Publications

@inproceedings{Park.etal2026,
  author={Park, C. Y. and Shoushtari, S. and Kamilov, U. S.},
  booktitle={Int. Conf. Learn. Represent. (ICLR)},
  title={Measurement Score-Based Diffusion Model},
  year={2026},
  address={Rio, Brazil}
}

@inproceedings{Shoushtari.etal2026,
  author={Shoushtari, S. and Wang, Y. and Shi, X. and Asif, M. S. and Kamilov, U. S.},
  booktitle={Int. Conf. Learn. Represent. (ICLR)},
  title={EigenScore: OOD Detection using Covariance in Diffusion Models},
  year={2026},
  address={Rio, Brazil}
}

@article{Park.etal2026b,
  author={Park, C. Y. and Chandler, E. P. and Hu, Y. and McCann, M. T. and Garcia-Cardona, C. and Wohlberg, B. and Kamilov, U. S.},
  journal={IEEE Trans. Comput. Imag.},
  title={Stochastic Generative Plug-and-Play Priors},
  year={2026}
}

@article{Hu.etal2026,
  author={Hu, Y. and Peng, A. and Gan, W. and Kamilov, U. S.},
  journal={IEEE Trans. Comput. Imag.},
  title={{ADOBI}: {A}daptive Diffusion Bridge For Blind Inverse Problems with Application to MRI Reconstruction},
  year={2026},
  volume={12},
  pages={776--786},
  doi={10.1109/TCI.2026.3678407}
}

@article{Lewis.etal2026,
  author={Lewis, J. and Goyal, M. S. and Wu, G. F. and Hu, Y. and Sukstanskii, A. L. and Kothapalli, {S. V. V. N.} and Cross, A. H. and Kamilov, U. S. and Yablonsky, Y. A.},
  journal={J. Magn. Reson. Imaging},
  title={{AI}-Powered Gradient Echo Plural Contrast Imaging ({AI-GEPCI})—A Comprehensive Neurological Protocol From a Single MRI Scan},
  year={2026},
  doi={10.1002/jmri.70345}
}

@article{Xie.etal2026,
  author={Xie, H. and Gan, W. and Bayerlein, R. and Zhou, B. and Chen, M.-K. and Kulon, M. and Boustani, A. and Ko, K.-Y. and Wang, D.-S. and Spencer, B. A. and Ji, W. and Chen, X. and Liu, Q. and Guo, X. and Xia, M. and Zhou, Y. and Liu, H. and Guo, L. and An, H. and Kamilov, U. S. and Wang, H. and Li, B. and Rominger, A. and Shi, K. and Wang, G. and Badawi, R. D. and Liu, C.},
  journal={Med. Image Anal.},
  title={Dose-aware Diffusion Model for {3D} {PET} Image Denoising: {M}ulti-institutional Validation with Reader Study and Real Low-dose Data},
  year={2026},
  pages={104039},
  doi={10.1016/j.media.2026.104039}
}

@article{Cascarano.etal2026,
  author={Cascarano, P. and Stacchio, L. and Sebastiani, A. and Benfenati, A. and Kamilov, U. S. and Marfia, G.},
  journal={IEEE Signal Process. Lett.},
  title={{RELD}: Regularization by Latent Denoising},
  year={2026},
  volume={33},
  pages={2305--2309},
  doi={10.1109/LSP.2026.3705374}
}

@article{Scott.etal2026,
  author={Scott, A. K. and Louwagie, E. M. and Chandler, E. P. and Fosher, C. and Arter, A. and Manyx, F. and Yang, P. and Kolluru, S. S. and Kamilov, U. S. and Odibo, A. O. and Oyen, M. L.},
  journal={Placenta},
  title={Integrated quantitative biomarkers of placental texture and hemodynamics improve assessment of pregnancies at risk for adverse fetal outcomes},
  year={2026},
  doi={10.1016/j.placenta.2026.07.011}
}

@inproceedings{Shoushtari.etal2026a,
  author={Shoushtari, S. and Chandler, E. P. and Kamilov, U. S.},
  booktitle={IEEE Int. Conf. Acoustics, Speech and Signal Process. (ICASSP)},
  title={Moments Matter: Posterior Recovery in Poisson Denoising via Log-Networks},
  year={2026},
  address={Barcelona, Spain}
}

@inproceedings{Park.etal2026a,
  author={Park, C. Y. and McCann, M. T. and Garcia-Cardona, C. and Wohlberg, B. and Kamilov, U. S.},
  booktitle={Findings of IEEE/CVF Conf. Computer Vision and Pattern Recognition ({CVPR})},
  title={Deep Parameter Interpolation for Scalar Conditioning},
  year={2026},
  address={Denver, CO, USA}
}

@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},
  pages={24621--24652}
}

@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},
  pages={23185--23194},
  doi={10.1109/CVPR52734.2025.02159}
}

