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
CoCoG: Controllable Visual Stimuli Generation based on Human Concept Representations Chen Wei Jiachen Zou Dietmar Heinke Quanying Liu 48 3 0 25 Apr 2024
Fast Ensembling with Diffusion Schrödinger Bridge Hyunsu Kim Jongmin Yoon Juho Lee FedML UQCV 37 1 0 24 Apr 2024
ODE-DPS: ODE-based Diffusion Posterior Sampling for Inverse Problems in Partial Differential Equation Enze Jiang Jishen Peng Zheng Ma Xiong-bin Yan 29 0 0 21 Apr 2024
Learning the Domain Specific Inverse NUFFT for Accelerated Spiral MRI using Diffusion Models Trevor J. Chan C. Rajapakse MedIm DiffM 20 0 0 18 Apr 2024
Factorized Diffusion: Perceptual Illusions by Noise Decomposition Daniel Geng Inbum Park Andrew Owens DiffM 43 16 0 17 Apr 2024
Neural Shrödinger Bridge Matching for Pansharpening Zihan Cao Xiao Wu Liang-Jian Deng DiffM 58 2 0 17 Apr 2024
An Overview of Diffusion Models: Applications, Guided Generation, Statistical Rates and Optimization Minshuo Chen Song Mei Jianqing Fan Mengdi Wang VLM MedIm DiffM 37 48 0 11 Apr 2024
A Unified Diffusion Framework for Scene-aware Human Motion Estimation from Sparse Signals Jiangnan Tang Jingya Wang Kaiyang Ji Lan Xu Jingyi Yu Ye-ling Shi 36 5 0 07 Apr 2024
Bi-level Guided Diffusion Models for Zero-Shot Medical Imaging Inverse Problems Hossein Askari Fred Roosta Hongfu Sun MedIm DiffM 38 3 0 04 Apr 2024
Jailbreaking Prompt Attack: A Controllable Adversarial Attack against Diffusion Models Jiachen Ma Anda Cao Zhiqing Xiao Jie Zhang Chaonan Ye Junbo Zhao 21 29 0 02 Apr 2024
Prior Frequency Guided Diffusion Model for Limited Angle (LA)-CBCT Reconstruction Jiacheng Xie H. Shao Yunxiang Li You Zhang DiffM MedIm 20 0 0 01 Apr 2024
Score-Based Diffusion Models for Photoacoustic Tomography Image Reconstruction Sreemanti Dey Snigdha Saha Berthy T. Feng Manxiu Cui Laure Delisle Oscar Leong Lihong V. Wang Katherine L. Bouman MedIm 27 4 0 30 Mar 2024
Artifact Reduction in 3D and 4D Cone-beam Computed Tomography Images with Deep Learning -- A Review Mohammadreza Amirian Daniel Barco Ivo Herzig Frank-Peter Schilling MedIm 26 6 0 27 Mar 2024
Ship in Sight: Diffusion Models for Ship-Image Super Resolution Luigi Sigillo R. F. Gramaccioni Alessandro Nicolosi Danilo Comminiello 21 3 0 27 Mar 2024
RoboKeyGen: Robot Pose and Joint Angles Estimation via Diffusion-based 3D Keypoint Generation Yang Tian Jiyao Zhang Guowei Huang Bin Wang Ping Wang Jiangmiao Pang Hao Dong 26 4 0 27 Mar 2024
SeNM-VAE: Semi-Supervised Noise Modeling with Hierarchical Variational Autoencoder Dihan Zheng Yihang Zou Xiaowen Zhang Chenglong Bao DiffM 21 1 0 26 Mar 2024
Language Rectified Flow: Advancing Diffusion Language Generation with Probabilistic Flows Shujian Zhang Lemeng Wu Chengyue Gong Xingchao Liu DiffM 53 3 0 25 Mar 2024
Provably Robust Score-Based Diffusion Posterior Sampling for Plug-and-Play Image Reconstruction Xingyu Xu Yuejie Chi DiffM 42 20 0 25 Mar 2024
Iso-Diffusion: Improving Diffusion Probabilistic Models Using the Isotropy of the Additive Gaussian Noise Dilum Fernando Dhananjaya Jayasundara R. Godaliyadda W. G. C. Bandara Parakrama B. Ekanayake V. Herath DiffM 29 0 0 25 Mar 2024
Ultrasound Imaging based on the Variance of a Diffusion Restoration Model Yuxin Zhang Clément Huneau Jérôme Idier Diana Mateus MedIm 40 3 0 22 Mar 2024
Transfer CLIP for Generalizable Image Denoising Junting Cheng Dong Liang Shan Tan VLM 40 12 0 22 Mar 2024
Osmosis: RGBD Diffusion Prior for Underwater Image Restoration Opher Bar Nathan Deborah Levy T. Treibitz Dan Rosenbaum 37 3 0 21 Mar 2024
Dexterous Functional Pre-Grasp Manipulation with Diffusion Policy Tianhao Wu Yunchong Gan Mingdong Wu Jingbo Cheng Yaodong Yang Yixin Zhu Hao Dong 54 0 0 19 Mar 2024
Solving General Noisy Inverse Problem via Posterior Sampling: A Policy Gradient Viewpoint Haoyue Tang Tian Xie Aosong Feng Hanyu Wang Chenyang Zhang Yang Bai DiffM 43 2 0 15 Mar 2024
Mitigating Data Consistency Induced Discrepancy in Cascaded Diffusion Models for Sparse-view CT Reconstruction Hanyu Chen Zhixiu Hao Lin Guo Liying Xiao 41 1 0 14 Mar 2024
Spatiotemporal Diffusion Model with Paired Sampling for Accelerated Cardiac Cine MRI Shihan Qiu Shaoyan Pan Yikang Liu Lin Zhao Jian Xu Qi Liu Terrence Chen Eric Z. Chen Xiao Chen Shanhui Sun DiffM MedIm 23 2 0 13 Mar 2024
