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 Polychromatic Neural Representation for CT Metal Artifact Reduction Qing Wu Lixuan Chen Ce Wang Hongjiang Wei S. Kevin Zhou Jing-xin Yu Yuyao Zhang MedIm 33 12 0 27 Jun 2023
Score-based Source Separation with Applications to Digital Communication Signals T. Jayashankar Gary C. F. Lee A. Lancho Amir Weiss Yury Polyanskiy Greg Wornell DiffM 27 7 0 26 Jun 2023
CDiffMR: Can We Replace the Gaussian Noise with K-Space Undersampling for Fast MRI? Jiahao Huang Angelica Aviles-Rivero Carola-Bibiane Schönlieb Guang Yang DiffM MedIm 22 13 0 25 Jun 2023
Score-based Generative Models for Photoacoustic Image Reconstruction with Rotation Consistency Constraints Shangqing Tong Hengrong Lan Liming Nie Jianwen Luo Fei Gao DiffM MedIm 16 4 0 24 Jun 2023
DiffuseIR:Diffusion Models For Isotropic Reconstruction of 3D Microscopic Images Mingjie Pan Yulu Gan Fangxu Zhou Jiaming Liu Aimin Wang Shanghang Zhang Dawei Li MedIm DiffM 19 7 0 21 Jun 2023
Diffusion with Forward Models: Solving Stochastic Inverse Problems Without Direct Supervision A. Tewari Tianwei Yin George Cazenavette Semon Rezchikov J. Tenenbaum F. Durand William T. Freeman Vincent Sitzmann DiffM 43 88 0 20 Jun 2023
Score-based Data Assimilation François Rozet Gilles Louppe 37 32 0 18 Jun 2023
GenPose: Generative Category-level Object Pose Estimation via Diffusion Models Jiyao Zhang Min-Yu Wu Hao Dong DiffM 43 35 0 18 Jun 2023
High-Dimensional MR Reconstruction Integrating Subspace and Adaptive Generative Models Ruiyang Zhao Xi Peng Varun A. Kelkar M. Anastasio F. Lam GAN MedIm 19 3 0 14 Jun 2023
Generative Plug and Play: Posterior Sampling for Inverse Problems Charles A. Bouman G. Buzzard 31 9 0 12 Jun 2023
A Comprehensive Survey on Generative Diffusion Models for Structured Data Heejoon Koo To Eun Kim DiffM MedIm 33 7 0 07 Jun 2023
Optimizing Sampling Patterns for Compressed Sensing MRI with Diffusion Generative Models Sriram Ravula Brett Levac A. Jalal Jonathan I. Tamir A. Dimakis DiffM MedIm 21 16 0 05 Jun 2023
Nested Diffusion Processes for Anytime Image Generation Noam Elata Bahjat Kawar T. Michaeli Michael Elad DiffM 21 4 0 30 May 2023
Conditional score-based diffusion models for Bayesian inference in infinite dimensions Lorenzo Baldassari Ali Siahkoohi Josselin Garnier K. Sølna Maarten V. de Hoop DiffM 30 17 0 28 May 2023
Accelerating Diffusion Models for Inverse Problems through Shortcut Sampling Gongye Liu Haoze Sun Jiayi Li Fei Yin Yujiu Yang 35 19 0 26 May 2023
Diffusion Probabilistic Priors for Zero-Shot Low-Dose CT Image Denoising Xuantong Liu Yaoqin Xie Junting Cheng Songhui Diao Shan Tan Xiaokun Liang MedIm DiffM 27 25 0 25 May 2023
GSURE-Based Diffusion Model Training with Corrupted Data Bahjat Kawar Noam Elata T. Michaeli Michael Elad DiffM 34 30 0 22 May 2023
The probability flow ODE is provably fast Sitan Chen Sinho Chewi Holden Lee Yuanzhi Li Jianfeng Lu Adil Salim DiffM 33 84 0 19 May 2023
Unsupervised Hyperspectral Pansharpening via Low-rank Diffusion Model Xiangyu Rui Xiangyong Cao Li Pang Zeyu Zhu Zongsheng Yue Deyu Meng DiffM 32 29 0 18 May 2023
Poisson-Gaussian Holographic Phase Retrieval with Score-based Image Prior Zongyu Li Jason Hu Xiaojian Xu Liyue Shen Jeffrey A. Fessler DiffM 24 3 0 12 May 2023
Unpaired Downscaling of Fluid Flows with Diffusion Bridges Tobias Bischoff Katherine Deck 26 14 0 02 May 2023
Solving Inverse Problems with Score-Based Generative Priors learned from Noisy Data Asad Aali Marius Arvinte Sidharth Kumar Jonathan I. Tamir DiffM MedIm 40 26 0 02 May 2023
Class-Balancing Diffusion Models Yiming Qin Huangjie Zheng Jiangchao Yao Mingyuan Zhou Ya-Qin Zhang DiffM 27 42 0 30 Apr 2023
Auto-Linear Phenomenon in Subsurface Imaging Yinan Feng Yinpeng Chen Peng Jin Shihang Feng Zicheng Liu Youzuo Lin 24 6 0 27 Apr 2023
Score-Based Diffusion Models as Principled Priors for Inverse Imaging Berthy T. Feng Jamie Smith Michael Rubinstein Huiwen Chang Katherine L. Bouman William T. Freeman DiffM 87 87 0 23 Apr 2023
