Computational Imaging GroupUniversity of Wisconsin–Madison

Team

Members of the Computational Imaging Group standing outside the McKelvey Hall
CIG at WashU, Spring 2022
Members of the Computational Imaging Group standing outside the McKelvey Hall
CIG at WashU, Spring 2022

Principal Investigator

Ulugbek S. Kamilov

Leon and Elizabeth Janssen Associate Professor

Department of Electrical and Computer Engineering

Department of Computer Sciences (affiliate)

Department of Radiology (affiliate)

Data Science Institute (affiliate)

Wisconsin Institute for Discovery (fellow)

PhD Students

Student Researchers

Alumni

PhD Alumni

Former Student Researchers

Mikhail ChalakovBS, UW-MadisonSpring 2026ODE and SDE-based Diffusion Models as DeblurrersUlugbek S. Kamilov
Saksham MittalBS, UW-MadisonSpring 2026Decoupled Noise Injection in PnPChicago Park, Ulugbek S. Kamilov
Weining WangMS, WashUSpring 2025 – Fall 2025Generative MRI ReconstructionShirin Shoushtari, Ulugbek S. Kamilov
Eugene JooBS, WashUFall 2024 – Spring 2025Super-Resolution for Magnetic Resonance ImagingEdward Chandler, Ulugbek S. Kamilov
Haoyu ZhangMS, WashUSpring 2024 – Spring 2025Learning-based MRI Reconstruction Method with Coil Sensitivity Estimation and Prior AdaptationWeijie Gan, Ulugbek S. Kamilov
Kevin (Yi) WangBS, WashUSpring 2025Out-of-Distribution Detection in Diffusion modelsShirin Shoushtari, Ulugbek S. Kamilov
Naveen AsokanMS, WashUSpring 2024 – Spring 2025Adaptive Noise Estimation and Denoising with Deep Learning for NMR SpectroscopyShirin Shoushtari, Edward Chandler, Ulugbek S. Kamilov
Albert PengBS, WashUFall 2024Self-Supervised Learning for MRIYuyang Hu, Ulugbek S. Kamilov
Anqi LiWashUFall 2024Posterior Sampling using Diffusion ModelsWeijie Gan, Ulugbek S. Kamilov
Daedalus ChenBS, WashUFall 2024Advanced Image Segmentation of PlacentaYuyang Hu, Ulugbek S. Kamilov
David ChenWashUFall 2024Generative AI for ArtShirin Shoushtari, Ulugbek S. Kamilov
David WangBS, WashUSpring 2024 – Fall 2024Diffusion Models for Medical Image SynthesisWeijie Gan, Ulugbek S. Kamilov
Hanson LiBS, WashUFall 2024Generative Models for Texture SynthesisEdward Chandler, Ulugbek S. Kamilov
Harry GaoBS, WashUSpring 2022 – Fall 2024Generative Models for Computational ImagingWeijie Gan, Ulugbek S. Kamilov
Jason ZhaoBS, WashUFall 2024Stabilizing Langevin Dynamics for Image SamplingChicago Park, Ulugbek S. Kamilov
Jianan WuWashUSpring 2024 – Fall 2024Implicit Neural Representations for MRIUlugbek S. Kamilov
Kevin KotzbauerWashUFall 2024Robust Diffusion Inverse Solvers for Computational ImagingShirin Shoushtari, Ulugbek S. Kamilov
Kyle WolfordWashUFall 2024Image Registration in Digital MammographyShirin Shoushtari, Ulugbek S. Kamilov
Rahul ChavaliBS, WashUFall 2024Advanced Spectral Unmixing for Hyperspectral ImagingEdward Chandler, Ulugbek S. Kamilov
Yusheng TanWashUFall 2024Optimal Restoration Operators for Computational ImagingWeijie Gan, Ulugbek S. Kamilov
Vincent SiuBS, WashUSpring 2023 – Spring 2024Deep Learning for Diagnosis of Post-Traumatic Elbow DiseaseWeijie Gan, Ulugbek S. Kamilov
