Predicting brain age with deep learning from raw imaging data results in a reliable and heritable biomarker

8 December 2016

James H. Cole

Rudra P. K. Poudel

Dimosthenis Tsagkrasoulis

Papers citing "Predicting brain age with deep learning from raw imaging data results in a reliable and heritable biomarker"

50 / 78 papers shown

Title
Efficient and robust 3D blind harmonization for large domain gaps Hwihun Jeong Hayeon Lee S. Chun Jongho Lee 32 0 0 30 Apr 2025
Parsing altered brain connectivity in neurodevelopmental disorders by integrating graph-based normative modeling and deep generative networks Rui Sherry Shen Yusuf Osmanlıoğlu D. Parker Darien Aunapu Benjamin E. Yerys Birkan Tunç R. Verma MedIm 16 0 0 14 Oct 2024
VoxelPrompt: A Vision-Language Agent for Grounded Medical Image Analysis Andrew Hoopes V. Butoi John Guttag Adrian V. Dalca MedIm LM&MA 35 1 0 10 Oct 2024
MRI Volume-Based Robust Brain Age Estimation Using Weight-Shared Spatial Attention in 3D CNNs Vamshi Krishna Kancharla Neelam Sinha OOD 25 0 0 09 Jul 2024
Brain Age Estimation with a Greedy Dual-Stream Model for Limited Datasets Iman Kianian H. Sajedi 29 4 0 05 Jul 2024
SynthBA: Reliable Brain Age Estimation Across Multiple MRI Sequences and Resolutions Lemuel Puglisi Alessia Rondinella Linda De Meo Francesco Guarnera Sebastiano Battiato Daniele Ravi 36 1 0 01 Jun 2024
IGUANe: a 3D generalizable CycleGAN for multicenter harmonization of brain MR images Vincent Roca Grégory Kuchcinski J. Pruvo Dorian Manouvriez Renaud Lopes MedIm 29 4 0 05 Feb 2024
A deformation-based morphometry framework for disentangling Alzheimer's disease from normal aging using learned normal aging templates Jingru Fu Daniel Ferreira Orjan Smedby R. Moreno MedIm 27 1 0 14 Nov 2023
Ordinal Classification with Distance Regularization for Robust Brain Age Prediction Jay Shah M. R. Siddiquee Yi Su Teresa Wu Baoxin Li OOD 24 2 0 25 Oct 2023
A voxel-level approach to brain age prediction: A method to assess regional brain aging Neha Gianchandani Mahsa Dibaji Johanna Ospel Fernando Vega Higuera Mariana P. Bento M. E. MacDonald Roberto Souza 16 2 0 17 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
A Comparative Study of Population-Graph Construction Methods and Graph Neural Networks for Brain Age Regression Kyriaki-Margarita Bintsi Tamara T. Mueller Sophie Starck V. Baltatzis A. Hammers Daniel Rueckert 17 2 0 26 Sep 2023
Brain Age Revisited: Investigating the State vs. Trait Hypotheses of EEG-derived Brain-Age Dynamics with Deep Learning Lukas A. W. Gemein R. Schirrmeister Joschka Boedecker Tonio Ball 18 4 0 22 Sep 2023
Analysing race and sex bias in brain age prediction Carolina Piçarra Ben Glocker 26 9 0 19 Sep 2023
Does pre-training on brain-related tasks results in better deep-learning-based brain age biomarkers? Bruno Machado Pacheco Victor Hugo Rocha de Oliveira Augusto Antunes Saulo D. S. Pedro Danilo Silva AI4CE 19 1 0 11 Jul 2023
Multimodal brain age estimation using interpretable adaptive population-graph learning Kyriaki-Margarita Bintsi V. Baltatzis Rolandos Alexandros Potamias A. Hammers Daniel Rueckert 27 7 0 10 Jul 2023
