DDM $^2$ : Self-Supervised Diffusion MRI Denoising with Generative Diffusion Models

6 February 2023

Papers citing "DDM$^2$: Self-Supervised Diffusion MRI Denoising with Generative Diffusion Models"

34 / 34 papers shown

Title
Score-based Self-supervised MRI Denoising Jiachen Tu Yaokun Shi Fan Lam DiffM 49 2 0 08 May 2025
Efficient Noise Calculation in Deep Learning-based MRI Reconstructions Onat Dalmaz Arjun D Desai Reinhard Heckel Tolga Çukur Akshay Chaudhari B. Hargreaves 24 0 0 04 May 2025
DiffDenoise: Self-Supervised Medical Image Denoising with Conditional Diffusion Models Basar Demir Yikang Liu Xiao Chen Eric Z. Chen Lin Zhao Boris Mailhe Terrence Chen Shanhui Sun DiffM MedIm 47 0 0 31 Mar 2025
SNRAware: Improved Deep Learning MRI Denoising with SNR Unit Training and G-factor Map Augmentation H. Xue Sarah M. Hooper Iain Pierce R. Davies John Stairs ... C. Manisty James C. Moon T. Treibel Peter Kellman Michael S. Hansen MedIm 49 0 0 23 Mar 2025
MExD: An Expert-Infused Diffusion Model for Whole-Slide Image Classification Jianwei Zhao Xin Li Fan Yang Qiang Zhai Ao Luo Yang Zhao Hong-wei Cheng Huazhu Fu DiffM MedIm 50 0 0 16 Mar 2025
Volumetric Conditioning Module to Control Pretrained Diffusion Models for 3D Medical Images Suhyun Ahn Wonjung Park Jihoon Cho Seunghyuck Park Jinah Park MedIm 26 0 0 29 Oct 2024
MedDiff-FM: A Diffusion-based Foundation Model for Versatile Medical Image Applications Yongrui Yu Yannian Gu S. Zhang Xiaofan Zhang MedIm 38 2 0 20 Oct 2024
Rician Denoising Diffusion Probabilistic Models For Sodium Breast MRI Enhancement Shuaiyu Yuan Tristan Whitmarsh Dimitri A. Kessler O. Arponen Mary A McLean ... Frank Riemer Aneurin Kennerley William J Brackenbury Fiona J Gilbert Joshua D Kaggie DiffM MedIm 29 0 0 15 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
Multi-Modality Conditioned Variational U-Net for Field-of-View Extension in Brain Diffusion MRI Zhiyuan Li Tianyuan Yao Praitayini Kanakaraj Chenyu Gao Shunxing Bao ... Walter A. Kukull Arthur W Toga D. Archer Timothy J. Hohman Bennett A. Landman MedIm DiffM 21 1 0 20 Sep 2024
Reliable Deep Diffusion Tensor Estimation: Rethinking the Power of Data-Driven Optimization Routine Jialong Li Zhicheng Zhang Yunwei Chen Qiqi Lu Ye Wu Xiaoming Liu QianJin Feng Yanqiu Feng Xinyuan Zhang DiffM MedIm 26 0 0 04 Sep 2024
When Diffusion MRI Meets Diffusion Model: A Novel Deep Generative Model for Diffusion MRI Generation Xi Zhu Wei Zhang Yijie Li L. O’Donnell Fan Zhang DiffM MedIm 42 3 0 23 Aug 2024
White Matter Geometry-Guided Score-Based Diffusion Model for Tissue Microstructure Imputation in Tractography Imaging Yui Lo Yuqian Chen Fan Zhang Dongnan Liu L. Zekelman Suheyla Cetin Karayumak Yogesh Rathi Weidong Cai L. O’Donnell MedIm 32 3 0 28 Jul 2024
Replication in Visual Diffusion Models: A Survey and Outlook Wenhao Wang Yifan Sun Zongxin Yang Zhengdong Hu Zhentao Tan Yi Yang 84 6 0 07 Jul 2024
Field-of-View Extension for Diffusion MRI via Deep Generative Models Chenyu Gao Shunxing Bao Michael E. Kim N. Newlin Praitayini Kanakaraj ... Arthur W Toga D. Archer Timothy J. Hohman Bennett Landman Zhiyuan Li DiffM MedIm 26 2 0 06 May 2024
Investigating Self-Supervised Image Denoising with Denaturation Hiroki Waida Kimihiro Yamazaki Atsushi Tokuhisa Mutsuyo Wada Yuichiro Wada 32 1 0 02 May 2024
