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 Detection of Distribution Shift in Inverse Problems using Diffusion Models S. Shoushtari Edward P. Chandler Yuanhao Wang M. Salman Asif Ulugbek S. Kamilov DiffM 7 0 0 16 May 2025
Whitened Score Diffusion: A Structured Prior for Imaging Inverse Problems Jeffrey Alido Tongyu Li Yu Sun L. Tian DiffM MedIm 19 0 0 15 May 2025
Metrics that matter: Evaluating image quality metrics for medical image generation Yash Deo Yan Jia T. Lassila William A. P. Smith T. Lawton Siyuan Kang Alejandro F. Frangi Ibrahim Habli 41 0 0 12 May 2025
Supporting renewable energy planning and operation with data-driven high-resolution ensemble weather forecast J. T. Wang Jie Chao S. M. I. Simon X. Yang Congyi Nai Kaijun Ren ... Ziniu Xiao Lifeng Zhang Xiaodong Wang Jiping Guan Baoxiang Pan 47 0 0 07 May 2025
Wasserstein Convergence of Score-based Generative Models under Semiconvexity and Discontinuous Gradients Stefano Bruno Sotirios Sabanis DiffM 50 0 0 06 May 2025
DeepSparse: A Foundation Model for Sparse-View CBCT Reconstruction Yiqun Lin Hualiang Wang Jixiang Chen Jiewen Yang Jiarong Guo X. Li 124 0 0 05 May 2025
RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Xiucheng Wang Zhongsheng Fang Nan Cheng Ruijin Sun Zan Li Xuemin Shen 27 0 0 19 Apr 2025
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging Canberk Ekmekci Müjdat Çetin UQCV MedIm 38 0 0 10 Apr 2025
Invert2Restore: Zero-Shot Degradation-Blind Image Restoration Hamadi Chihaoui Paolo Favaro DiffM 45 0 0 27 Mar 2025
A Simple Combination of Diffusion Models for Better Quality Trade-Offs in Image Denoising Jonas Dornbusch Emanuel Pfarr Florin-Alexandru Vasluianu Frank Werner Radu Timofte DiffM 55 0 0 18 Mar 2025
On the Generalization Properties of Diffusion Models Puheng Li Zhong Li Huishuai Zhang Jiang Bian 74 29 0 13 Mar 2025
Probability-Flow ODE in Infinite-Dimensional Function Spaces Kunwoo Na Junghyun Lee Se-Young Yun Sungbin Lim 45 0 0 13 Mar 2025
Can Diffusion Models Provide Rigorous Uncertainty Quantification for Bayesian Inverse Problems? Evan Scope Crafts Umberto Villa 44 0 0 04 Mar 2025
Bayesian Inverse Problems Meet Flow Matching: Efficient and Flexible Inference via Transformers Daniil Sherki Ivan V. Oseledets Ekaterina A. Muravleva 55 0 0 03 Mar 2025
Split Gibbs Discrete Diffusion Posterior Sampling Wenda Chu Yang Song Yisong Yue 35 1 0 03 Mar 2025
Towards Hierarchical Rectified Flow Yichi Zhang Yici Yan A. Schwing Zhizhen Zhao 47 1 0 24 Feb 2025
Diffusion Models for Computational Neuroimaging: A Survey Haokai Zhao Haowei Lou Lina Yao Wei Peng Ehsan Adeli K. Pohl Yu Zhang MedIm 50 2 0 10 Feb 2025
Score as Action: Fine-Tuning Diffusion Generative Models by Continuous-time Reinforcement Learning Hanyang Zhao Haoxian Chen Ji Zhang D. Yao Wenpin Tang 60 0 0 03 Feb 2025
INDIGO+: A Unified INN-Guided Probabilistic Diffusion Algorithm for Blind and Non-Blind Image Restoration Di You P. Dragotti DiffM 40 1 0 23 Jan 2025
Introducing 3D Representation for Medical Image Volume-to-Volume Translation via Score Fusion Xiyue Zhu Dou Hoon Kwark Ruike Zhu Kaiwen Hong Yiqi Tao Shirui Luo Yudu Li Zhi-Pei Liang Volodymyr V. Kindratenko MedIm 43 0 0 13 Jan 2025
A Trust-Guided Approach to MR Image Reconstruction with Side Information Arda Atalık S. Chopra D. Sodickson 31 0 0 06 Jan 2025
MRI Reconstruction with Regularized 3D Diffusion Model (R3DM) Arya Bangun Zhuo Cao Alessio Quercia Hanno Scharr Elisabeth Pfaehler MedIm 37 0 0 25 Dec 2024
Resolution-Robust 3D MRI Reconstruction with 2D Diffusion Priors: Diverse-Resolution Training Outperforms Interpolation Anselm Krainovic Stefan Ruschke Reinhard Heckel MedIm 23 0 0 24 Dec 2024
On Diffusion Posterior Sampling via Sequential Monte Carlo for Zero-Shot Scaffolding of Protein Motifs James Matthew Young O. Deniz Akyildiz DiffM 80 1 0 08 Dec 2024
Test-time Conditional Text-to-Image Synthesis Using Diffusion Models Tripti Shukla Srikrishna Karanam Balaji Vasan Srinivasan DiffM 36 0 0 16 Nov 2024
Exploring Out-of-distribution Detection for Sparse-view Computed Tomography with Diffusion Models Ezgi Demircan-Tureyen F. Lucka Tristan van Leeuwen DiffM 33 0 0 09 Nov 2024