Prototype Learning for Explainable Brain Age Prediction L. Hesse Nicola K. Dinsdale Ana I. L. Namburete MedIm 31 0 0 16 Jun 2023
Robust Brain Age Estimation via Regression Models and MRI-derived Features Mansoor Ahmed Usama Sardar Sarwan Ali Shafiq Alam Murray Patterson Imdadullah Khan OOD 16 1 0 08 Jun 2023
Brain Structure Ages -- A new biomarker for multi-disease classification H. Nguyen Michael Clement Boris Mansencal Pierrick Coupé 15 12 0 13 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
Challenges facing the explainability of age prediction models: case study for two modalities Mikolaj Spytek Weronika Hryniewska-Guzik J. Żygierewicz Jacek Rogala P. Biecek 29 1 0 12 Mar 2023
How Reliable is Your Regression Model's Uncertainty Under Real-World Distribution Shifts? Fredrik K. Gustafsson Martin Danelljan Thomas B. Schon OOD UQCV 44 12 0 07 Feb 2023
Promises and pitfalls of deep neural networks in neuroimaging-based psychiatric research Fabian Eitel Marc-Andre Schulz Moritz Seiler Henrik Walter K. Ritter AI4CE 19 42 0 20 Jan 2023
Deep Learning for Brain Age Estimation: A Systematic Review Md. Iftekhar Tanveer M. A. Ganaie I. Beheshti Tripti Goel Nehal Ahmad Kuan-Ting Lai Kaizhu Huang Yudong Zhang Javier Del Ser Chin-Teng Lin 38 86 0 07 Dec 2022
Contrastive learning for regression in multi-site brain age prediction C. Barbano Benoit Dufumier Edouard Duchesnay Marco Grangetto Pietro Gori 30 14 0 14 Nov 2022
Efficient brain age prediction from 3D MRI volumes using 2D projections Johan Jönemo Muhammad Usman Akbar Robin Kämpe J. P. Hamilton Anders Eklund 27 5 0 10 Nov 2022
Estimating Brain Age with Global and Local Dependencies Yanwu Yang Xutao Guo Zhikai Chang Chenfei Ye Yang Xiang Haiyan Lv Ting Ma 19 0 0 19 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 107 287 0 15 Sep 2022
XADLiME: eXplainable Alzheimer's Disease Likelihood Map Estimation via Clinically-guided Prototype Learning A. Mulyadi Wonsik Jung Kwanseok Oh Jee Seok Yoon Heung-Il Suk MedIm 22 2 0 27 Jul 2022
Assessing the Performance of Automated Prediction and Ranking of Patient Age from Chest X-rays Against Clinicians Matthew S. Macpherson K. Muthuswamy A. Amlani C. Hutchinson Vicky Goh Giovanni Montana 11 0 0 04 Jul 2022
Machine Learning-based Biological Ageing Estimation Technologies: A Survey Zhao Zhang Richard M. Jiang Danny Crookes Paul L. Chazot 11 0 0 25 Jun 2022
Secure & Private Federated Neuroimaging Dimitris Stripelis Umang Gupta Hamza Saleem Nikhil J. Dhinagar Tanmay Ghai ... Greg Ver Steeg Srivatsan Ravi Muhammad Naveed Paul M. Thompson J. Ambite FedML OOD 32 2 0 11 May 2022
Deep Relation Learning for Regression and Its Application to Brain Age Estimation Sheng He Yanfang Feng P. E. Grant Yangming Ou 3DH 38 30 0 13 Apr 2022
Improving the repeatability of deep learning models with Monte Carlo dropout A. Lemay K. Hoebel Christopher P. Bridge B. Befano Silvia De Sanjosé Diden Egemen A. Rodriguez M. Schiffman John Peter Campbell Jayashree Kalpathy-Cramer OOD 23 45 0 15 Feb 2022
Brain Structural Saliency Over The Ages Daniel Taylor Jonathan Shock Deshendran Moodley J. Ipser M. Treder FAtt 16 1 0 12 Jan 2022