Plug-and-Play split Gibbs sampler: embedding deep generative priors in Bayesian inference Florentin Coeurdoux N. Dobigeon P. Chainais 27 15 0 21 Apr 2023
NF-ULA: Langevin Monte Carlo with Normalizing Flow Prior for Imaging Inverse Problems Ziruo Cai Junqi Tang Subhadip Mukherjee Jinglai Li Carola Bibiane Schönlieb Xiaoqun Zhang AI4CE 33 3 0 17 Apr 2023
Towards Controllable Diffusion Models via Reward-Guided Exploration Heng Zhang Tingyang Xu 21 2 0 14 Apr 2023
Discovering Structure From Corruption for Unsupervised Image Reconstruction Oscar Leong Angela F. Gao He Sun Katherine L. Bouman 29 5 0 12 Apr 2023
SPIRiT-Diffusion: Self-Consistency Driven Diffusion Model for Accelerated MRI Zhuoxu Cui Chentao Cao Yue Wang Seng Jia Jing Cheng Xin Liu Hairong Zheng Dong Liang Yanjie Zhu MedIm DiffM 19 9 0 11 Apr 2023
Face Animation with an Attribute-Guided Diffusion Model Bo-Wen Zeng Xuhui Liu Sicheng Gao Boyu Liu Hong Li Jianzhuang Liu Baochang Zhang 42 31 0 06 Apr 2023
A Pilot Study of Query-Free Adversarial Attack against Stable Diffusion Haomin Zhuang Yihua Zhang Sijia Liu DiffM 31 62 0 29 Mar 2023
DDMM-Synth: A Denoising Diffusion Model for Cross-modal Medical Image Synthesis with Sparse-view Measurement Embedding X. Li K. Shang Gaoang Wang M. Butala MedIm DiffM 19 8 0 28 Mar 2023
DiracDiffusion: Denoising and Incremental Reconstruction with Assured Data-Consistency Zalan Fabian Berk Tınaz Mahdi Soltanolkotabi DiffM 19 8 0 25 Mar 2023
Inverse problem regularization with hierarchical variational autoencoders Jean Prost Antoine Houdard Andrés Almansa Nicolas Papadakis 24 6 0 20 Mar 2023
Conformal Generative Modeling on Triangulated Surfaces Victor D. Dorobantu Charlotte Borcherds Yisong Yue 30 1 0 17 Mar 2023
FreeDoM: Training-Free Energy-Guided Conditional Diffusion Model Jiwen Yu Yinhuai Wang Chen Zhao Guohao Li Jian Zhang DiffM 22 168 0 17 Mar 2023
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class Labels J. Cross-Zamirski P. Anand Guy B. Williams E. Mouchet Yinhai Wang Carola-Bibiane Schönlieb VLM DiffM MedIm 11 8 0 15 Mar 2023
Improving 3D Imaging with Pre-Trained Perpendicular 2D Diffusion Models Suhyeon Lee Hyungjin Chung Minyoung Park Jonghyuk Park Wi-Sun Ryu J. C. Ye DiffM MedIm 15 44 0 15 Mar 2023
Score-Based Generative Models for Medical Image Segmentation using Signed Distance Functions L. Bogensperger Dominik Narnhofer Filip Ilic T. Pock DiffM MedIm 19 8 0 10 Mar 2023
Decomposed Diffusion Sampler for Accelerating Large-Scale Inverse Problems Hyungjin Chung Suhyeon Lee Jong Chul Ye DiffM MedIm 30 63 0 10 Mar 2023
Diffusion in the Dark: A Diffusion Model for Low-Light Text Recognition Cindy M. Nguyen E. R. Chan Alexander W. Bergman Gordon Wetzstein DiffM 87 20 0 07 Mar 2023
Consistency Models Yang Song Prafulla Dhariwal Mark Chen Ilya Sutskever VLM DiffM 25 865 0 02 Mar 2023
Unlimited-Size Diffusion Restoration Yinhuai Wang Jiwen Yu Runyi Yu Jian Zhang 48 15 0 01 Mar 2023
I $^2$ SB: Image-to-Image Schrödinger Bridge Guan-Horng Liu Arash Vahdat De-An Huang Evangelos A. Theodorou Weili Nie Anima Anandkumar DiffM 22 132 0 12 Feb 2023
How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk Control Jacopo Teneggi Matthew Tivnan J. W. Stayman Jeremias Sulam DiffM 35 28 0 07 Feb 2023
DDM $^2$ : Self-Supervised Diffusion MRI Denoising with Generative Diffusion Models Tiange Xiang Mahmut Yurt Ali B. Syed K. Setsompop Akshay S. Chaudhari MedIm DiffM 30 54 0 06 Feb 2023
A Theoretical Justification for Image Inpainting using Denoising Diffusion Probabilistic Models Litu Rout Advait Parulekar C. Caramanis Sanjay Shakkottai DiffM 40 60 0 02 Feb 2023
Transport with Support: Data-Conditional Diffusion Bridges Ella Tamir Martin Trapp Arno Solin DiffM OT 28 7 0 31 Jan 2023
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration Naoki Murata Koichi Saito Chieh-Hsin Lai Yuhta Takida Toshimitsu Uesaka Yuki Mitsufuji Stefano Ermon DiffM 56 49 0 30 Jan 2023