Solving Inverse Problems in Medical Imaging with Score-Based Generative Models

15 November 2021

Papers citing "Solving Inverse Problems in Medical Imaging with Score-Based Generative Models"

50 / 310 papers shown

Title
Unsupervised Adaptive Implicit Neural Representation Learning for Scan-Specific MRI Reconstruction Junwei Yang Pietro Lio' 18 1 0 01 Dec 2023
Echoes in the Noise: Posterior Samples of Faint Galaxy Surface Brightness Profiles with Score-Based Likelihoods and Priors Alexandre Adam Connor Stone Connor Bottrell Ronan Legin Y. Hezaveh Laurence Perreault Levasseur 18 3 0 29 Nov 2023
FrePolad: Frequency-Rectified Point Latent Diffusion for Point Cloud Generation Chenliang Zhou Fangcheng Zhong Param Hanji Zhilin Guo Kyle Fogarty Alejandro Sztrajman Hongyun Gao Cengiz Öztireli 19 3 0 20 Nov 2023
Fast Controllable Diffusion Models for Undersampled MRI Reconstruction Wei Jiang Z. Xiong Feng Liu Nan Ye Hongfu Sun MedIm DiffM 14 6 0 20 Nov 2023
A Survey of Emerging Applications of Diffusion Probabilistic Models in MRI Yuheng Fan Hanxi Liao Shiqi Huang Yimin Luo Huazhu Fu Haikun Qi MedIm 35 18 0 19 Nov 2023
DECDM: Document Enhancement using Cycle-Consistent Diffusion Models Jiaxin Zhang Joy Rimchala Lalla Mouatadid Kamalika Das Kumar Sricharan DiffM 22 1 0 16 Nov 2023
Diffusion Reconstruction of Ultrasound Images with Informative Uncertainty Yuxin Zhang Clément Huneau Jérôme Idier Diana Mateus 35 1 0 31 Oct 2023
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles Xing Shen Hengguan Huang Brennan Nichyporuk Tal Arbel MedIm 40 4 0 24 Oct 2023
Learning Gradient Fields for Scalable and Generalizable Irregular Packing Tianyang Xue Mingdong Wu Lin Lu Haoxuan Wang Hao Dong Baoquan Chen 21 3 0 18 Oct 2023
Provable Probabilistic Imaging using Score-Based Generative Priors Yu Sun Zihui Wu Yifan Chen Berthy T. Feng Katherine L. Bouman DiffM 29 26 0 16 Oct 2023
Generalizing Medical Image Representations via Quaternion Wavelet Networks Luigi Sigillo Eleonora Grassucci A. Uncini Danilo Comminiello MedIm 25 5 0 16 Oct 2023
JSMoCo: Joint Coil Sensitivity and Motion Correction in Parallel MRI with a Self-Calibrating Score-Based Diffusion Model Lixuan Chen Xuanyu Tian Jiangjie Wu Rui-jun Feng Guoyan Lao Yuyao Zhang Hongjiang Wei MedIm DiffM 61 2 0 14 Oct 2023
Unsupervised Denoising for Signal-Dependent and Row-Correlated Imaging Noise Benjamin Salmon Alexander Krull 53 1 0 11 Oct 2023
Investigating the Adversarial Robustness of Density Estimation Using the Probability Flow ODE Marius Arvinte Cory Cornelius Jason Martin N. Himayat DiffM 46 3 0 10 Oct 2023
Diffusion Prior Regularized Iterative Reconstruction for Low-dose CT Wenjun Xia Yongyi Shi Chuang Niu W. Cong Ge Wang DiffM 14 9 0 10 Oct 2023
Tweedie Moment Projected Diffusions For Inverse Problems Benjamin Boys M. Girolami Jakiw Pidstrigach Sebastian Reich Alan Mosca O. Deniz Akyildiz MedIm 24 26 0 10 Oct 2023
The Emergence of Reproducibility and Generalizability in Diffusion Models Huijie Zhang Jinfan Zhou Yifu Lu Minzhe Guo Peng Wang Liyue Shen Qing Qu DiffM 28 2 0 08 Oct 2023
Plug-and-Play Posterior Sampling under Mismatched Measurement and Prior Models Marien Renaud Jiaming Liu Valentin De Bortoli Andrés Almansa Ulugbek S. Kamilov 48 5 0 05 Oct 2023
SMRD: SURE-based Robust MRI Reconstruction with Diffusion Models Batu Mehmet Ozturkler Chao Liu Benjamin Eckart Morteza Mardani Jiaming Song Jan Kautz 33 15 0 03 Oct 2023
Prompt-tuning latent diffusion models for inverse problems Hyungjin Chung Jong Chul Ye P. Milanfar M. Delbracio DiffM 27 40 0 02 Oct 2023
Uncertainty Quantification via Neural Posterior Principal Components E. Nehme Omer Yair T. Michaeli UQCV 27 13 0 27 Sep 2023
Training-free Linear Image Inverses via Flows Ashwini Pokle Matthew Muckley Ricky T. Q. Chen Brian Karrer 11 20 0 25 Sep 2023
Assessing the capacity of a denoising diffusion probabilistic model to reproduce spatial context Rucha Deshpande Muzaffer Özbey Hua Li M. Anastasio F. Brooks MedIm DiffM 36 7 0 19 Sep 2023
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models Zalan Fabian Berk Tınaz Mahdi Soltanolkotabi DiffM 30 5 0 12 Sep 2023
GraspGF: Learning Score-based Grasping Primitive for Human-assisting Dexterous Grasping Tianhao Wu Mingdong Wu Jiyao Zhang Yunchong Gan Hao Dong 38 20 0 12 Sep 2023
