Local Spatiotemporal Representation Learning for
Longitudinally-consistent Neuroimage Analysis

v1v2v3v4 (latest)

Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis

9 June 2022

Guido Gerig

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Papers citing "Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis"

12 / 12 papers shown

Title
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
Self-Supervised Alignment Learning for Medical Image Segmentation Haofeng Li Yiming Ouyang Xiang Wan 93 2 0 22 Jun 2024
LaTiM: Longitudinal representation learning in continuous-time models to predict disease progression Rachid Zeghlache Pierre-Henri Conze Mostafa EL HABIB DAHO Yi-Hsuan Li Hugo Le Boité ... B. Cochener Alireza Rezaei Ikram Brahim G. Quellec M. Lamard 42 0 0 10 Apr 2024
Spatiotemporal Representation Learning for Short and Long Medical Image Time Series Chengzhi Shen Fernando Navarro Hrvoje Bogunović U. Schmidt-Erfurth H. Scholl S. Sivaprasad A. Lotery Daniel Rueckert Paul Hager Robbie Holland 70 2 0 12 Mar 2024
Longitudinal Self-supervised Learning Using Neural Ordinary Differential Equation Rachid Zeghlache Pierre-Henri Conze Mostafa EL HABIB DAHO Yi-Hsuan Li Hugo Le Boité ... Pascale Massin B. Cochener Ikram Brahim G. Quellec M. Lamard 78 4 0 16 Oct 2023
Consistency Regularization Improves Placenta Segmentation in Fetal EPI MRI Time Series Yingcheng Liu Neerav Karani Neel Dey S. M. Abulnaga Junshen Xu P. E. Grant Esra Abaci Turk Polina Golland 62 0 0 05 Oct 2023
Keypoint-Augmented Self-Supervised Learning for Medical Image Segmentation with Limited Annotation Zhangsihao Yang Mengwei Ren Kaize Ding Guido Gerig Yalin Wang SSL 67 5 0 02 Oct 2023
Dual Meta-Learning with Longitudinally Generalized Regularization for One-Shot Brain Tissue Segmentation Across the Human Lifespan Yongheng Sun Fan Wang Jun Shu Haifeng Wang Li Meng C. Lian 62 2 0 13 Aug 2023
Sequential Multi-Dimensional Self-Supervised Learning for Clinical Time Series Aniruddh Raghu P. Chandak Ridwan Alam John Guttag Collin M. Stultz AI4TS 73 13 0 20 Jul 2023
Regional Deep Atrophy: a Self-Supervised Learning Method to Automatically Identify Regions Associated With Alzheimer's Disease Progression From Longitudinal MRI M. Dong L. Xie Sandhitsu R. Das Jiancong Wang L. Wisse Robin DeFlores David A. Wolk Paul Yushkevich 49 1 0 10 Apr 2023
Learning to Compare Longitudinal Images Heejong Kim M. Sabuncu 106 8 0 05 Apr 2023
ContraReg: Contrastive Learning of Multi-modality Unsupervised Deformable Image Registration Neel Dey Jo Schlemper S. Salehi Bo Zhou Guido Gerig M. Sofka MedIm 98 17 0 27 Jun 2022