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
Replication in Visual Diffusion Models: A Survey and Outlook Wenhao Wang Yifan Sun Zongxin Yang Zhengdong Hu Zhentao Tan Yi Yang 60 6 0 07 Jul 2024
A Comprehensive Survey on Diffusion Models and Their Applications M. Ahsan S. Raman Yingtao Liu Zahed Siddique MedIm DiffM 34 0 0 01 Jul 2024
Generative AI for Synthetic Data Across Multiple Medical Modalities: A Systematic Review of Recent Developments and Challenges Mahmoud Ibrahim Yasmina Al Khalil S. Amirrajab Chang Sun M. Breeuwer J. Pluim Bart Elen Gokhan Ertaylan Michel Dumontier SyDa MedIm 31 7 0 27 Jun 2024
Generative artificial intelligence in ophthalmology: multimodal retinal images for the diagnosis of Alzheimer's disease with convolutional neural networks I. R. Slootweg M. Thach K. Curro-Tafili F. D. Verbraak F. H. Bouwman Y. Pijnenburg J. F. Boer J.H.P de Kwisthout L. Bagheriye P. J. González MedIm DiffM 41 0 0 26 Jun 2024
Prompt-Consistency Image Generation (PCIG): A Unified Framework Integrating LLMs, Knowledge Graphs, and Controllable Diffusion Models Yichen Sun Zhixuan Chu Zhan Qin Kui Ren DiffM 25 0 0 24 Jun 2024
Generative Topological Networks Alona Levy-Jurgenson Z. Yakhini 36 0 0 21 Jun 2024
CollaFuse: Collaborative Diffusion Models Simeon Allmendinger Domenique Zipperling Lukas Struppek Niklas Kühl 18 2 0 20 Jun 2024
Diffusion Model-based FOD Restoration from High Distortion in dMRI Shuo Huang Lujia Zhong Yonggang Shi 20 0 0 19 Jun 2024
COT Flow: Learning Optimal-Transport Image Sampling and Editing by Contrastive Pairs Xinrui Zu Qian Tao OT DiffM 23 0 0 17 Jun 2024
CCSI: Continual Class-Specific Impression for Data-free Class Incremental Learning Sana Ayromlou Teresa S. M. Tsang Purang Abolmaesumi Xiaoxiao Li CLL 21 2 0 09 Jun 2024
Pancreatic Tumor Segmentation as Anomaly Detection in CT Images Using Denoising Diffusion Models Reza Babaei Samuel Cheng Theresa Thai Shangqing Zhao MedIm DiffM 28 2 0 04 Jun 2024
A Brief Overview of Optimization-Based Algorithms for MRI Reconstruction Using Deep Learning Wanyu Bian 27 5 0 03 Jun 2024
FreeTumor: Advance Tumor Segmentation via Large-Scale Tumor Synthesis Linshan Wu Jiaxin Zhuang Xuefeng Ni Hao Chen MedIm 19 11 0 03 Jun 2024
Nuclear Medicine Artificial Intelligence in Action: The Bethesda Report (AI Summit 2024) Arman Rahmim Tyler J. Bradshaw Guido Davidzon J. Dutta G. El Fakhri ... Chi Liu Emilie Roncali Babak Saboury Tahir Yusufaly Abhinav K. Jha AI4CE 39 0 0 03 Jun 2024
Slight Corruption in Pre-training Data Makes Better Diffusion Models Hao Chen Yujin Han Diganta Misra Xiang Li Kai Hu Difan Zou Masashi Sugiyama Jindong Wang Bhiksha Raj DiffM 43 5 0 30 May 2024
Synthetic Data in Radiological Imaging: Current State and Future Outlook E. Sizikova A. Badal Jana G. Delfino Miguel Lago Brandon Nelson Niloufar Saharkhiz B. Sahiner Ghada Zamzmi Aldo Badano MedIm 29 5 0 08 May 2024
Score-based Generative Priors Guided Model-driven Network for MRI Reconstruction Xiaoyu Qiao Weisheng Li Bin Xiao Yuping Huang Lijian Yang DiffM 20 3 0 05 May 2024
Functional Imaging Constrained Diffusion for Brain PET Synthesis from Structural MRI Minhui Yu Mengqi Wu Ling Yue Andrea Bozoki Mingxia Liu DiffM MedIm 26 1 0 03 May 2024
Auto-Generating Weak Labels for Real & Synthetic Data to Improve Label-Scarce Medical Image Segmentation Tanvi Deshpande Eva Prakash E. Ross C. Langlotz Andrew Ng Jeya Maria Jose Valanarasu MedIm SyDa VLM 23 1 0 25 Apr 2024
Shake to Leak: Fine-tuning Diffusion Models Can Amplify the Generative Privacy Risk Zhangheng Li Junyuan Hong Bo-wen Li Zhangyang Wang DiffM 22 17 0 14 Mar 2024
Advancing Text-Driven Chest X-Ray Generation with Policy-Based Reinforcement Learning Woojung Han Chanyoung Kim Dayun Ju Yumin Shim Seong Jae Hwang MedIm 14 8 0 11 Mar 2024
Synthetic Privileged Information Enhances Medical Image Representation Learning Lucas Farndale Chris Walsh R. Insall Ke Yuan 12 1 0 08 Mar 2024
Accelerating Convergence of Score-Based Diffusion Models, Provably Gen Li Yu Huang Timofey Efimov Yuting Wei Yuejie Chi Yuxin Chen DiffM 51 29 0 06 Mar 2024
