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"

50 / 134 papers shown

Title
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 31 0 0 12 May 2025
Prompt to Polyp: Medical Text-Conditioned Image Synthesis with Diffusion Models Mikhail Chaichuk Sushant Gautam Steven A. Hicks Elena Tutubalina DiffM MedIm 43 0 0 08 May 2025
Text2CT: Towards 3D CT Volume Generation from Free-text Descriptions Using Diffusion Model Pengfei Guo Can Zhao Dong Yang Yufan He V. Nath ... Zongwei Zhou Benjamin D. Simon Stephanie Harmon B. Turkbey Daguang Xu DiffM MedIm 36 0 0 07 May 2025
From Pixels to Polygons: A Survey of Deep Learning Approaches for Medical Image-to-Mesh Reconstruction Fengming Lin Arezoo Zakeri Yidan Xue Michael MacRaild Haoran Dou Zherui Zhou Ziwei Zou Ali Sarrami-Foroushani Jinming Duan Alejandro F Frangi 3DV MedIm 30 0 0 06 May 2025
Revolutionizing Brain Tumor Imaging: Generating Synthetic 3D FA Maps from T1-Weighted MRI using CycleGAN Models Xin Du Francesca M. Cozzi Rajesh Jena MedIm 24 0 0 06 May 2025
Path and Bone-Contour Regularized Unpaired MRI-to-CT Translation Teng Zhou Jax Luo Yuping Sun Yiheng Tan Shun Yao Nazim Haouchine Scott Raymond MedIm 52 0 0 06 May 2025
Regression is all you need for medical image translation Sebastian Rassmann David Kügler Christian Ewert Martin Reuter DiffM MedIm 56 0 0 04 May 2025
PhytoSynth: Leveraging Multi-modal Generative Models for Crop Disease Data Generation with Novel Benchmarking and Prompt Engineering Approach Nitin Rai Arnold W. Schumann Nathan Boyd MedIm 27 0 0 03 May 2025
Sculpting Memory: Multi-Concept Forgetting in Diffusion Models via Dynamic Mask and Concept-Aware Optimization Gen Li Yang Xiao Jie Ji Kaiyuan Deng Bo Hui Linke Guo Xiaolong Ma 24 0 0 12 Apr 2025
PathSegDiff: Pathology Segmentation using Diffusion model representations Sachin Kumar Danisetty Alexandros Graikos Srikar Yellapragada Dimitris Samaras MedIm 16 0 0 09 Apr 2025
BrainMRDiff: A Diffusion Model for Anatomically Consistent Brain MRI Synthesis Moinak Bhattacharya Saumya Gupta Annie Singh C. L. P. Chen Gagandeep Singh Prateek Prasanna MedIm 23 0 0 06 Apr 2025
Shape Modeling of Longitudinal Medical Images: From Diffeomorphic Metric Mapping to Deep Learning Edwin Tay Nazli Tümer Amir A. Zadpoor MedIm 40 0 0 27 Mar 2025
VasTSD: Learning 3D Vascular Tree-state Space Diffusion Model for Angiography Synthesis Z. T. Wang Renjiao Yi Xin Wen Chenyang Zhu K. Xu DiffM MedIm 55 0 0 17 Mar 2025
DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion Hantao Zhang Yuhe Liu Jiancheng Yang Weidong Guo Xinyuan Wang Pascal Fua MedIm 40 0 0 09 Mar 2025
Robust Polyp Detection and Diagnosis through Compositional Prompt-Guided Diffusion Models Jia Yu Yan Zhu Peiyao Fu Tianyi Chen Junbo Huang ... Pinghong Zhou Zhihua Wang Fei Wu Shuo Wang Xian Yang MedIm 40 0 0 25 Feb 2025
RELICT: A Replica Detection Framework for Medical Image Generation O. U. Aydin Alexander Koch A. Hilbert Jana Rieger Felix Lohrke F. Ishida Satoru Tanioka D. Frey MedIm 36 0 0 24 Feb 2025
