov
2015	B	`conf`	Inference for Generalized Linear Models via alternating directions and Bethe Free Energy minimization. ISIT Sundeep Rangan, Alyson K. Fletcher, Philip Schniter, Ulugbek S. Kamilov
2015	J	`jnl`	Learning optimal nonlinearities for iterative thresholding algorithms. CoRR Ulugbek S. Kamilov, Hassan Mansour
2015	J	`jnl`	Parallel proximal methods for total variation minimization. CoRR Ulugbek S. Kamilov
2015	—	`conf`	Sparsity-driven distributed array imaging. CAMSAP Dehong Liu, Ulugbek S. Kamilov, Petros T. Boufounos