Deep Learning Techniques for Inverse Problems in Imaging

12 May 2020

Greg Ongie

A. Jalal

Christopher A. Metzler

Richard G. Baraniuk

A. Dimakis

Rebecca Willett

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Papers citing "Deep Learning Techniques for Inverse Problems in Imaging"

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Title
Learning Regularization Functionals for Inverse Problems: A Comparative Study J. Hertrich Hok Shing Wong Alexander Denker Stanislas Ducotterd Zhenghan Fang ... German Shâma Wache Martin Zach Yasi Zhang Matthias Joachim Ehrhardt Sebastian Neumayer 8 0 0 02 Oct 2025
Generalizable Holographic Reconstruction via Amplitude-Only Diffusion Priors Jeongsol Kim Chanseok Lee Jongin You J. C. Ye Mooseok Jang DiffM 88 0 0 16 Sep 2025
CameraVDP: Perceptual Display Assessment with Uncertainty Estimation via Camera and Visual Difference Prediction Yancheng Cai Robert Wanat Rafal Mantiuk 20 0 0 10 Sep 2025
Instance-Wise Adaptive Sampling for Dataset Construction in Approximating Inverse Problem Solutions Jiequn Han Kui Ren Nathan Soedjak 24 0 0 04 Sep 2025
Discrete Functional Geometry of ReLU Networks via ReLU Transition Graphs Sahil Rajesh Dhayalkar 30 0 0 03 Sep 2025
User Manual for Model-based Imaging Inverse Problem Xiaodong Wang 20 0 0 01 Sep 2025
Hallucinations in medical devices Jason Granstedt Prabhat Kc Rucha Deshpande Victor Garcia Aldo Badano 36 0 0 18 Aug 2025
FMPlug: Plug-In Foundation Flow-Matching Priors for Inverse Problems Yuxiang Wan Ryan Devera Wenjie Zhang Ju Sun AI4CE 64 0 0 01 Aug 2025
Diffusion Models for Solving Inverse Problems via Posterior Sampling with Piecewise Guidance Saeed Mohseni-Sehdeh Walid Saad Kei Sakaguchi Tao Yu DiffM 58 0 0 22 Jul 2025
QUTCC: Quantile Uncertainty Training and Conformal Calibration for Imaging Inverse Problems C. T. Ye Shamus Li Tyler King Kristina Monakhova UQCV 34 0 0 19 Jul 2025
ReGuidance: A Simple Diffusion Wrapper for Boosting Sample Quality on Hard Inverse Problems Aayush Karan Kulin Shah Sitan Chen 190 0 0 12 Jun 2025
Beyond Invisibility: Learning Robust Visible Watermarks for Stronger Copyright Protection Tianci Liu Tong Yang Quan Zhang Qi Lei WIGM AAML 106 0 0 03 Jun 2025
Implicit Regularization of the Deep Inverse Prior Trained with Inertia Nathan Buskulic Jalal Fadil Yvain Quéau 96 1 0 03 Jun 2025
Multilook Coherent Imaging: Theoretical Guarantees and Algorithms Xi Chen Soham Jana Christopher A. Metzler A. Maleki S. Jalali 152 2 0 29 May 2025
Plug-and-Play Posterior Sampling for Blind Inverse Problems Anqi Li Weijie Gan Ulugbek S. Kamilov DiffM 81 0 0 28 May 2025
Learning Single Index Models with Diffusion Priors Anqi Tang Youming Chen Shuchen Xue Zhaoqiang Liu DiffM 131 0 0 27 May 2025
Predictive posterior sampling from non-stationnary Gaussian process priors via Diffusion models with application to climate data Gabriel V Cardoso Mike Pereira DiffM 107 17 0 23 May 2025
Stochastic Orthogonal Regularization for deep projective priors Ali Joundi Yann Traonmilin Alasdair Newson 138 1 0 19 May 2025
Double Blind Imaging with Generative Modeling Brett Levac A. Jalal Kannan Ramchandran Jonathan I. Tamir DiffM MedIm 200 0 0 27 Mar 2025
Noisier2Inverse: Self-Supervised Learning for Image Reconstruction with Correlated Noise Nadja Gruber Johannes Schwab Markus Haltmeier Ander Biguri Clemens Dlaska Gyeongha Hwang 112 0 0 25 Mar 2025
DIPLI: Deep Image Prior Lucky Imaging for Blind Astronomical Image Restoration Suraj Singh Anastasia Batsheva Oleg Y. Rogov Ahmed Bouridane 99 0 0 20 Mar 2025
CoRRECT: A Deep Unfolding Framework for Motion-Corrected Quantitative R2* Mapping Xiaojian Xu Weijie Gan Satya V. V. N. Kothapalli D. Yablonskiy Ulugbek S. Kamilov MedIm 175 6 0 21 Feb 2025
INDIGO+: A Unified INN-Guided Probabilistic Diffusion Algorithm for Blind and Non-Blind Image Restoration Di You Pier Luigi Dragotti DiffM 217 3 0 23 Jan 2025
Comprehensive Examination of Unrolled Networks for Solving Linear Inverse Problems Eric Chen Xi Chen A. Maleki S. Jalali 214 1 0 08 Jan 2025
A Self-supervised Diffusion Bridge for MRI Reconstruction Harry Gao Weijie Gan Yuyang Hu Hongyu An Ulugbek S. Kamilov DiffM MedIm 108 1 0 08 Jan 2025