Chang (Jason) TiMS, WashUSpring 2023Interactive Digit Recognition for ML EducationFlora Sun, Ulugbek S. Kamilov
Chaoye JinWashUFall 2022 – Spring 2023Breast Cancer Risk Assessment using Machine LearningShirin Shoushtari, Ulugbek S. Kamilov
Eddy SulWashUSpring 2023Deep Learning for Digital MammographyShirin Shoushtari, Ulugbek S. Kamilov
Emma McMillianWashUSpring 2023Noise-Adaptive Deep Denoisers for ImagingYuyang Hu, Ulugbek S. Kamilov
Junyi YaoWashUSpring 2023Deep Learning for the Next-Generation Scientific ImagingShirin Shoushtari, Ulugbek S. Kamilov
Kerri PrinosWashUSpring 2023Deep Learning for 3D Quantitative Brain MRIYuyang Hu, Ulugbek S. Kamilov
Nan HuangWashUFall 2022 – Spring 2023Continuous Regularizer for Inverse ProblemsWeijie Gan, Ulugbek S. Kamilov
X. YangWashUSpring 2023Detecting Multiple Myeloma using Deep Image AnalysisFlora Sun, Ulugbek S. Kamilov
Yubo WangWashUFall 2022 – Spring 2023Deep Learning for the Next-Generation MicroscopyJiaming Liu, Ulugbek S. Kamilov
Z. XiangWashUSpring 2023Machine Learning Biomarkers for Fetal Growth RestrictionsYuyang Hu, Ulugbek S. Kamilov
Eddie ChoiBS, WashUFall 2022Deep Learning for Digital MammographyShirin Shoushtari, Ulugbek S. Kamilov
Henry LiBS, WashUFall 2022Quantitative Brain MRI using Deep LearningYuyang Hu, Ulugbek S. Kamilov
Hugh JamesMS, WashUFall 2021 – Fall 2022Investigating Applications of Deep Learning for Diagnosis of Post Traumatic Elbow DiseaseWeijie Gan, Ulugbek S. Kamilov
Minghao YuMS, WashUFall 2022Deep Complex Neural Networks for ImagingWeijie Gan, Ulugbek S. Kamilov
Yangruo MaMS, WashUFall 2022Image Restoration using Generative ModelsShirin Shoushtari, Ulugbek S. Kamilov
Zihao ZouMS, WashUSpring 2022 – Fall 2022Memory and Computationally Efficient Deep LearningJiaming Liu, Ulugbek S. Kamilov
Julia ZengBS, WashUSpring 2022Memory-Efficient Deep Image RestorationXiaojian Xu, Ulugbek S. Kamilov
Xiangyu ChenMS, WashUSpring 2022Deep Learning for the Next-Generation MicroscopyJiaming Liu, Ulugbek S. Kamilov
Yixuan LuoMS, WashUFall 2021 – Spring 2022Deep Learning for Calf Muscle and Fat MeasurementXiaojian Xu, Ulugbek S. Kamilov
Dian JinWashUFall 2021Learning Optimal Sampling Strategies for MRIWeijie Gan, Ulugbek S. Kamilov
Hao QinMS, WashUFall 2021Asynchronous Plug-and-Play Priors with Theoretical GuaranteesYu Sun, Ulugbek S. Kamilov
Jiwon ChoiBS, WashUFall 2021Regularization by Artifact Removal for PETWeijie Gan, Ulugbek S. Kamilov
T. LeeWashUFall 2021Deep Learning for Abdominal Visceral and Subcutaneous Fat MeasurementXiaojian Xu, Ulugbek S. Kamilov
Wentao ShangguanMS, WashUFall 2020 – Fall 2021NeVR: Learning Continuous Neural Video Representation with Local Feature Codes for Video InterpolationYu Sun, Ulugbek S. Kamilov
Xinhan HuangMS, WashUFall 2021Implementing Optimization Algorithms in Jupyter NotebookUlugbek S. Kamilov
Yanpeng YuanBS, WashUSpring 2021 – Fall 2021Deep Learning for Diagnosis of Post-Traumatic Elbow DiseaseWeijie Gan, Ulugbek S. Kamilov
Renhao LiuMS, WashUSummer 2020 – Summer 2021Regularized Coordinate-based Neural Representation Learning for Optical TomographyYu Sun, Ulugbek S. Kamilov
