GANs for Medical Image Analysis

13 September 2018

Salome Kazeminia

Christoph Baur

Arjan Kuijper

Bram van Ginneken

Nassir Navab

Papers citing "GANs for Medical Image Analysis"

50 / 99 papers shown

Title
Regression is all you need for medical image translation Sebastian Rassmann David Kügler Christian Ewert Martin Reuter DiffM MedIm 156 0 0 04 May 2025
Diffusion Models for conditional MRI generation Miguel Herencia García del Castillo Ricardo Moya Garcia Manuel Jesús Cerezo Mazón Ekaitz Arriola Garcia Pablo Menéndez Fernández-Miranda MedIm 60 0 0 25 Feb 2025
A Review of Artificial Intelligence Impacting Statistical Process Monitoring and Future Directions Shing I Chang Parviz Ghafariasl AI4TS 31 0 0 23 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 63 1 0 31 Jan 2025
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 46 1 0 11 Nov 2024
GaNDLF-Synth: A Framework to Democratize Generative AI for (Bio)Medical Imaging Sarthak Pati Szymon Mazurek Spyridon Bakas MedIm 21 0 0 30 Sep 2024
Unleashing the Potential of Synthetic Images: A Study on Histopathology Image Classification Leire Benito-Del-Valle Aitor Alvarez-Gila Itziar Eguskiza C. L. Saratxaga DiffM MedIm 29 0 0 24 Sep 2024
Realistic Surgical Image Dataset Generation Based On 3D Gaussian Splatting Tianle Zeng Gerardo Loza Galindo Junlei Hu Pietro Valdastri Dominic Jones 3DGS 21 3 0 20 Jul 2024
EM-GANSim: Real-time and Accurate EM Simulation Using Conditional GANs for 3D Indoor Scenes Ruichen Wang Dinesh Manocha 3DV AI4CE 25 0 0 27 May 2024
VM-DDPM: Vision Mamba Diffusion for Medical Image Synthesis Zhihan Ju Wanting Zhou MedIm 38 4 0 09 May 2024
Discrepancy-based Diffusion Models for Lesion Detection in Brain MRI Keqiang Fan Xiaohao Cai M. Niranjan MedIm DiffM 35 2 0 08 May 2024
Report on the AAPM Grand Challenge on deep generative modeling for learning medical image statistics Rucha Deshpande Varun A. Kelkar Dimitrios S. Gotsis Prabhat Kc Rongping Zeng Kyle J. Myers F. Brooks M. Anastasio MedIm 21 4 0 03 May 2024
NPB-REC: A Non-parametric Bayesian Deep-learning Approach for Undersampled MRI Reconstruction with Uncertainty Estimation Samah Khawaled Moti Freiman UQCV 29 3 0 06 Apr 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 37 21 0 22 Jan 2024
CycleGAN Models for MRI Image Translation Cassandra Czobit Reza Samavi MedIm 13 2 0 28 Dec 2023
Simulation of acquisition shifts in T2 Flair MR images to stress test AI segmentation networks Christian Posselt Mehmet Yigit Avci Mehmet Yigitsoy Patrick Schünke Christoph Kolbitsch Tobias Schäffter Stefanie Remmele OOD 18 0 0 03 Nov 2023
Medical Image Segmentation with Domain Adaptation: A Survey Yuemeng Li Yong-Xian Fan OOD 21 3 0 03 Nov 2023
Adaptive Input-image Normalization for Solving the Mode Collapse Problem in GAN-based X-ray Images Muhammad Muneeb Saad M. H. Rehmani Ruairi O'Reilly MedIm GAN 24 1 0 21 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 23 7 0 19 Sep 2023
CosSIF: Cosine similarity-based image filtering to overcome low inter-class variation in synthetic medical image datasets Mominul Islam H. Zunair Nabeel Mohammed MedIm 23 10 0 25 Jul 2023
VesselVAE: Recursive Variational Autoencoders for 3D Blood Vessel Synthesis Paula Feldman Miguel Fainstein Viviana Siless C. Delrieux Emmanuel Iarussi MedIm 34 3 0 07 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
DermSynth3D: Synthesis of in-the-wild Annotated Dermatology Images Ashish Sinha J. Kawahara Arezou Pakzad Kumar Abhishek Matthieu Ruthven Enjie Ghorbel Anis Kacem Djamila Aouada Ghassan Hamarneh MedIm DiffM 17 3 0 22 May 2023
Learning Stochastic Dynamical System via Flow Map Operator Yuán Chen D. Xiu AI4CE 19 15 0 05 May 2023
Towards Realistic Ultrasound Fetal Brain Imaging Synthesis Michelle Iskandar Harvey Mannering Zhanxiang Sun Jacqueline Matthew H. Kerdegari L. Pereira Miguel P. Xochicale MedIm 29 8 0 08 Apr 2023
Diffusion map particle systems for generative modeling Fengyi Li Youssef Marzouk DiffM 13 4 0 01 Apr 2023