An Analysis of Human Alignment of Latent Diffusion Models Lorenz Linhardt Marco Morik Sidney Bender Naima Elosegui Borras DiffM 36 3 0 13 Mar 2024
Ambient Diffusion Posterior Sampling: Solving Inverse Problems with Diffusion Models Trained on Corrupted Data Asad Aali Giannis Daras Brett Levac Sidharth Kumar Alexandros G. Dimakis Jonathan I. Tamir MedIm 64 9 0 13 Mar 2024
Noise Level Adaptive Diffusion Model for Robust Reconstruction of Accelerated MRI Shoujin Huang Guanxiong Luo Xi Wang Ziran Chen Yuwan Wang Huaishui Yang Pheng-Ann Heng Lingyan Zhang Mengye Lyu 32 5 0 08 Mar 2024
Towards Generalizable Tumor Synthesis Qi Chen Xiaoxi Chen Haorui Song Zhiwei Xiong Alan L. Yuille Chen Wei Zongwei Zhou MedIm 50 41 0 29 Feb 2024
BSPA: Exploring Black-box Stealthy Prompt Attacks against Image Generators Yu Tian Xiao Yang Yinpeng Dong Heming Yang Hang Su Jun Zhu AAML 42 4 0 23 Feb 2024
Evaluating Adversarial Robustness of Low dose CT Recovery Kanchana Vaishnavi Gandikota Paramanand Chandramouli Hannah Dröge Michael Moeller OOD AAML 34 3 0 18 Feb 2024
Classification Diffusion Models: Revitalizing Density Ratio Estimation Shahar Yadin Noam Elata T. Michaeli DiffM 43 1 0 15 Feb 2024
PFCM: Poisson flow consistency models for low-dose CT image denoising Dennis Hein Adam Wang Ge Wang Ge Wang DiffM 39 1 0 13 Feb 2024
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction S. Liang Evan Bell Qing Qu Rongrong Wang S. Ravishankar 25 6 0 06 Feb 2024
PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation Pablo Lemos Sammy N. Sharief Nikolay Malkin Laurence Perreault Levasseur Y. Hezaveh Laurence Perreault-Levasseur Yashar Hezaveh 26 3 0 06 Feb 2024
Improving Diffusion Models for Inverse Problems Using Optimal Posterior Covariance Xinyu Peng Ziyang Zheng Wenrui Dai Nuoqian Xiao Chenglin Li Junni Zou Hongkai Xiong DiffM 39 21 0 03 Feb 2024
Plug-and-Play image restoration with Stochastic deNOising REgularization Marien Renaud Jean Prost Arthur Leclaire Nicolas Papadakis DiffM 52 7 0 01 Feb 2024
Improved motif-scaffolding with SE(3) flow matching Jason Yim Andrew Campbell Emile Mathieu Andrew Y. K. Foong Michael Gastegger ... Victor Garcia Satorras Bastiaan S. Veeling Frank Noé Regina Barzilay Tommi Jaakkola 21 33 0 08 Jan 2024
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance Tomer Garber Tom Tirer DiffM 46 18 0 27 Dec 2023
Rotational Augmented Noise2Inverse for Low-dose Computed Tomography Reconstruction Hang Xu A. Perelli 16 1 0 19 Dec 2023
SPIRE: Semantic Prompt-Driven Image Restoration Chenyang Qi Zhengzhong Tu Keren Ye M. Delbracio P. Milanfar Qifeng Chen Hossein Talebi DiffM 31 11 0 18 Dec 2023
Bayesian ECG reconstruction using denoising diffusion generative models Gabriel Victorino Cardoso Lisa Bedin J. Duchâteau Rémi Dubois Eric Moulines DiffM 29 2 0 18 Dec 2023
CoCoGen: Physically-Consistent and Conditioned Score-based Generative Models for Forward and Inverse Problems Christian L. Jacobsen Yilin Zhuang Karthik Duraisamy AI4CE SyDa DiffM 26 17 0 16 Dec 2023
PPFM: Image denoising in photon-counting CT using single-step posterior sampling Poisson flow generative models Dennis Hein Staffan Holmin Timothy Szczykutowicz Jonathan S. Maltz Mats Danielsson Ge Wang Mats U. Persson DiffM MedIm 22 7 0 15 Dec 2023
A framework for conditional diffusion modelling with applications in motif scaffolding for protein design Kieran Didi Francisco Vargas Simon V. Mathis Vincent Dutordoir Emile Mathieu U. J. Komorowska Pietro Lió DiffM 34 14 0 14 Dec 2023
Improving Efficiency of Diffusion Models via Multi-Stage Framework and Tailored Multi-Decoder Architectures Huijie Zhang Yifu Lu Ismail R. Alkhouri S. Ravishankar Dogyoon Song Qing Qu 32 9 0 14 Dec 2023
PerMod: Perceptually Grounded Voice Modification with Latent Diffusion Models Robin Netzorg A. Jalal Luna McNulty Gopala Krishna Anumanchipalli DiffM 25 1 0 13 Dec 2023
Uncertainty Visualization via Low-Dimensional Posterior Projections Omer Yair E. Nehme T. Michaeli UQCV 35 2 0 12 Dec 2023
CT Reconstruction using Diffusion Posterior Sampling conditioned on a Nonlinear Measurement Model Shudong Li Xiao Jiang Matthew Tivnan G. Gang Yuan Shen J. W. Stayman DiffM MedIm 24 5 0 03 Dec 2023