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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

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

34 / 34 papers shown

Title
The Age-specific Alzheimer 's Disease Prediction with Characteristic Constraints in Nonuniform Time Span Xin Hong Kaifeng Huang 156 0 0 26 Nov 2025
Long-Term Alzheimers Disease Prediction: A Novel Image Generation Method Using Temporal Parameter Estimation with Normal Inverse Gamma Distribution on Uneven Time Series Xin Hong Xinze Sun Yinhao Li Yen-Wei Chen MedIm 316 0 0 26 Nov 2025
AD-DAE: Unsupervised Modeling of Longitudinal Alzheimer's Disease Progression with Diffusion Auto-Encoder Ayantika Das Arunima Sarkar Keerthi Ram M. Sivaprakasam DiffM MedIm 244 0 0 08 Nov 2025
Forecasting Future Anatomies: Longitudinal Brain Mri-to-Mri Prediction Ali Farki Elaheh Moradi Deepika Koundal Jussi Tohka MedIm 153 0 0 04 Nov 2025
Language-Enhanced Generative Modeling for Amyloid PET Synthesis from MRI and Blood Biomarkers Zhengjie Zhang Xiaoxie Mao Qihao Guo Shaoting Zhang Qi Huang Mu Zhou F. Xie M. Liu MedIm LM&MA 225 0 0 04 Nov 2025
Temporally-Aware Diffusion Model for Brain Progression Modelling with Bidirectional Temporal Regularisation Mattia Litrico Francesco Guarnera M. Giuffrida Daniele Ravi Sebastiano Battiato MedIm 184 0 0 03 Sep 2025
BrainPath: A Biologically-Informed AI Framework for Individualized Aging Brain Generation Yifan Li Javad Sohankar Ji Luo Jing Li Yi Su MedIm 96 0 0 21 Aug 2025
Evaluation of 3D Counterfactual Brain MRI Generation Pengwei Sun Wei Peng Lun Yu Li Yixin Wang K. Pohl DiffM MedIm 149 1 0 04 Aug 2025
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 115 1 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 416 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 241 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 220 2 0 28 Feb 2025
Extrapolating Prospective Glaucoma Fundus Images through Diffusion Model in Irregular Longitudinal SequencesIEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024 Zhihao Zhao Junjie Yang Shahrooz Faghihroohi Yinzheng Zhao Daniel Zapp Kai-Qi Huang Nassir Navab M. A. Nasseri DiffM MedIm 183 2 0 28 Oct 2024
Addressing Asynchronicity in Clinical Multimodal Fusion via Individualized Chest X-ray GenerationNeural Information Processing Systems (NeurIPS), 2024 Wenfang Yao Chen Liu Kejing Yin W. K. Cheung Jing Qin 157 4 0 23 Oct 2024
NODER: Image Sequence Regression Based on Neural Ordinary Differential Equations Hao Bai Yi Hong 3DH MedIm 127 6 0 18 Jul 2024
Enhancing Spatiotemporal Disease Progression Models via Latent Diffusion and Prior KnowledgeInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024 Lemuel Puglisi Daniel C. Alexander Daniele Ravi MedIm 155 26 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 482 17 0 29 Mar 2024
A Quantitatively Interpretable Model for Alzheimer's Disease Prediction Using Deep CounterfactualsNeuroImage (NeuroImage), 2023 Kwanseok Oh Da-Woon Heo A. Mulyadi Wonsik Jung Eunsong Kang Kun Ho Lee Heung-Il Suk 204 5 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 311 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 189 1 0 10 Mar 2023
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac AnatomyIEEE Transactions on Medical Imaging (TMI), 2023 Mengyun Qiao Shuo Wang Huaqi Qiu A. de Marvao D. O’Regan Daniel Rueckert Wenjia Bai MedIm 197 16 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 202 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 137 0 0 30 Aug 2022
Deep Structural Causal Shape Models Rajat Rasal Daniel Coelho De Castro Nick Pawlowski Ben Glocker 3DV MedIm 207 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 111 1 0 23 Aug 2022
A Deep Generative Model of Neonatal Cortical Surface DevelopmentAnnual Conference on Medical Image Understanding and Analysis (MIUA), 2022 Abdulah Fawaz Logan Z. J. Williams A. Edwards E. C. Robinson MedIm 130 3 0 15 Jun 2022
Applications of Generative Adversarial Networks in Neuroimaging and Clinical NeuroscienceNeuroImage (NeuroImage), 2022 Rongguang Wang V. Bashyam Zhijian Yang Fanyang Yu Vasiliki Tassopoulou ... Dushyant Sahoo K. Nikita Ahmed Abdulkadir J. Wen Christos Davatzikos GAN MedIm AI4CE 170 59 0 14 Jun 2022
Causal Machine Learning for Healthcare and Precision MedicineRoyal Society Open Science (RSOS), 2022 Pedro Sanchez J. Voisey Tian Xia Hannah I. Watson Alison Q. OÑeil Sotirios A. Tsaftaris OOD CML 283 171 0 23 May 2022
A survey on GANs for computer vision: Recent research, analysis and taxonomyComputer Science Review (CSR), 2022 Guillermo Iglesias Edgar Talavera Alberto Díaz-Álvarez EGVM AI4TS 259 85 0 21 Mar 2022
Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease ClassificationFrontiers in Radiology (Front. Radiol.), 2022 Tian Xia Pedro Sanchez C. Qin Sotirios A. Tsaftaris OOD MedIm 211 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 200 45 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 309 56 0 20 Jul 2021
Deep Structural Causal Models for Tractable Counterfactual InferenceNeural Information Processing Systems (NeurIPS), 2020 Nick Pawlowski Daniel Coelho De Castro Ben Glocker CML MedIm 322 284 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 302 51 0 03 Dec 2019