Ann ZhouBS, WashUSpring 2021Tunable Deep Learning for Computational ImagingXiaojian Xu, Ulugbek S. Kamilov
Ziwen WangBS, WashUFall 2020 – Spring 2021Low-Complexity Learning for Large-Scale ImagingJiaming Liu, Yu Sun, Ulugbek S. Kamilov
Eric TangWashUFall 2019 – Fall 2020Motion-Artifact Correction in Quantitative MRIXiaojian Xu, Ulugbek S. Kamilov
Mingyang XieBS, WashUFall 2019 – Fall 2020Autocalibration for Regularization by DenoisingYu Sun, Ulugbek S. Kamilov
Yukun LiWashUSpring 2020 – Fall 2020Cycle GAN for Quantitative MRIXiaojian Xu, Ulugbek S. Kamilov
Abdalla BaniWashUSpring 2020Design of GAN Priors for Iterative AlgorithmsJiaming Liu, Ulugbek S. Kamilov
Guangyu MengWashUSpring 2020End-to-End Training of VAE-GAN PriorsJiaming Liu, Ulugbek S. Kamilov
Rob SchurzWashUSpring 2020Proximal Optimization for Computerized TomographyJiaming Liu, Ulugbek S. Kamilov
Yongcheng SongWashUSpring 2020Fast Automatic Focal Plane Selection for Brightfield Microscopy using Machine LearningXiaojian Xu, Ulugbek S. Kamilov
Zihui WuBS, WashUFall 2018 – Spring 2020Stochastic Algorithms using Deep PriorsYu Sun, Ulugbek S. Kamilov
Max ToropMS, WashUFall 2019Computational Methods for Quantitative Brain MR ImagingYu Sun, Ulugbek S. Kamilov
Nina WoythalerBS, WashUFall 2019Motion Artifact Reduction in Quantitative Brain MRIXiaojian Xu, Ulugbek S. Kamilov
Ryogo SuzukiMS, WashUFall 2019Generative Adversarial Networks for Image RestorationXiaojian Xu, Ulugbek S. Kamilov
Y. JiaWashUFall 2019Large-Scale Optimization for Computational ImagingUlugbek S. Kamilov
Yiran SunMS, WashUFall 2019Asynchronous Large-Scale Optimization for ImagingYu Sun, Ulugbek S. Kamilov
Shiqi XuMS, WashUSpring 2018 – Spring 2019Regularized Fourier Ptychographic MicroscopyUlugbek S. Kamilov
Fa LongMS, WashUFall 2018Convolutional Dictionary Learning for Image ReconstructionXiaojian Xu, Ulugbek S. Kamilov
Fangying ZhaiMS, WashUFall 2018Image Restoration with GANsYu Sun, Ulugbek S. Kamilov
Hanrui ZouMS, WashUFall 2018Unsupervised Deep Image LearningYu Sun, Ulugbek S. Kamilov
Jerry XingMS, WashUFall 2018Learning for MRIXiaojian Xu, Ulugbek S. Kamilov
Melena AbijaoudeMS, WashUFall 2018Distributed Algorithms for Nonconvex Stochastic OptimizationUlugbek S. Kamilov

Visitors

Anthony WangVisiting StudentMIT, USA2023
Marien RenaudVisiting StudentÉcole Polytechnique, France2023
Olivier LeblancVisiting PhD StudentUCLouvain, Belgium2023
Paul GoyesVisiting PhD StudentUniversidad Industrial de Santander, Colombia2023
Yu-Chieh YuVisiting StudentNational Taiwan University, Taiwan2023
Anis ChihoubVisiting StudentRutgers University, USA2022
Hee Yun SuhVisiting StudentJohns Hopkins University, USA2022
Tomáš KerepeckýVisiting PhD StudentCzech Technical University in Prague, Czech Republic2021–2022
Guangxiao SongVisiting PhD StudentDonghua University, China2018–2020
Ishika JainVisiting StudentCornell University, USA2019
Moran XuVisiting StudentSoutheast University, China2019
Tram-Anh NguyenVisiting StudentGeorge Mason University, USA2019
Yukun HuangVisiting StudentTsinghua University, China2019
Jhoan HernandezVisiting StudentBenedict College, USA2018
Sergio GoodwinVisiting StudentMorehouse College, USA2018