Diffusion Models in Recommendation Systems: A Survey Ting-Ruen Wei Yi Fang 77 2 0 20 Feb 2025
Pathological MRI Segmentation by Synthetic Pathological Data Generation in Fetuses and Neonates Misha P.T Kaandorp Damola Agbelese Hosna Asma-ull Hyun Gi Kim K. Payette P. Grehten Gennari Antonio Giulio L. Lanczi Andras Jakab MedIm 58 1 0 31 Jan 2025
GAUDA: Generative Adaptive Uncertainty-guided Diffusion-based Augmentation for Surgical Segmentation Yannik Frisch Christina Bornberg Moritz Fuchs Anirban Mukhopadhyay MedIm 26 0 0 18 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 95 16 0 17 Jan 2025
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging Yimu Pan Sitao Zhang Alison D. Gernand Jeffery A. Goldstein J. Z. Wang 67 1 0 17 Dec 2024
Uncertainty-Aware Regularization for Image-to-Image Translation Anuja Vats I. Farup Marius Pedersen Kiran Raja MedIm 66 0 0 24 Nov 2024
RAW-Diffusion: RGB-Guided Diffusion Models for High-Fidelity RAW Image Generation Christoph Reinders Radu Berdan Beril Besbinar Junji Otsuka Daisuke Iso 70 0 0 20 Nov 2024
D-Cube: Exploiting Hyper-Features of Diffusion Model for Robust Medical Classification Minhee Jang Juheon Son Thanaporn Viriyasaranon Junho Kim Jang-Hwan Choi MedIm 23 0 0 17 Nov 2024
Maximizing domain generalization in fetal brain tissue segmentation: the role of synthetic data generation, intensity clustering and real image fine-tuning Vladyslav Zalevskyi Thomas Sanchez Margaux Roulet Hélène Lajous Jordina Aviles Verdera Jana Hutter Hamza Kebiri Meritxell Bach Cuadra OOD 38 1 0 11 Nov 2024
Uncovering Hidden Subspaces in Video Diffusion Models Using Re-Identification Mischa Dombrowski Hadrien Reynaud Bernhard Kainz DiffM 34 1 0 07 Nov 2024
FairSkin: Fair Diffusion for Skin Disease Image Generation Ruichen Zhang Yuguang Yao Zhen Tan Z. Li Pan Wang Huan Liu Jingtong Hu Sijia Liu Tianlong Chen MedIm 18 0 0 29 Oct 2024
Volumetric Conditioning Module to Control Pretrained Diffusion Models for 3D Medical Images Suhyun Ahn Wonjung Park Jihoon Cho Seunghyuck Park Jinah Park MedIm 21 0 0 29 Oct 2024
Structured Diffusion Models with Mixture of Gaussians as Prior Distribution Nanshan Jia Tingyu Zhu Haoyu Liu Zeyu Zheng DiffM 18 2 0 24 Oct 2024
MedDiff-FM: A Diffusion-based Foundation Model for Versatile Medical Image Applications Yongrui Yu Yannian Gu S. Zhang Xiaofan Zhang MedIm 21 2 0 20 Oct 2024
Evaluating Utility of Memory Efficient Medical Image Generation: A Study on Lung Nodule Segmentation Kathrin Khadra Utku Türkbey DiffM MedIm 18 0 0 16 Oct 2024
Synthetic Augmentation for Anatomical Landmark Localization using DDPMs Arnela Hadzic Lea Bogensperger Simon Johannes Joham M. Urschler MedIm 19 0 0 16 Oct 2024
CrackSegDiff: Diffusion Probability Model-based Multi-modal Crack Segmentation Xiaoyan Jiang Licheng Jiang Anjie Wang Kaiying Zhu Yongbin Gao DiffM 23 0 0 10 Oct 2024
Improved Generation of Synthetic Imaging Data Using Feature-Aligned Diffusion Lakshmi Nair MedIm 11 0 0 01 Oct 2024
