Deep Learning Approaches for Data Augmentation in Medical Imaging: A
Review

Deep Learning Approaches for Data Augmentation in Medical Imaging: A Review

24 July 2023

Aghiles Kebaili

J. Lapuyade-Lahorgue

Papers citing "Deep Learning Approaches for Data Augmentation in Medical Imaging: A Review"

14 / 14 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 41 0 0 12 May 2025
AMM-Diff: Adaptive Multi-Modality Diffusion Network for Missing Modality Imputation Aghiles Kebaili J. Lapuyade-Lahorgue P. Vera S. Ruan DiffM MedIm 45 0 0 22 Jan 2025
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 33 7 0 27 Jun 2024
Conversion Between CT and MRI Images Using Diffusion and Score-Matching Models Qing Lyu Ge Wang DiffM MedIm 98 82 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 43 45 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 102 285 0 15 Sep 2022
Pathology Synthesis of 3D-Consistent Cardiac MR Images using 2D VAEs and GANs S. Amirrajab C. Lorenz J. Weese J. Pluim M. Breeuwer MedIm 23 7 0 09 Sep 2022
Evaluating the Quality and Diversity of DCGAN-based Generatively Synthesized Diabetic Retinopathy Imagery Cristina-Madalina Dragan Muhammad Muneeb Saad M. H. Rehmani Ruairi O'Reilly EGVM MedIm 35 4 0 10 Aug 2022
Domain-Adaptive 3D Medical Image Synthesis: An Efficient Unsupervised Approach Qingqiao Hu Hongwei Bran Li Jianguo Zhang OOD 49 11 0 02 Jul 2022
Equitable modelling of brain imaging by counterfactual augmentation with morphologically constrained 3D deep generative models Guilherme Pombo Robert J. Gray M. Jorge Cardoso Sebastien Ourselin G. Rees John Ashburner P. Nachev 29 16 0 29 Nov 2021
Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology with the Fitzpatrick 17k Dataset Matthew Groh Caleb Harris L. Soenksen Felix Lau Rachel Han Aerin Kim A. Koochek Omar Badri 112 180 0 20 Apr 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,777 0 24 Feb 2021
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,447 0 21 Nov 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 238 3,190 0 30 Oct 2016