Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks

26 July 2018

Katherine P. Andriole

Mark H. Michalski

MedIm

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Papers citing "Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks"

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Title
Multi-modal Synthetic Data Training and Model Collapse: Insights from VLMs and Diffusion Models Zizhao Hu Mohammad Rostami Jesse Thomason VLM 23 0 0 10 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 40 0 0 07 May 2025
Augmenting Anonymized Data with AI: Exploring the Feasibility and Limitations of Large Language Models in Data Enrichment Stefano Cirillo Domenico Desiato Giuseppe Polese Monica Maria Lucia Sebillo Giandomenico Solimando 28 1 0 03 Apr 2025
Artificial Intelligence for Biomedical Video Generation Linyuan Li Jianing Qiu Anujit Saha Lin Li Poyuan Li Mengxian He Ziyu Guo Wu Yuan VGen 63 1 0 12 Nov 2024
Anatomical feature-prioritized loss for enhanced MR to CT translation Arthur Longuefosse B. D. D. Senneville G. Dournes I. Benlala P. Desbarats F. Baldacci MedIm 34 0 0 14 Oct 2024
GaNDLF-Synth: A Framework to Democratize Generative AI for (Bio)Medical Imaging Sarthak Pati Szymon Mazurek Spyridon Bakas MedIm 28 0 0 30 Sep 2024
MAISI: Medical AI for Synthetic Imaging Pengfei Guo Can Zhao Dong Yang Ziyue Xu Vishwesh Nath ... Benjamin D. Simon Mason J Belue Stephanie Harmon B. Turkbey Daguang Xu DiffM MedIm 50 19 0 13 Sep 2024
MedEdit: Counterfactual Diffusion-based Image Editing on Brain MRI Malek Ben Alaya Daniel M. Lang Benedikt Wiestler Julia A. Schnabel Cosmin I. Bercea MedIm DiffM 42 4 0 21 Jul 2024
Leveraging Multimodal CycleGAN for the Generation of Anatomically Accurate Synthetic CT Scans from MRIs L. Crespi Samuele Camnasio D. Dei N. Lambri P. Mancosu M. Scorsetti Daniele Loiacono MedIm 43 1 0 15 Jul 2024
RadiomicsFill-Mammo: Synthetic Mammogram Mass Manipulation with Radiomics Features Inye Na Jonghun Kim Eun Sook Ko Hyunjin Park MedIm 50 5 0 08 Jul 2024
A Comprehensive Survey on Diffusion Models and Their Applications M. Ahsan S. Raman Yingtao Liu Zahed Siddique MedIm DiffM 41 1 0 01 Jul 2024
ChatEMG: Synthetic Data Generation to Control a Robotic Hand Orthosis for Stroke Jingxi Xu Runsheng Wang Siqi Shang Ava Chen Lauren Winterbottom ... Pedro Leandro La Rotta Xinyue Zhu Dawn M. Nilsen Joel Stein M. Ciocarlie 43 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 38 2 0 09 Jun 2024
Applications of interpretable deep learning in neuroimaging: a comprehensive review Lindsay Munroe Mariana da Silva Faezeh Heidari I. Grigorescu Simon Dahan E. C. Robinson Maria Deprez Po-Wah So AI4CE 44 5 0 30 May 2024
Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images Syed Javed Tariq Mahmood Khan Abdul Qayyum Arcot Sowmya Imran Razzak SSeg 53 6 0 27 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 46 5 0 08 May 2024
Machine Learning Techniques for MRI Data Processing at Expanding Scale Taro Langner 35 0 0 22 Apr 2024
Enhancing Code Vulnerability Detection via Vulnerability-Preserving Data Augmentation Shangqing Liu Wei Ma Jian-Xun Wang Xiaofei Xie Rui-Lin Feng Yang Liu AAML 24 6 0 15 Apr 2024
Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography Images Marc S. Seibel H. Uzunova Timo Kepp Heinz Handels MedIm 26 0 0 08 Apr 2024
Privacy-Preserving Synthetic Continual Semantic Segmentation for Robotic Surgery Mengya Xu Mobarakol Islam Long Bai Hongliang Ren 33 5 0 08 Feb 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 24 11 0 10 Jan 2024
Semantic Image Synthesis for Abdominal CT Zhuang Yan Benjamin Hou T. Mathai Pritam Mukherjee Boah Kim Ronald M. Summers DiffM MedIm 27 10 0 11 Dec 2023
A dynamic interactive learning framework for automated 3D medical image segmentation Mu Tian Xiaohui Chen Yi Gao 25 0 0 11 Dec 2023
RadImageGAN -- A Multi-modal Dataset-Scale Generative AI for Medical Imaging Zelong Liu Alexander Zhou Arnold Yang Alara Yilmaz Maxwell Yoo ... Daiqing Li Z. Fayad Sean Huver T. Deyer X. Mei MedIm 22 2 0 10 Dec 2023
Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance June-Woo Kim Chihyeon Yoon Miika Toikkanen Sangmin Bae Ho-Young Jung DiffM MedIm 24 7 0 11 Nov 2023