Sub-DM:Subspace Diffusion Model with Orthogonal Decomposition for MRI Reconstruction Yu Guan Qinrong Cai Wei Li Qiuyun Fan Dong Liang Qiegen Liu 42 0 0 06 Nov 2024
pcaGAN: Improving Posterior-Sampling cGANs via Principal Component Regularization Matthew Bendel Rizwan Ahmad P. Schniter MedIm DiffM 28 1 0 01 Nov 2024
Diffusion Priors for Variational Likelihood Estimation and Image Denoising Jun Cheng Shan Tan DiffM 32 0 0 23 Oct 2024
Evaluating the Posterior Sampling Ability of Plug&Play Diffusion Methods in Sparse-View CT Liam Moroy Guillaume Bourmaud Frédéric Champagnat Jean-François Giovannelli DiffM MedIm 40 0 0 21 Oct 2024
Patch-Based Diffusion Models Beat Whole-Image Models for Mismatched Distribution Inverse Problems Jason Hu Bowen Song Jeffrey A. Fessler Liyue Shen DiffM 23 3 0 15 Oct 2024
Learning Diffusion Model from Noisy Measurement using Principled Expectation-Maximization Method Weimin Bai Weiheng Tang E. Ye Siyi Chen Wenzheng Chen H. Sun DiffM 21 0 0 15 Oct 2024
CryoFM: A Flow-based Foundation Model for Cryo-EM Densities Yi Zhou Yilai Li Jing Yuan Quanquan Gu 33 1 0 11 Oct 2024
On a Hidden Property in Computational Imaging Yinan Feng Yinpeng Chen Yueh Lee Youzuo Lin 28 0 0 11 Oct 2024
Physics and Deep Learning in Computational Wave Imaging Youzuo Lin Shihang Feng J. Theiler Yinpeng Chen Umberto Villa Jing Rao John Greenhall Cristian Pantea M. Anastasio B. Wohlberg 34 0 0 10 Oct 2024
Avoiding mode collapse in diffusion models fine-tuned with reinforcement learning Roberto Barceló Cristóbal Alcázar Felipe Tobar 29 3 0 10 Oct 2024
G2D2: Gradient-guided Discrete Diffusion for image inverse problem solving Naoki Murata Chieh-Hsin Lai Yuhta Takida Toshimitsu Uesaka Bac Nguyen Stefano Ermon Yuki Mitsufuji DiffM 59 1 0 09 Oct 2024
Toward General Object-level Mapping from Sparse Views with 3D Diffusion Priors Ziwei Liao Binbin Xu Steven L. Waslander DiffM 26 3 0 07 Oct 2024
RadGazeGen: Radiomics and Gaze-guided Medical Image Generation using Diffusion Models Moinak Bhattacharya Gagandeep Singh Shubham Jain Prateek Prasanna MedIm DiffM 20 1 0 01 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 43 36 0 30 Sep 2024
Ensemble Kalman Diffusion Guidance: A Derivative-free Method for Inverse Problems Hongkai Zheng Wenda Chu Austin Wang Nikola B. Kovachki Ricardo Baptista Yisong Yue 34 4 0 30 Sep 2024
PhoCoLens: Photorealistic and Consistent Reconstruction in Lensless Imaging Xin Cai Zhiyuan You Hailong Zhang Wentao Liu Jinwei Gu Tianfan Xue DiffM 37 4 0 26 Sep 2024
Ultrasound Image Enhancement with the Variance of Diffusion Models Yuxin Zhang Clément Huneau Jérôme Idier Diana Mateus MedIm 36 1 0 17 Sep 2024
HJ-sampler: A Bayesian sampler for inverse problems of a stochastic process by leveraging Hamilton-Jacobi PDEs and score-based generative models Tingwei Meng Zongren Zou Jérome Darbon George Karniadakis DiffM 40 2 0 15 Sep 2024
Think Twice Before You Act: Improving Inverse Problem Solving With MCMC Y. Zhu Zehao Dou Haoxin Zheng Yasi Zhang Ying Nian Wu Ruiqi Gao DiffM 27 5 0 13 Sep 2024
Scores as Actions: a framework of fine-tuning diffusion models by continuous-time reinforcement learning Hanyang Zhao Haoxian Chen Ji Zhang David D. Yao Wenpin Tang 45 3 0 12 Sep 2024
Exploring User-level Gradient Inversion with a Diffusion Prior Zhuohang Li Andrew Lowy Jing Liu T. Koike-Akino Bradley Malin K. Parsons Ye Wang DiffM 36 0 0 11 Sep 2024
AC-IND: Sparse CT reconstruction based on attenuation coefficient estimation and implicit neural distribution Wangduo Xie Richard Schoonhoven Tristan van Leeuwen Matthew B. Blaschko OOD 43 0 0 11 Sep 2024
DIFR3CT: Latent Diffusion for Probabilistic 3D CT Reconstruction from Few Planar X-Rays Yiran Sun Hana Baroudi Tucker Netherton Laurence E. Court Osama Mawlawi Ashok Veeraraghavan Guha Balakrishnan DiffM MedIm 36 3 0 27 Aug 2024
Toward Enhancing Vehicle Color Recognition in Adverse Conditions: A Dataset and Benchmark Gabriel E. Lima Rayson Laroca Eduardo Santos Eduil Nascimento Jr. David Menotti 31 1 0 21 Aug 2024