@inproceedings{Hu.etal2025a,
  author={Hu, Y. and Mei, K. and Sahraee-Ardakan, M. and Kamilov, U. S. and Milanfar, P. and Delbracio, M.},
  booktitle={Adv. Neural Information Processing Systems (NeurIPS)},
  title={Kernel Density Steering: Inference-Time Scaling via Mode Seeking for Image Restoration},
  year={2025},
  address={San Diego, CA, USA}
}

@article{Park.etal2025,
  author={Park, C. Y. and McCann, M. T. and Garcia-Cardona, C. and Wohlberg, B. and Kamilov, U. S.},
  journal={IEEE Signal Process. Mag.},
  title={Random Walks with {T}weedie: {A} Unified View of Score-Based Diffusion Models},
  year={2025},
  volume={42},
  no={3},
  pages={40--51},
  doi={10.1109/MSP.2025.3590608}
}

@article{Chandler.etal2025,
  author={Chandler, E. P. and Shoushtari, S. and Wohlberg, B. and Kamilov, U. S.},
  journal={IEEE Trans. Comput. Imag.},
  title={Closed-Form Approximation of the Total Variation Proximal Operator},
  year={2025},
  vol={11},
  pages={1217--1228},
  doi={10.1109/TCI.2025.3603689}
}

@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.etal2025b,
  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},
  vol={67},
  no={21},
  doi={10.1007/s10851-025-01241-1}
}

@article{Zhao.etal2025,
  author={Zhao, S. and Chibani, L. and Chandler, E. and Liu, F. and Hu, J. and Valzania, L. and Kamilov, U. S. and {de Aguiar}, H. B.},
  journal={Nat. Commun.},
  title={Computational field-resolved coherent chemical imaging},
  year={2025},
  doi={10.1038/s41467-025-62716-8},
  volume={16},
  no={7406}
}

@article{Sun.etal2025,
  author={Sun, Z. and Godbe, J. and Zheleznyak, A. and Manion, B. and Hu, J. and Prior, J. and Duncan, K. and Kamilov, U. S. and Shokeen, M.},
  journal={EJNMMI Research},
  title={Advanced Quantification Pipeline Reveals New Spatial and Temporal Tumor Characteristics in Preclinical Multiple Myeloma},
  year={2025},
  vol={15},
  no={95},
  doi={10.1186/s13550-025-01291-x}
}

@article{Hu.etal2025b,
  author={Hu, Y. and Lohit, S. and Kamilov, U. S. and Marks, T. K.},
  journal={IEEE Trans. Geosci. Remote Sens.},
  title={Multimodal Diffusion Bridge with Attention-Based {SAR} Fusion for Satellite Image Cloud Removal},
  year={2025},
  volume={63},
  pages={5639612},
  doi={10.1109/TGRS.2025.3604654}
}

@article{Yismaw.etal2025a,
  author={Yismaw, N. T. and Kamilov, U. S. and Asif, M. S.},
  booktitle={IEEE Trans. Comput. Imag.},
  title={Gaussian is All You Need: A Unified Framework for Solving Inverse Problems via Diffusion Posterior Sampling},
  year={2025},
  vol={11},
  pages={1020--1030},
  doi={10.1109/TCI.2025.3594988}
}

@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}
}

@article{Xie.etal2025,
  author={Xie, H. and Gan, W. and Ji, W. and Chen, X. and Alashi, A. and Thorn, S. L. and Zhou, B. and Liu, Q. and Xia, M. and Guo, X. and Liu, Y.-H. and An, H. and Kamilov, U. S. and Wang, G. and Sinusas, A. J. and Liu, C.},
  journal={Med. Image Anal.},
  title={A generalizable diffusion framework for 3D low-dose and few-view cardiac SPECT imaging},
  year={2025},
  volume={106},
  pages={103729},
  doi={10.1016/j.media.2025.103729}
}

@article{Scott.etal2025,
  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={2025},
  volume={166},
  pages={154--163},
  doi={10.1016/j.placenta.2024.08.005}
}

@inproceedings{Park.etal2025a,
  author={Park, C. Y. and Hu, Y. and McCann, M. T. and Garcia-Cardona, C. and Wohlberg, B. and Kamilov, U. S.},
  booktitle={IEEE Int. Conf. Image Proc. (ICIP)},
  title={Plug-and-Play Priors as a Score-Based Method},
  year={2025},
  address={Anchorage, USA},
  pages={49--54},
  doi={10.1109/ICIP55913.2025.11084503}
}

@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},
  doi={10.1109/WACV61041.2025.00511}
}

@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},
  pages={1--4},
  doi={10.1109/ISBI60581.2025.10980710},
  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},
  doi={10.1109/SSP64130.2025.11073296},
  pages={81--85}
}

@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},
  pages={86--90},
  address={Edinburgh, UK},
  doi={10.1109/SSP64130.2025.11073374}
}

@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},
  pages={26--30},
  doi={10.1109/SSP64130.2025.11073300}
}

@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 Process.},
  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}
}

@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},
  doi={10.1109/ISBI56570.2024.10635694},
  pages={1--4}
}

@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 Process.},
  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}
}

@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 Sue{\~n}os, 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 Sue{\~n}os, 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.},
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  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}
}

@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}
}

@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}
}