Infant Brain Age Classification: 2D CNN Outperforms 3D CNN in Small Dataset M. Shabanian Markus T. Wenzel J. DeVincenzo 16 3 0 27 Dec 2021
Predição da Idade Cerebral a partir de Imagens de Ressonância Magnética utilizando Redes Neurais Convolucionais V. R. Oliveira Augusto Antunes A. Soares Arthur D. Reys Robson Z. Júnior Saulo D. S. Pedro Danilo Silva MedIm 9 0 0 23 Dec 2021
Ten years of image analysis and machine learning competitions in dementia Esther E. Bron S. Klein Annika Reinke J. Papma Lena Maier-Hein Daniel C. Alexander N. Oxtoby OOD 27 15 0 15 Dec 2021
Fetal MRI by robust deep generative prior reconstruction and diffeomorphic registration: application to gestational age prediction Lucilio Cordero-Grande Juan Enrique Ortuño Fisac A. Uus Maria Deprez Andrés Santos Joseph V. Hajnal María J. Ledesma-Carbayo 3DH MedIm 16 0 0 29 Oct 2021
Disentangling Alzheimer's disease neurodegeneration from typical brain aging using machine learning Gyujoon Hwang Ahmed Abdulkadir G. Erus Mohamad Habes Raymond Pomponio ... Nick Bryan Susan M. Resnick I. Nasrallah Christos Davatzikos David A. Wolk 12 0 0 08 Sep 2021
Global-Local Transformer for Brain Age Estimation Sheng He P. E. Grant Yangming Ou ViT MedIm 25 105 0 03 Sep 2021
Secure Neuroimaging Analysis using Federated Learning with Homomorphic Encryption Dimitris Stripelis Hamza Saleem Tanmay Ghai Nikhil J. Dhinagar Umang Gupta ... Greg Ver Steeg Srivatsan Ravi Muhammad Naveed Paul M. Thompson J. Ambite FedML 46 53 0 07 Aug 2021
An Uncertainty-Aware, Shareable and Transparent Neural Network Architecture for Brain-Age Modeling Tim Hahn J. Ernsting N. Winter V. Holstein Ramona Leenings ... Benjamin Risse Christian Gaser James H. Cole U. Dannlowski Klaus Berger OOD 17 23 0 16 Jul 2021
Brain Age Estimation From MRI Using Cascade Networks with Ranking Loss Jian Cheng Ziyang Liu Hao Guan Zhenzhou Wu Haogang Zhu Jiyang Jiang W. Wen Dacheng Tao Tao Liu 24 57 0 06 Jun 2021
Benchmarking CNN on 3D Anatomical Brain MRI: Architectures, Data Augmentation and Deep Ensemble Learning Benoit Dufumier Pietro Gori Ilaria Battaglia J. Victor Antoine Grigis Edouard Duchesnay 3DV 33 16 0 02 Jun 2021
Membership Inference Attacks on Deep Regression Models for Neuroimaging Umang Gupta Dmitris Stripelis Pradeep Lam Paul M. Thompson J. Ambite Greg Ver Steeg MIACV FedML 29 32 0 06 May 2021
Predicting brain-age from raw T 1 -weighted Magnetic Resonance Imaging data using 3D Convolutional Neural Networks L. Fisch J. Ernsting N. Winter V. Holstein Ramona Leenings ... T. Kircher Benjamin Risse U. Dannlowski Klaus Berger Tim Hahn MedIm 35 12 0 22 Mar 2021
Scaling Neuroscience Research using Federated Learning Dimitris Stripelis J. Ambite Pradeep Lam Paul M. Thompson FedML 50 28 0 16 Feb 2021
Improved Brain Age Estimation with Slice-based Set Networks Umang Gupta Pradeep Lam Greg Ver Steeg Paul M. Thompson MedIm 30 30 0 08 Feb 2021
Semi-Synchronous Federated Learning for Energy-Efficient Training and Accelerated Convergence in Cross-Silo Settings Dimitris Stripelis J. Ambite FedML 16 38 0 04 Feb 2021