Exploring the Efficacy of Base Data Augmentation Methods in Deep Learning-Based Radiograph Classification of Knee Joint Osteoarthritis Fabi Prezja L. Annala Sampsa Kiiskinen Timo Ojala 28 7 0 10 Nov 2023
Adaptive Variance Thresholding: A Novel Approach to Improve Existing Deep Transfer Vision Models and Advance Automatic Knee-Joint Osteoarthritis Classification Fabi Prezja L. Annala Sampsa Kiiskinen Suvi Lahtinen Timo Ojala 20 2 0 10 Nov 2023
Synthesizing Bidirectional Temporal States of Knee Osteoarthritis Radiographs with Cycle-Consistent Generative Adversarial Neural Networks Fabi Prezja L. Annala Sampsa Kiiskinen Suvi Lahtinen Timo Ojala MedIm 16 3 0 10 Nov 2023
Synthetic Tumor Manipulation: With Radiomics Features Inye Na Jonghun Kim Hyunjin Park MedIm AI4CE 19 2 0 05 Nov 2023
Improved K-mer Based Prediction of Protein-Protein Interactions With Chaos Game Representation, Deep Learning and Reduced Representation Bias Ruth Veevers Dan MacLean 21 0 0 23 Oct 2023
EMIT-Diff: Enhancing Medical Image Segmentation via Text-Guided Diffusion Model Zheyu Zhang Lanhong Yao Bin Wang Debesh Jha Elif Keles Alpay Medetalibeyoglu Ulas Bagci MedIm 46 10 0 19 Oct 2023
Metadata-Conditioned Generative Models to Synthesize Anatomically-Plausible 3D Brain MRIs Wei Peng Tomas Bosschieter J. Ouyang Robert Paul Ehsan Adeli Qingyu Zhao K. Pohl MedIm 38 9 0 07 Oct 2023
MedSyn: Text-guided Anatomy-aware Synthesis of High-Fidelity 3D CT Images Yanwu Xu Li Sun Wei Peng Shyam Visweswaran Kayhan Batmanghelich MedIm DiffM 51 19 0 05 Oct 2023
Boosting Dermatoscopic Lesion Segmentation via Diffusion Models with Visual and Textual Prompts Shiyi Du Xiaosong Wang Yongyi Lu Yuyin Zhou Shaoting Zhang Alan Yuille Kang Li Zongwei Zhou MedIm DiffM 24 11 0 04 Oct 2023
Generating 3D Brain Tumor Regions in MRI using Vector-Quantization Generative Adversarial Networks Meng Zhou Matthias W. Wagner U. Tabori C. Hawkins B. Ertl-Wagner Farzad Khalvati MedIm 19 5 0 02 Oct 2023
A Survey on Image-text Multimodal Models Ruifeng Guo Jingxuan Wei Linzhuang Sun Khai Le-Duc Guiyong Chang Dawei Liu Sibo Zhang Zhengbing Yao Mingjun Xu Liping Bu VLM 31 5 0 23 Sep 2023
Deep Learning Approaches for Data Augmentation in Medical Imaging: A Review Aghiles Kebaili J. Lapuyade-Lahorgue S. Ruan MedIm 26 143 0 24 Jul 2023
Brain tumor segmentation using synthetic MR images -- A comparison of GANs and diffusion models Muhammad Usman Akbar Måns Larsson Anders Eklund DiffM MedIm 20 29 0 05 Jun 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
Improving Multimodal Joint Variational Autoencoders through Normalizing Flows and Correlation Analysis Agathe Senellart Clément Chadebec S. Allassonnière DRL 32 1 0 19 May 2023
Improving Small Language Models on PubMedQA via Generative Data Augmentation Zhen Guo Peiqi Wang Yanwei Wang Shangdi Yu LM&MA MedIm 18 10 0 12 May 2023
Exploiting CNNs for Semantic Segmentation with Pascal VOC S. Prakash Priyansh Shah Ashrya Agrawal SSeg 30 0 0 26 Apr 2023
Denoising Diffusion Medical Models Pham Ngoc Huy Tran Minh Quan MedIm DiffM 10 6 0 19 Apr 2023
Towards Realistic Ultrasound Fetal Brain Imaging Synthesis Michelle Iskandar Harvey Mannering Zhanxiang Sun Jacqueline Matthew H. Kerdegari L. Pereira Miguel P. Xochicale MedIm 37 8 0 08 Apr 2023
Synthetic Data in Healthcare Daniel J. McDuff Theodore R. Curran A. Kadambi MedIm SyDa 55 17 0 06 Apr 2023
Multimodal and multicontrast image fusion via deep generative models Giovanna Maria Dimitri Simeon E. Spasov A. Duggento L. Passamonti Pietro Lio N. Toschi MedIm 13 27 0 28 Mar 2023
Explainable Semantic Medical Image Segmentation with Style Weiqun Dai Siyu Liu Craig B. Engstrom Shekhar S. Chandra MedIm 68 0 0 10 Mar 2023
Disease Severity Regression with Continuous Data Augmentation Shumpei Takezaki Kiyohito Tanaka Seiichi Uchida T. Kadota MedIm GAN 8 3 0 24 Feb 2023
M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient Supervision Malo Alefsen de Boisredon dÁssier Eugene Vorontsov Samuel Kadoury MedIm 33 2 0 14 Dec 2022
Deep representation learning: Fundamentals, Perspectives, Applications, and Open Challenges K. T. Baghaei Amirreza Payandeh Pooya Fayyazsanavi Shahram Rahimi Zhiqian Chen Somayeh Bakhtiari Ramezani FaML AI4TS 38 6 0 27 Nov 2022