Bi-parametric prostate MR image synthesis using pathology and sequence-conditioned stable diffusion Shaheer U. Saeed Tom Syer Wen Yan Qianye Yang M. Emberton S. Punwani Matthew J. Clarkson D. Barratt Yipeng Hu DiffM MedIm 8 9 0 03 Mar 2023
A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuning Jin Zhu Guang Yang Pietro Lio' ViT MedIm 29 5 0 22 Feb 2023
This Intestine Does Not Exist: Multiscale Residual Variational Autoencoder for Realistic Wireless Capsule Endoscopy Image Generation Dimitrios E. Diamantis Panagiota Gatoula Anastasios Koulaouzidis D. Iakovidis MedIm 33 5 0 04 Feb 2023
Leveraging Contaminated Datasets to Learn Clean-Data Distribution with Purified Generative Adversarial Networks Bowen Tian Qinliang Su Jianxing Yu 23 1 0 03 Feb 2023
Extracting Training Data from Diffusion Models Nicholas Carlini Jamie Hayes Milad Nasr Matthew Jagielski Vikash Sehwag Florian Tramèr Borja Balle Daphne Ippolito Eric Wallace DiffM 63 569 0 30 Jan 2023
Pneumonia Detection in Chest X-Ray Images : Handling Class Imbalance Wardah Ali Eesha Qureshi Omama Ahmed Farooqi Rizwan Ahmed Khan 10 5 0 20 Jan 2023
Diffusion Models for Medical Image Analysis: A Comprehensive Survey A. Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz I. Hacihaliloglu Dorit Merhof DiffM MedIm 37 354 0 14 Nov 2022
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images Serban Stan Mohammad Rostami OOD 28 10 0 02 Nov 2022
Federated Learning for Tabular Data: Exploring Potential Risk to Privacy Han Wu Zilong Zhao L. Chen Aad van Moorsel FedML 15 7 0 13 Oct 2022
3D Brain and Heart Volume Generative Models: A Survey Yanbin Liu Girish Dwivedi F. Boussaïd Bennamoun MedIm AI4CE 21 6 0 12 Oct 2022
Recent trends and analysis of Generative Adversarial Networks in Cervical Cancer Imaging Tamanna Sood MedIm 6 0 0 23 Sep 2022
Modern Machine Learning Tools for Monitoring and Control of Industrial Processes: A Survey R. Bhushan Gopaluni Aditya Tulsyan Benoît Chachuat Biao Huang J. M. Lee Faraz Amjad S. Damarla Jong Woo Kim Nathan P. Lawrence AI4CE 11 38 0 22 Sep 2022
An Overview on the Generation and Detection of Synthetic and Manipulated Satellite Images Lydia Abady E. D. Cannas Paolo Bestagini B. Tondi Stefano Tubaro Mauro Barni 30 14 0 19 Sep 2022
Variational Autoencoder Kernel Interpretation and Selection for Classification Fábio Mendonça S. Mostafa F. M. Dias A. Ravelo-García DRL 14 0 0 10 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
Interpreting Latent Spaces of Generative Models for Medical Images using Unsupervised Methods Julian Schon Raghavendra Selvan Jens Petersen MedIm 18 4 0 20 Jul 2022
FakeNews: GAN-based generation of realistic 3D volumetric data -- A systematic review and taxonomy André Ferreira Jianning Li Kelsey L. Pomykala Jens Kleesiek Victor Alves Jan Egger MedIm 23 22 0 04 Jul 2022
Empirical Study of Quality Image Assessment for Synthesis of Fetal Head Ultrasound Imaging with DCGANs Thea Bautista Jacqueline Matthew H. Kerdegari L. Pereira Miguel P. Xochicale 11 2 0 01 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 31 82 0 01 Jun 2022
Application of DatasetGAN in medical imaging: preliminary studies Zong Fan Varun A. Kelkar M. Anastasio Hua Li MedIm 17 5 0 27 Feb 2022
A Survey on Training Challenges in Generative Adversarial Networks for Biomedical Image Analysis Muhammad Muneeb Saad Ruairi O'Reilly M. H. Rehmani MedIm 38 35 0 19 Jan 2022
Improving COVID-19 CXR Detection with Synthetic Data Augmentation Daniel Schaudt C. Kloth Christian Spaete Andreas Hinteregger Meinrad Beer R. Schwerin MedIm 20 5 0 14 Dec 2021
Data Augmentation For Medical MR Image Using Generative Adversarial Networks Panjian Huang Xu Liu Yongzhen Huang OOD MedIm 17 10 0 29 Nov 2021
A Method for Evaluating Deep Generative Models of Images via Assessing the Reproduction of High-order Spatial Context Rucha Deshpande M. Anastasio F. Brooks MedIm 31 2 0 24 Nov 2021