Graph Residual Noise Learner Network for Brain Connectivity Graph Prediction Oytun Demirbilek Tingying Peng Alaa Bessadok DiffM 16 0 0 30 Sep 2024
Trustworthy Text-to-Image Diffusion Models: A Timely and Focused Survey Yi Zhang Zhen Chen Chih-Hong Cheng Wenjie Ruan Xiaowei Huang Dezong Zhao David Flynn Siddartha Khastgir Xingyu Zhao MedIm 30 3 0 26 Sep 2024
Enhanced segmentation of femoral bone metastasis in CT scans of patients using synthetic data generation with 3D diffusion models Emile Saillard Aurélie Levillain David Mitton Jean-Baptiste Pialat C. Confavreux H. Follet Thomas Grenier MedIm 18 0 0 17 Sep 2024
Constrained Diffusion Models via Dual Training Shervin Khalafi Dongsheng Ding Alejandro Ribeiro 19 3 0 27 Aug 2024
LN-Gen: Rectal Lymph Nodes Generation via Anatomical Features Weidong Guo Hantao Zhang Shouhong Wan Bingbing Zou Wanqin Wang Peiquan Jin MedIm 28 0 0 27 Aug 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 31 1 0 23 Aug 2024
SurgicaL-CD: Generating Surgical Images via Unpaired Image Translation with Latent Consistency Diffusion Models Danush Kumar Venkatesh Dominik Rivoir Micha Pfeiffer Stefanie Speidel MedIm 56 1 0 19 Aug 2024
Deep Generative Classification of Blood Cell Morphology Simon Deltadahl J. Gilbey C. V. Laer Nancy Boeckx M. Leers ... Nicholas S. Gleadall Carola-Bibiane Schönlieb S. Sivapalaratnam Michael Roberts P. Nachev DiffM MedIm 23 0 0 16 Aug 2024
Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey V. T. Truong Luan Ba Dang Long Bao Le DiffM MedIm 38 14 0 06 Aug 2024
Mpox Detection Advanced: Rapid Epidemic Response Through Synthetic Data Yudara Kularathne Prathapa Janitha Sithira Ambepitiya Prarththanan Sothyrajah Thanveer Ahamed Dinuka Wijesundara MedIm 16 1 0 25 Jul 2024
On Differentially Private 3D Medical Image Synthesis with Controllable Latent Diffusion Models Deniz Daum Richard Osuala Anneliese Riess Georgios Kaissis Julia A. Schnabel Maxime Di Folco MedIm 34 0 0 23 Jul 2024
Self-supervised Mamba-based Mastoidectomy Shape Prediction for Cochlear Implant Surgery Yike Zhang Eduardo Davalos Dingjie Su Ange Lou Jack H. Noble 22 0 0 22 Jul 2024
Mask-guided cross-image attention for zero-shot in-silico histopathologic image generation with a diffusion model Dominik Winter Nicolas Triltsch Marco Rosati Anatoliy Shumilov Ziya Kokaragac ... T. Padel L. S. Monasor Ross Hill Markus Schick N. Brieu DiffM MedIm 44 2 0 16 Jul 2024
DiNO-Diffusion. Scaling Medical Diffusion via Self-Supervised Pre-Training Guillermo Jiménez-Pérez Pedro Osório Josef Cersovsky Javier Montalt-Tordera Jens Hooge Steffen Vogler Sadegh Mohammadi MedIm 29 2 0 16 Jul 2024
AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models Lei Ren Haiteng Wang Yang Tang Yang Tang Chunhua Yang AI4TS AI4CE 27 4 0 16 Jul 2024
Physics-Inspired Generative Models in Medical Imaging: A Review Dennis Hein Afshin Bozorgpour Dorit Merhof Ge Wang DiffM MedIm AI4CE 23 0 0 15 Jul 2024