Diffusion Models for Medical Image Analysis: A Comprehensive Survey

14 November 2022

A. Kazerouni

Ehsan Khodapanah Aghdam

Papers citing "Diffusion Models for Medical Image Analysis: A Comprehensive Survey"

34 / 134 papers shown

Title
Generate Your Own Scotland: Satellite Image Generation Conditioned on Maps Miguel Espinosa Elliot J. Crowley 15 16 0 31 Aug 2023
A Recycling Training Strategy for Medical Image Segmentation with Diffusion Denoising Models Yunguan Fu Yiwen Li Shaheer U. Saeed Matthew J Clarkson Yipeng Hu DiffM MedIm 8 6 0 30 Aug 2023
Intriguing Properties of Diffusion Models: An Empirical Study of the Natural Attack Capability in Text-to-Image Generative Models Takami Sato Justin Yue Nanze Chen Ningfei Wang Qi Alfred Chen DiffM 9 2 0 30 Aug 2023
Data-iterative Optimization Score Model for Stable Ultra-Sparse-View CT Reconstruction Weiwen Wu Yanyang Wang DiffM 17 7 0 28 Aug 2023
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation Afshin Bozorgpour Yousef Sadegheih A. Kazerouni Reza Azad Dorit Merhof DiffM MedIm 11 23 0 05 Aug 2023
Implicit Neural Representation in Medical Imaging: A Comparative Survey Amir Molaei Amirhossein Aminimehr A. Tavakoli A. Kazerouni Babak Azad Reza Azad Dorit Merhof OOD 11 70 0 30 Jul 2023
A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond Junyu Chen Yihao Liu Shuwen Wei Zhangxing Bian Shalini Subramanian A. Carass Jerry L. Prince Yong Du OOD 25 36 0 28 Jul 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 35 62 0 27 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 16 30 0 22 Jul 2023
Deep Generative Models for Physiological Signals: A Systematic Literature Review Nour Neifar Afef Mdhaffar A. Ben-Hamadou M. Jmaiel MedIm 19 4 0 12 Jul 2023
Investigating Data Memorization in 3D Latent Diffusion Models for Medical Image Synthesis S. Dar A. Ghanaat Jannik Kahmann Isabelle Ayx Theano Papavassiliu Stefan O. Schoenberg Sandy Engelhardt DiffM MedIm 16 17 0 03 Jul 2023
Conditional Diffusion Models for Semantic 3D Brain MRI Synthesis Zolnamar Dorjsembe H. Pao Sodtavilan Odonchimed Furen Xiao DiffM MedIm 28 39 0 29 May 2023
Beware of diffusion models for synthesizing medical images -- A comparison with GANs in terms of memorizing brain MRI and chest x-ray images Muhammad Usman Akbar Wuhao Wang Anders Eklund DiffM MedIm 10 15 0 12 May 2023
CoLa-Diff: Conditional Latent Diffusion Model for Multi-Modal MRI Synthesis Lan Jiang Ye Mao Xi Chen Xiangfeng Wang Chao Li MedIm DiffM 75 54 0 24 Mar 2023
DisC-Diff: Disentangled Conditional Diffusion Model for Multi-Contrast MRI Super-Resolution Ye Mao Lan Jiang Xi Chen Chao Li DiffM MedIm 64 28 0 24 Mar 2023
DiffMIC: Dual-Guidance Diffusion Network for Medical Image Classification Yijun Yang H. Fu Angelica I. Aviles-Rivero Carola-Bibiane Schönlieb Lei Zhu MedIm 80 47 0 19 Mar 2023
AugDiff: Diffusion based Feature Augmentation for Multiple Instance Learning in Whole Slide Image Zhucheng Shao Liuxi Dai Yifeng Wang Haoqian Wang Yongbing Zhang MedIm DiffM 178 0 0 11 Mar 2023
Learning Enhancement From Degradation: A Diffusion Model For Fundus Image Enhancement Puijin Cheng Li Lin Yijin Huang Huaqing He Wenhan Luo Xiaoying Tang MedIm DiffM 16 6 0 08 Mar 2023
Patched Diffusion Models for Unsupervised Anomaly Detection in Brain MRI F. Behrendt Debayan Bhattacharya Julia Kruger R. Opfer Alexander Schlaefer DiffM MedIm 24 39 0 07 Mar 2023
Membership Inference of Diffusion Models Hailong Hu Jun Pang 16 37 0 24 Jan 2023
Fast spline detection in high density microscopy data Albert Alonso J. B. Kirkegaard 6 6 0 11 Jan 2023
Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review Reza Azad A. Kazerouni Moein Heidari Ehsan Khodapanah Aghdam Amir Molaei Yiwei Jia Abin Jose Rijo Roy Dorit Merhof MedIm ViT 24 160 0 09 Jan 2023
Conversion Between CT and MRI Images Using Diffusion and Score-Matching Models Qing Lyu Ge Wang DiffM MedIm 83 78 0 24 Sep 2022
Can segmentation models be trained with fully synthetically generated data? Virginia Fernandez W. H. Pinaya Pedro Borges Petru-Daniel Tudosiu M. Graham Tom Kamiel Magda Vercauteren M. Jorge Cardoso DiffM MedIm 35 44 0 17 Sep 2022
Brain Imaging Generation with Latent Diffusion Models W. H. Pinaya Petru-Daniel Tudosiu J. Dafflon P. F. D. Costa Virginia Fernandez P. Nachev Sebastien Ourselin M. Jorge Cardoso DiffM MedIm 87 275 0 15 Sep 2022
Diffusion Models in Vision: A Survey Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu M. Shah DiffM VLM MedIm 186 1,098 0 10 Sep 2022
Self-Score: Self-Supervised Learning on Score-Based Models for MRI Reconstruction Zhuoxu Cui Chentao Cao Shaonan Liu Qingyong Zhu Jing Cheng Haifeng Wang Yanjie Zhu Dong Liang DiffM MedIm 28 36 0 02 Sep 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 213 1,277 0 02 Sep 2022
Diffusion-LM Improves Controllable Text Generation Xiang Lisa Li John Thickstun Ishaan Gulrajani Percy Liang Tatsunori B. Hashimoto AI4CE 166 768 0 27 May 2022
Protein Structure and Sequence Generation with Equivariant Denoising Diffusion Probabilistic Models N. Anand Tudor Achim DiffM 175 170 0 26 May 2022
Explainable Deep Learning Methods in Medical Image Classification: A Survey Cristiano Patrício João C. Neves Luís F. Teixeira XAI 11 52 0 10 May 2022
Unsupervised Denoising of Retinal OCT with Diffusion Probabilistic Model Dewei Hu Yuankai K. Tao I. Oguz DiffM MedIm 150 39 0 27 Jan 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero F. I. F. Richard Yu Radu Timofte Luc Van Gool DiffM 200 1,330 0 24 Jan 2022
A Survey on Training Challenges in Generative Adversarial Networks for Biomedical Image Analysis Muhammad Muneeb Saad Ruairi O'Reilly M. H. Rehmani MedIm 23 35 0 19 Jan 2022