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AID-DTI: fast and high-fidelity diffusion tensor imaging with detail-preserving model-based deep learning

Author:Wenxin Fan  Cheng Li  jing yang  Juan Zou  Hairong Zheng  Shanshan Wang  

Session Type:Oral  

Session Date:Thursday, 09 May 2024  

Session Name:Diffusion: Artificial Intelligence & Machine Learning  

Program Number:1141  

Room Session:Nicoll 1  

Institution:Paul C Lauterbur Research Center for Biomedical Imaging, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences  School of Physics and Optoelectronics, Xiangtan University  Shenzhen Institute of Advanced Technology, Chinese Academy of Scie  

A Contrastive Learning for Accelerating Diffusion Tensor Imaging with High Adaptability to Diffusion Gradient Schemes

Author:Siyun Jung  Jae-Yoon Kim  Dong-Hyun Kim  

Session Type:Oral  

Session Date:Thursday, 09 May 2024  

Session Name:Diffusion: Artificial Intelligence & Machine Learning  

Program Number:1142  

Room Session:Nicoll 1  

Institution:Yonsei University  

Diffusion MRI-based Estimation of Cortical Architecture via Machine Learning (DECAM) enhanced by cortical label vectors

Author:Tianjia Zhu  Minhui Ouyang  Xuan Liu  Risheng Liu  Hao Huang  

Session Type:Oral  

Session Date:Thursday, 09 May 2024  

Session Name:Diffusion: Artificial Intelligence & Machine Learning  

Program Number:1140  

Room Session:Nicoll 1  

Institution:Children's Hospital of Philadelphia  Dalian University of Technology  University of Pennsylvania  

Estimating microscopy-informed fibre orientations from in-vivo dMRI using a domain adaptation adversarial network

Author:Silei Zhu  Nicola Dinsdale  Saad Jbabdi  Karla Miller*  Amy Howard*  

Session Type:Oral  

Session Date:Thursday, 09 May 2024  

Session Name:Diffusion: Artificial Intelligence & Machine Learning  

Program Number:1134  

Room Session:Nicoll 1  

Institution:University of Oxford  

gNET: gSlider Self-Supervised Neural Network for Accelerated Reconstruction of Super-resolution Diffusion MRI

Author:Caique de Oliveira Kobayashi  Yohan Jun  Jaejin Cho  Xiaoqing Wang  Zihan Li  Qiyuan Tian  Berkin Bilgic  

Session Type:Oral  

Session Date:Thursday, 09 May 2024  

Session Name:Diffusion: Artificial Intelligence & Machine Learning  

Program Number:1136  

Room Session:Nicoll 1  

Institution:Athinoula A. Martinos Center for Biomedical Imaging  Boston Children’s Hospital  Tsinghua University  Harvard Medical School  Escola Politécnica da USP  Harvard/MIT Health Sciences and Technology  Technical University of Munich  

Hierarchical-µGUIDE: fast and robust Bayesian hierarchical modelling using deep learning simulation-based inference

Author:Louis Rouillard  Demian Wassermann  Marco Palombo  Maëliss Jallais  

Session Type:Oral  

Session Date:Thursday, 09 May 2024  

Session Name:Diffusion: Artificial Intelligence & Machine Learning  

Program Number:1135  

Room Session:Nicoll 1  

Institution:CUBRIC - Cardiff University  MIND team - Inria  

Introduction

Author:Daniel Alexander  

Session Type:Oral  

Session Date:Thursday, 09 May 2024  

Session Name:Diffusion: Artificial Intelligence & Machine Learning  

Program Number:

Room Session:Nicoll 1  

Institution:University College London  

    Neighborhood-attention models for incorporating spatial information in deep learning parameter estimation applied to IVIM

    Author:Misha Kaandorp  Frank Zijlstra  Davood Karimi  Ali Gholipour  Peter While  

    Session Type:Oral  

    Session Date:Thursday, 09 May 2024  

    Session Name:Diffusion: Artificial Intelligence & Machine Learning  

    Program Number:1139  

    Room Session:Nicoll 1  

    Institution:Boston Children’s Hospital, Harvard Medical School  St. Olav’s University Hospital  NTNU – Norwegian University of Science and Technology  

    Spatio-Angular Noise2Noise for Self-Supervised Denoising of Diffusion MRI Data

    Author:Haotian Jiang  Shu Zhang  Xuyun Wen  Hui Cui  Jun Lu  Islem Rekik  Jiquan Ma*  Geng Chen*  

    Session Type:Oral  

    Session Date:Thursday, 09 May 2024  

    Session Name:Diffusion: Artificial Intelligence & Machine Learning  

    Program Number:1137  

    Room Session:Nicoll 1  

    Institution:La Trobe University  lmperial College London  Nanjing University of Aeronautics and Astronautics  Northwestern Polytechnical University  Heilongjiang University  

    Unsupervised deep learning for denoising diffusion-weighted images with noise-correction loss functions

    Author:Yunwei Chen  Zhicheng Zhang  Yanqiu Feng  Xinyuan Zhang  

    Session Type:Oral  

    Session Date:Thursday, 09 May 2024  

    Session Name:Diffusion: Artificial Intelligence & Machine Learning  

    Program Number:1138  

    Room Session:Nicoll 1  

    Institution:JancsiLab, JancsiTech  Southern Medical University