Towards Cardiac MRI Foundation Models: Comprehensive Visual-Tabular Representations for Whole-Heart Assessment and Beyond

17 April 2025

Papers citing "Towards Cardiac MRI Foundation Models: Comprehensive Visual-Tabular Representations for Whole-Heart Assessment and Beyond"

27 / 27 papers shown

Title
Towards a vision foundation model for comprehensive assessment of Cardiac MRI Athira J. Jacob Indraneel Borgohain T. Chitiboi Puneet Sharma Dorin Comaniciu Daniel Rueckert MedIm 46 5 0 02 Oct 2024
Classification, Regression and Segmentation directly from k-Space in Cardiac MRI Ruochen Li Jiazhen Pan Youxiang Zhu Juncheng Ni Daniel Rueckert 59 2 0 29 Jul 2024
TIP: Tabular-Image Pre-training for Multimodal Classification with Incomplete Data Siyi Du Shaoming Zheng Yinsong Wang Wenjia Bai D. O’Regan Chen Qin LMTD 68 5 0 10 Jul 2024
Whole Heart 3D+T Representation Learning Through Sparse 2D Cardiac MR Images Yundi Zhang Chen Chen Suprosanna Shit Sophie Starck Daniel Rueckert Jiazhen Pan 93 2 0 01 Jun 2024
Direct Cardiac Segmentation from Undersampled K-space Using Transformers Yundi Zhang Nil Stolt Ansó Jiazhen Pan Wenqi Huang Kerstin Hammernik Daniel Rueckert MedIm 96 3 0 31 May 2024
MedVersa: A Generalist Foundation Model for Medical Image Interpretation Hong-Yu Zhou Subathra Adithan J. N. Acosta Suvrankar Datta E. Topol Pranav Rajpurkar MedIm 64 29 0 13 May 2024
Attention-aware non-rigid image registration for accelerated MR imaging Aya Ghoul Jiazhen Pan Andreas Lingg J. Kübler Patrick Krumm Kerstin Hammernik Daniel Rueckert S. Gatidis Thomas Kustner MedIm 56 7 0 26 Apr 2024
Interpretable Multimodal Learning for Cardiovascular Hemodynamics Assessment P. C. Tripathi Sina Tabakhi M. N. I. Suvon Lawrence Schob S. Alabed Andrew J Swift Shuo Zhou Haiping Lu 96 2 0 06 Apr 2024
A Generalizable Deep Learning System for Cardiac MRI R. Shad C. Zakka Dhamanpreet Kaur R. Fong R. Filice ... Victor Ferrari Euan A. Ashley Michael A. Acker Curt P. Langlotz W. Hiesinger MedIm 72 2 0 01 Dec 2023
Assessment of Deep Learning Segmentation for Real-Time Free-Breathing Cardiac Magnetic Resonance Imaging at Rest and Under Exercise Stress Martin Schilling C. Unterberg-Buchwald J. Lotz M. Uecker 38 5 0 23 Nov 2023
Towards Generalist Biomedical AI Tao Tu Shekoofeh Azizi Danny Driess M. Schaekermann Mohamed Amin ... Yossi Matias K. Singhal Peter R. Florence Alan Karthikesalingam Vivek Natarajan LM&MA MedIm AI4MH 84 268 0 26 Jul 2023
Multimodal Representation Learning of Cardiovascular Magnetic Resonance Imaging Jielin Qiu Peide Huang Makiya Nakashima Jae-Hyeok Lee Jiacheng Zhu ... Byung-Hak Kim Debbie Kwon Douglas Weber Ding Zhao David Chen SSL 57 5 0 16 Apr 2023
Best of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data Paul Hager Martin J. Menten Daniel Rueckert 57 55 0 24 Mar 2023
Reconstruction-driven motion estimation for motion-compensated MR CINE imaging Jiazhen Pan Wenqi Huang Daniel Rueckert Thomas Kustner Kerstin Hammernik 54 9 0 05 Feb 2023
Scaling Language-Image Pre-training via Masking Yanghao Li Haoqi Fan Ronghang Hu Christoph Feichtenhofer Kaiming He CLIP VLM 83 325 0 01 Dec 2022
Learning-based and unrolled motion-compensated reconstruction for cardiac MR CINE imaging Jiazhen Pan Daniel Rueckert Thomas Kustner Kerstin Hammernik 44 14 0 08 Sep 2022
MulViMotion: Shape-aware 3D Myocardial Motion Tracking from Multi-View Cardiac MRI Qingjie Meng C. Qin Wenjia Bai Tianrui Liu A. de Marvao D. O’Regan Daniel Rueckert 61 22 0 29 Jul 2022
Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation Lei Zhou Huidong Liu Joseph Bae Junjun He Dimitris Samaras Prateek Prasanna MedIm ViT 48 68 0 10 Mar 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 460 7,757 0 11 Nov 2021
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 112 687 0 05 Oct 2021
Joint Motion Correction and Super Resolution for Cardiac Segmentation via Latent Optimisation Shuo Wang C. Qin N. Savioli Chen Chen D. O’Regan S. Cook Yike Guo Daniel Rueckert Wenjia Bai MedIm 27 17 0 08 Jul 2021
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 369 18,778 0 13 Feb 2020
Deep learning for cardiac image segmentation: A review Chen Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 105 683 0 09 Nov 2019
Learning Shape Priors for Robust Cardiac MR Segmentation from Multi-view Images Chen Chen C. Biffi G. Tarroni S. Petersen Wenjia Bai Daniel Rueckert 52 53 0 23 Jul 2019
Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences C. Qin Wenjia Bai Jo Schlemper S. Petersen Stefan K. Piechnik S. Neubauer Daniel Rueckert MedIm 83 158 0 11 Jun 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 701 131,652 0 12 Jun 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015