Revisiting Energy Based Models as Policies: Ranking Noise Contrastive Estimation and Interpolating Energy Models Sumeet Singh Stephen Tu Vikas Sindhwani DiffM 15 8 0 11 Sep 2023
AmbientFlow: Invertible generative models from incomplete, noisy measurements Varun A. Kelkar Rucha Deshpande Arindam Banerjee M. Anastasio DRL MedIm 38 6 0 09 Sep 2023
Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation Georg Kohl Li-Wei Chen Nils Thuerey AI4CE DiffM 39 22 0 04 Sep 2023
Correlated and Multi-frequency Diffusion Modeling for Highly Under-sampled MRI Reconstruction Yu Guan Chuanming Yu Shiyu Lu Zhuoxu Cui Dong Liang Qiegen Liu 35 14 0 02 Sep 2023
Unsupervised CT Metal Artifact Reduction by Plugging Diffusion Priors in Dual Domains Xuantong Liu Yaoqin Xie Songhui Diao Shan Tan Xiaokun Liang DiffM MedIm 27 17 0 31 Aug 2023
Data-iterative Optimization Score Model for Stable Ultra-Sparse-View CT Reconstruction Weiwen Wu Yanyang Wang DiffM 19 7 0 28 Aug 2023
Reinforcement Learning for Generative AI: A Survey Yuanjiang Cao Quan.Z Sheng Julian McAuley Lina Yao SyDa 46 10 0 28 Aug 2023
Score-Based Generative Models for PET Image Reconstruction I. Singh Alexander Denker Riccardo Barbano vZeljko Kereta Bangti Jin K. Thielemans Peter Maass Simon Arridge DiffM MedIm 29 16 0 27 Aug 2023
InverseSR: 3D Brain MRI Super-Resolution Using a Latent Diffusion Model Jueqi Wang J. Levman W. H. Pinaya Petru-Daniel Tudosiu M. Jorge Cardoso Razvan V. Marinescu DiffM MedIm 19 20 0 23 Aug 2023
Frequency Compensated Diffusion Model for Real-scene Dehazing Jing Wang Songtao Wu Kuanhong Xu Zhiqiang Yuan DiffM 29 26 0 21 Aug 2023
Contrastive Diffusion Model with Auxiliary Guidance for Coarse-to-Fine PET Reconstruction Zeyu Han Yuhan Wang Luping Zhou Peng Wang Binyu Yan Jiliu Zhou Yan Wang Dinggang Shen DiffM 19 22 0 20 Aug 2023
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey Xin Li Yulin Ren Xin Jin Cuiling Lan X. Wang Wenjun Zeng Xinchao Wang Zhibo Chen 43 86 0 18 Aug 2023
Two-and-a-half Order Score-based Model for Solving 3D Ill-posed Inverse Problems Zirong Li Yanyang Wang Jianjia Zhang Weiwen Wu Hengyong Yu 14 10 0 16 Aug 2023
Monte Carlo guided Diffusion for Bayesian linear inverse problems Gabriel Victorino Cardoso Yazid Janati Sylvain Le Corff Eric Moulines DiffM 25 28 0 15 Aug 2023
Score Priors Guided Deep Variational Inference for Unsupervised Real-World Single Image Denoising Junting Cheng Tao Liu Shan Tan DiffM 35 14 0 09 Aug 2023
Diffusion probabilistic models enhance variational autoencoder for crystal structure generative modeling T. Pakornchote Natthaphon Choomphon-anomakhun Sorrjit Arrerut C. Atthapak S. Khamkaeo Thiparat Chotibut T. Bovornratanaraks DiffM 29 17 0 04 Aug 2023
Reference-Free Isotropic 3D EM Reconstruction using Diffusion Models Kyung-Joong Lee Won-Ki Jeong DiffM 13 5 0 03 Aug 2023
Conditioning Generative Latent Optimization for Sparse-View CT Image Reconstruction Thomas Braure Delphine Lazaro David Hateau Vincent Brandon Kévin Ginsburger MedIm 27 0 0 31 Jul 2023
Ultrasound Image Reconstruction with Denoising Diffusion Restoration Models Yu-xin Zhang Clément Huneau Jérôme Idier Diana Mateus DiffM 78 13 0 29 Jul 2023
A Revolution of Personalized Healthcare: Enabling Human Digital Twin with Mobile AIGC Jiayuan Chen Changyan Yi Hongyang Du Dusit Niyato Jiawen Kang Jun Cai Xuemin X. Shen 24 32 0 22 Jul 2023
Fast and Stable Diffusion Inverse Solver with History Gradient Update Linchao He Hongyu Yan Mengting Luo Hongjie Wu Kunming Luo ... Wenchao Du Hu Chen Hong-ling Yang Yan Zhang Jiancheng Lv MedIm 20 9 0 22 Jul 2023
Diffusion Models for Probabilistic Deconvolution of Galaxy Images Zhiwei Xue Yuhang Li Yash J. Patel Jeffrey Regier DiffM 27 3 0 20 Jul 2023
Physics-Driven Turbulence Image Restoration with Stochastic Refinement Ajay Jaiswal Xingguang Zhang Stanley H. Chan Zhangyang Wang 26 21 0 20 Jul 2023
Solving Inverse Problems with Latent Diffusion Models via Hard Data Consistency Bowen Song Soo Min Kwon Zecheng Zhang Xinyu Hu Qing Qu Liyue Shen MedIm 34 100 0 16 Jul 2023
DDGM: Solving inverse problems by Diffusive Denoising of Gradient-based Minimization Kyle L. Luther H. S. Seung DiffM 15 2 0 11 Jul 2023