Consistent Diffusion Meets Tweedie: Training Exact Ambient Diffusion Models with Noisy Data Giannis Daras Alexandros G. Dimakis Constantinos Daskalakis 36 20 0 20 Mar 2024
Visual Privacy Auditing with Diffusion Models Kristian Schwethelm Johannes Kaiser Moritz Knolle Daniel Rueckert Daniel Rueckert Alexander Ziller DiffM AAML 33 0 0 12 Mar 2024
Generative AI-Driven Human Digital Twin in IoT-Healthcare: A Comprehensive Survey Jiayuan Chen You Shi Changyan Yi Hongyang Du Jiawen Kang Dusit Niyato 37 21 0 22 Jan 2024
DiffCMR: Fast Cardiac MRI Reconstruction with Diffusion Probabilistic Models Tianqi Xiang Wenjun Yue Yiqun Lin Jiewen Yang Zhenkun Wang Xiaomeng Li DiffM MedIm 20 1 0 08 Dec 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 29 18 0 19 Nov 2023
Diffusion-based Radiotherapy Dose Prediction Guided by Inter-slice Aware Structure Encoding Zheng-Kai Feng L. Wen Jianghong Xiao Yuanyuan Xu Xi Wu Jiliu Zhou Xingchen Peng Yan Wang DiffM MedIm 13 8 0 06 Nov 2023
EMIT-Diff: Enhancing Medical Image Segmentation via Text-Guided Diffusion Model Zheyu Zhang Lanhong Yao Bin Wang Debesh Jha Elif Keles A. Medetalibeyoğlu Ulas Bagci MedIm 38 10 0 19 Oct 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 28 14 0 02 Sep 2023
Generative AI for Medical Imaging: extending the MONAI Framework W. H. Pinaya M. Graham E. Kerfoot Petru-Daniel Tudosiu J. Dafflon ... Andrew Feng Marc Modat P. Nachev Sebastien Ourselin M. Jorge Cardoso SyDa MedIm 40 64 0 27 Jul 2023
GSURE-Based Diffusion Model Training with Corrupted Data Bahjat Kawar Noam Elata T. Michaeli Michael Elad DiffM 29 27 0 22 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
A Unified Learning Model for Estimating Fiber Orientation Distribution Functions on Heterogeneous Multi-shell Diffusion-weighted MRI Tianyuan Yao N. Newlin Praitayini Kanakaraj V. Nath L. Cai Karthik Ramadass K. Schilling Bennett A. Landman Yuankai Huo 18 3 0 29 Mar 2023
Generative AI for Rapid Diffusion MRI with Improved Image Quality, Reliability and Generalizability Amir Sadikov Xinlei Pan Hannah L Choi Lanya T. Cai P. Mukherjee DiffM MedIm 24 2 0 10 Mar 2023
Diffusion Models for Medical Image Analysis: A Comprehensive Survey A. Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz I. Hacihaliloglu Dorit Merhof DiffM MedIm 37 354 0 14 Nov 2022
Unsupervised Medical Image Translation with Adversarial Diffusion Models Muzaffer Özbey Onat Dalmaz S. Dar H. Bedel cSaban Ozturk Alper Gungor Tolga cCukur DiffM MedIm 30 275 0 17 Jul 2022
Noise2Recon: Enabling Joint MRI Reconstruction and Denoising with Semi-Supervised and Self-Supervised Learning Arjun D Desai Batu Mehmet Ozturkler Christopher M. Sandino R. Boutin M. Willis S. Vasanawala B. Hargreaves Christopher Ré John M. Pauly Akshay S. Chaudhari 17 3 0 30 Sep 2021
Diffusion Probabilistic Models for 3D Point Cloud Generation Shitong Luo Wei Hu 3DPC 180 721 0 02 Mar 2021
Neighbor2Neighbor: Self-Supervised Denoising from Single Noisy Images Tao Huang Songjiang Li Xu Jia Huchuan Lu Jian-zhuo Liu 88 291 0 08 Jan 2021

DDM2^22: Self-Supervised Diffusion MRI Denoising with Generative Diffusion Models

Papers citing "DDM$^2$: Self-Supervised Diffusion MRI Denoising with Generative Diffusion Models"

DDM $^2$ : Self-Supervised Diffusion MRI Denoising with Generative Diffusion Models