Solving Inverse Problems via Diffusion Optimal Control Henry Li Marcus Pereira 186 0 0 21 Dec 2024
Generalized Eigenvalue Problems with Generative Priors Zhaoqiang Liu Wen Li Junren Chen 117 2 0 02 Nov 2024
On a Hidden Property in Computational Imaging Yinan Feng Yinpeng Chen Yueh Lee Youzuo Lin 102 0 0 11 Oct 2024
Survey of Deep Learning and Physics-Based Approaches in Computational Wave Imaging Youzuo Lin Shihang Feng J. Theiler Yinpeng Chen Umberto Villa Jing Rao John Greenhall Cristian Pantea M. Anastasio B. Wohlberg 111 1 0 10 Oct 2024
A Survey on Diffusion Models for Inverse Problems Giannis Daras Hyungjin Chung Chieh-Hsin Lai Yuki Mitsufuji Jong Chul Ye P. Milanfar Alexandros G. Dimakis M. Delbracio MedIm 181 94 0 30 Sep 2024
Deep convolutional framelets for dose reconstruction in BNCT with Compton camera detector Angelo Didonna Dayron Ramos Lopez Giuseppe Iaselli Nicola Amoroso Nicola Ferrara Gabriella Maria Incoronata Pugliese 3DV 71 0 0 24 Sep 2024
Learning Diverse Robot Striking Motions with Diffusion Models and Kinematically Constrained Gradient Guidance Kin Man Lee Sean Ye Qingyu Xiao Zixuan Wu Z. Zaidi David B. DÁmbrosio Pannag R Sanketi Matthew Gombolay 218 5 0 23 Sep 2024
The Star Geometry of Critic-Based Regularizer Learning Oscar Leong Eliza O'Reilly Yong Sheng Soh AAML 155 1 0 29 Aug 2024
Learning Regularization for Graph Inverse Problems Moshe Eliasof Md Shahriar Rahim Siddiqui Carola-Bibiane Schönlieb Eldad Haber GNN 252 0 0 19 Aug 2024
CoSIGN: Few-Step Guidance of ConSIstency Model to Solve General INverse Problems Jiankun Zhao Bowen Song Liyue Shen DiffM 128 9 0 17 Jul 2024
Highly Accelerated MRI via Implicit Neural Representation Guided Posterior Sampling of Diffusion Models Jiayue Chu Chenhe Du Xiyue Lin Yuyao Zhang Hongjiang Wei MedIm DiffM 107 2 0 03 Jul 2024
Conditional score-based diffusion models for solving inverse problems in mechanics Agnimitra Dasgupta Harisankar Ramaswamy Javier Murgoitio-Esandi Ken Foo Runze Li Qifa Zhou Brendan Kennedy Assad A. Oberai DiffM MedIm 170 5 0 19 Jun 2024
Flow Priors for Linear Inverse Problems via Iterative Corrupted Trajectory Matching Yasi Zhang Peiyu Yu Yaxuan Zhu Yingshan Chang Feng Gao Yingnian Wu Oscar Leong 275 19 0 29 May 2024
DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models Hengkang Wang Xu Zhang Taihui Li Yuxiang Wan Tiancong Chen Ju Sun DiffM 185 24 0 27 May 2024
Do Bayesian imaging methods report trustworthy probabilities? David Y. W. Thong Charlesquin Kemajou Mbakam Marcelo Pereyra UQCV 131 6 0 13 May 2024
Data-driven approaches for electrical impedance tomography image segmentation from partial boundary data Alexander Denker Ž. Kereta I. Singh Tom Freudenberg T. Kluth Peter Maass Simon Arridge 90 3 0 06 May 2024
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation Model Zezheng Song Jiaxin Yuan Haizhao Yang AI4CE 174 22 0 23 Apr 2024
Bi-level Guided Diffusion Models for Zero-Shot Medical Imaging Inverse Problems Hossein Askari Fred Roosta Hongfu Sun MedIm DiffM 128 3 0 04 Apr 2024
An inversion problem for optical spectrum data via physics-guided machine learning Hwiwoo Park Jun H. Park Jungseek Hwang 94 1 0 03 Apr 2024
Step-Calibrated Diffusion for Biomedical Optical Image Restoration Yiwei Lyu Sung Jik Cha Cheng Jiang Asadur Chowdury X. Hou Edward Harake A. Kondepudi C. Freudiger Honglak Lee Rui Feng MedIm 124 4 0 20 Mar 2024
Sim2Real in Reconstructive Spectroscopy: Deep Learning with Augmented Device-Informed Data Simulation Jiyi Chen Pengyu Li Yutong Wang Pei-Cheng Ku Qing Qu 128 4 0 19 Mar 2024
Overcoming Distribution Shifts in Plug-and-Play Methods with Test-Time Training Edward P. Chandler Shirin Shoushtari Jiaming Liu M. Salman Asif Ulugbek S. Kamilov OOD 96 1 0 15 Mar 2024
Decoupled Data Consistency with Diffusion Purification for Image Restoration Xiang Li Soo Min Kwon Ismail Alkhouri S. Ravishankar Qing Qu DiffM 194 0 0 10 Mar 2024
Recovery Guarantees of Unsupervised Neural Networks for Inverse Problems trained with Gradient Descent Nathan Buskulic M. Fadili Yvain Quéau 138 1 0 08 Mar 2024
Solving Inverse Problems with Model Mismatch using Untrained Neural Networks within Model-based Architectures Peimeng Guan Naveed Iqbal Mark A. Davenport Mudassir Masood 120 3 0 07 Mar 2024