CollaFuse: Navigating Limited Resources and Privacy in Collaborative Generative AI Domenique Zipperling Simeon Allmendinger Lukas Struppek Niklas Kühl 21 0 0 29 Feb 2024
The Uncanny Valley: A Comprehensive Analysis of Diffusion Models Karam Ghanem Danilo Bzdok DiffM 25 0 0 20 Feb 2024
Anatomically-Controllable Medical Image Generation with Segmentation-Guided Diffusion Models N. Konz Yuwen Chen Haoyu Dong Maciej Mazurowski MedIm 19 26 0 07 Feb 2024
SynthVision -- Harnessing Minimal Input for Maximal Output in Computer Vision Models using Synthetic Image data Yudara Kularathne Prathapa Janitha Sithira Ambepitiya Thanveer Ahamed Dinuka Wijesundara Prarththanan Sothyrajah DiffM MedIm 8 0 0 05 Feb 2024
Can Shape-Infused Joint Embeddings Improve Image-Conditioned 3D Diffusion? Cristian Sbrolli Paolo Cudrano Matteo Matteucci DiffM 11 1 0 02 Feb 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 32 21 0 22 Jan 2024
Derm-T2IM: Harnessing Synthetic Skin Lesion Data via Stable Diffusion Models for Enhanced Skin Disease Classification using ViT and CNN Muhammad Ali Farooq Wang Yao Michael Schukat Mark A Little Peter Corcoran DiffM MedIm 11 9 0 10 Jan 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 21 20 0 04 Jan 2024
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects Pratibha Kumari Joohi Chauhan Afshin Bozorgpour Boqiang Huang Reza Azad Dorit Merhof 42 10 0 28 Dec 2023
Diffusion Models for Generative Artificial Intelligence: An Introduction for Applied Mathematicians Catherine F. Higham Des J. Higham P. Grindrod DiffM VLM 11 3 0 21 Dec 2023
Semantic Image Synthesis for Abdominal CT Zhuang Yan Benjamin Hou T. Mathai Pritam Mukherjee Boah Kim Ronald M. Summers DiffM MedIm 10 10 0 11 Dec 2023
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook Reza Azad Moein Heidary Kadir Yilmaz Michael Huttemann Sanaz Karimijafarbigloo Yuli Wu Anke Schmeink Dorit Merhof VLM SSeg 26 17 0 08 Dec 2023
AniRes2D: Anisotropic Residual-enhanced Diffusion for 2D MR Super-Resolution Zejun Wu Samuel W. Remedios Blake E Dewey A. Carass Jerry L. Prince DiffM MedIm 11 2 0 07 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 11 5 0 03 Dec 2023
MAM-E: Mammographic synthetic image generation with diffusion models R. Montoya-del-Angel Karla Sam-Millan J. C. Vilanova Robert Martí MedIm 21 6 0 16 Nov 2023
Anonymizing medical case-based explanations through disentanglement Helena Montenegro Jaime S. Cardoso 14 7 0 08 Nov 2023
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour A. Kazerouni I. Rekik Dorit Merhof VLM MedIm 90 57 0 28 Oct 2023
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles Xing Shen Hengguan Huang Brennan Nichyporuk Tal Arbel MedIm 28 3 0 24 Oct 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 39 22 0 22 Oct 2023
Generalizing Medical Image Representations via Quaternion Wavelet Networks Luigi Sigillo Eleonora Grassucci A. Uncini Danilo Comminiello MedIm 17 5 0 16 Oct 2023
Discovery and Expansion of New Domains within Diffusion Models Ye Zhu Yu Wu Duo Xu Zhiwei Deng Yan Yan Olga Russakovsky DiffM 17 1 0 13 Oct 2023
A Comprehensive Review of Generative AI in Healthcare Yasin Shokrollahi Sahar Yarmohammadtoosky Matthew M. Nikahd Pengfei Dong Xianqi Li Linxia Gu MedIm AI4CE 8 19 0 01 Oct 2023
A Unified Framework for Generative Data Augmentation: A Comprehensive Survey Yunhao Chen Zihui Yan Yunjie Zhu 17 3 0 30 Sep 2023
Reconstruction of Patient-Specific Confounders in AI-based Radiologic Image Interpretation using Generative Pretraining T. Han Laura vZigutyt.e L. Huck M. Huppertz R. Siepmann ... Firas Khader Christiane Kuhl S. Nebelung Jakob Kather Daniel Truhn MedIm 4 3 0 29 Sep 2023
Assessing the capacity of a denoising diffusion probabilistic model to reproduce spatial context Rucha Deshpande Muzaffer Özbey Hua Li M. Anastasio F. Brooks MedIm DiffM 12 5 0 19 Sep 2023
GenSelfDiff-HIS: Generative Self-Supervision Using Diffusion for Histopathological Image Segmentation Vishnuvardhan Purma Suhas Srinath Seshan Srirangarajan A. Kakkar Prathosh A.P. MedIm DiffM 17 1 0 04 Sep 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 15 14 0 02 Sep 2023