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Learning to synthesise the ageing brain without longitudinal data

4 December 2019

Tian Xia

A. Chartsias

Chengjia Wang

Sotirios A. Tsaftaris

OOD

MedIm

ArXiv (abs)PDF HTML Github (29★)

Papers citing "Learning to synthesise the ageing brain without longitudinal data"

26 / 26 papers shown

Title
MambaControl: Anatomy Graph-Enhanced Mamba ControlNet with Fourier Refinement for Diffusion-Based Disease Trajectory Prediction Hao Yang Tao Tan Shuai Tan Weiqin Yang Kunyan Cai Chong Chen Yue Sun Mamba AI4CE 57 0 0 15 May 2025
Shape Modeling of Longitudinal Medical Images: From Diffeomorphic Metric Mapping to Deep Learning Edwin Tay Nazli Tümer Amir A. Zadpoor MedIm 264 0 0 27 Mar 2025
Identity Preserving Latent Diffusion for Brain Aging Modeling Gexin Huang Zhangsihao Yang Yalin Wang Guido Gerig Mengwei Ren Xiaoxiao Li MedIm DiffM 152 0 0 11 Mar 2025
Synthesizing Individualized Aging Brains in Health and Disease with Generative Models and Parallel Transport Jingru Fu Yuqi Zheng Neel Dey D. Ferreira R. Moreno MedIm 76 0 0 28 Feb 2025
Extrapolating Prospective Glaucoma Fundus Images through Diffusion Model in Irregular Longitudinal Sequences Zhihao Zhao Junjie Yang Shahrooz Faghihroohi Yinzheng Zhao Daniel Zapp Kai-Qi Huang Nassir Navab M. A. Nasseri DiffM MedIm 102 1 0 28 Oct 2024
Addressing Asynchronicity in Clinical Multimodal Fusion via Individualized Chest X-ray Generation Wenfang Yao Chen Liu Kejing Yin W. K. Cheung Jing Qin 65 2 0 23 Oct 2024
NODER: Image Sequence Regression Based on Neural Ordinary Differential Equations Hao Bai Yi Hong 3DH MedIm 60 1 0 18 Jul 2024
Enhancing Spatiotemporal Disease Progression Models via Latent Diffusion and Prior Knowledge Lemuel Puglisi Daniel C. Alexander Daniele Ravi MedIm 56 12 0 06 May 2024
Benchmarking Counterfactual Image Generation Thomas Melistas Nikos Spyrou Nefeli Gkouti Pedro Sanchez Athanasios Vlontzos Yannis Panagakis G. Papanastasiou Sotirios A. Tsaftaris EGVM CML 134 11 0 29 Mar 2024
A Quantitatively Interpretable Model for Alzheimer's Disease Prediction Using Deep Counterfactuals Kwanseok Oh Da-Woon Heo A. Mulyadi Wonsik Jung Eunsong Kang Kun Ho Lee Heung-Il Suk 57 2 0 05 Oct 2023
A Lightweight Generative Model for Interpretable Subject-level Prediction C. Mauri Stefano Cerri Oula Puonti Mark Muhlau Koen van Leemput MedIm AI4CE 124 0 0 19 Jun 2023
Self-Supervised CSF Inpainting with Synthetic Atrophy for Improved Accuracy Validation of Cortical Surface Analyses Jiacheng Wang Kathleen E. Larson I. Oguz MedIm 84 0 0 10 Mar 2023
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy Mengyun Qiao Shuo Wang Huaqi Qiu A. de Marvao D. O’Regan Daniel Rueckert Wenjia Bai MedIm 78 14 0 30 Jan 2023
Temporally Adjustable Longitudinal Fluid-Attenuated Inversion Recovery MRI Estimation / Synthesis for Multiple Sclerosis Jueqi Wang Derek Berger Erin L. Mazerolle O. Soufan J. Levman 97 1 0 09 Sep 2022
Lesion-Specific Prediction with Discriminator-Based Supervised Guided Attention Module Enabled GANs in Multiple Sclerosis Jueqi Wang Derek Berger Erin L. Mazerolle J. Delamer J. Levman MedIm 107 0 0 30 Aug 2022
Deep Structural Causal Shape Models Rajat Rasal Daniel Coelho De Castro Nick Pawlowski Ben Glocker 3DV MedIm 92 14 0 23 Aug 2022
Aging prediction using deep generative model toward the development of preventive medicine Hisaichi Shibata S. Hanaoka Y. Nomura Naoto Hayashi O. Abe MedIm 53 1 0 23 Aug 2022
A Deep Generative Model of Neonatal Cortical Surface Development Abdulah Fawaz Logan Z. J. Williams A. Edwards E. C. Robinson MedIm 43 3 0 15 Jun 2022
Applications of Generative Adversarial Networks in Neuroimaging and Clinical Neuroscience Rongguang Wang V. Bashyam Zhijian Yang Fanyang Yu Vasiliki Tassopoulou ... Dushyant Sahoo K. Nikita Ahmed Abdulkadir J. Wen Christos Davatzikos GAN MedIm AI4CE 75 50 0 14 Jun 2022
Causal Machine Learning for Healthcare and Precision Medicine Pedro Sanchez J. Voisey Tian Xia Hannah I. Watson Alison Q. OÑeil Sotirios A. Tsaftaris OOD CML 98 125 0 23 May 2022
A survey on GANs for computer vision: Recent research, analysis and taxonomy Guillermo Iglesias Edgar Talavera Alberto Díaz-Álvarez EGVM AI4TS 112 63 0 21 Mar 2022
Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification Tian Xia Pedro Sanchez C. Qin Sotirios A. Tsaftaris OOD MedIm 99 13 0 15 Mar 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 100 29 0 29 Nov 2021
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging Richard Osuala Kaisar Kushibar Lidia Garrucho Akis Linardos Zuzanna Szafranowska Stefan Klein Ben Glocker Oliver Díaz Karim Lekadir MedIm 104 45 0 20 Jul 2021
Deep Structural Causal Models for Tractable Counterfactual Inference Nick Pawlowski Daniel Coelho De Castro Ben Glocker CML MedIm 121 243 0 11 Jun 2020
Degenerative Adversarial NeuroImage Nets for Brain Scan Simulations: Application in Ageing and Dementia D. Ravì Stefano B. Blumberg S. Ingala F. Barkhof Daniel C. Alexander N. Oxtoby MedIm 97 33 0 03 Dec 2019