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Classification of Alzheimer's Disease Based on Amyloid-PET using Random Forest Ensemble

Author:Yiwen Bao  Patrick Ka-Chun Chiu  Yat-Fung Shea  Joseph SK Kwan  Felix Hon Wai Chan  Henry Ka-Fung Mak  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3498  

Room Session:Concurrent 6  

Institution:Imperial College London  Queen Mary Hospital  University of Hong Kong  

A Comparative and Summative Study of Radiomics-Based Overall Survival Prediction in Glioblastoma Patients

Author:Zhuoying Ruan  Nan Mei  Yiping Lu  Ji Xiong  Xuanxuan Li  Yajing Zhao  Pu-Yeh Wu  Li Liu  Bo Yin  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3496  

Room Session:Concurrent 6  

Institution:GE Healthcare, MR Research China  Huashan Hospital Fudan University  Shanghai Cancer Center, Fudan University  Shanghai Institute of Medical Imaging, Fudan University  

Deep Learning Identifies Neuroimaging Signatures of Alzheimer's Disease Using Structural and Artificial Functional MRI Data

Author:Nanyan Zhu  Chen Liu  Sabrina Gjerswold-Selleck  Xinyang Feng  Dipika Sikka  Scott Small  Jia Guo  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3487  

Room Session:Concurrent 6  

Institution:Columbia University  

Deep learning-based Cerebral Microbleeds detection on quantitative susceptibility mapping(QSM) for Stroke Cohort

Author:Peng Xia  Zuojun Wang  Han Yu  Fan Huang  Henry MAK  Edward Hui  Peng Cao  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3491  

Room Session:Concurrent 6  

Institution:The Hong Kong Polytechnic University  The University of Hong Kong  

DL-BET - A deep learning based tool for automatic brain extraction from structural magnetic resonance images in mice.

Author:Sabrina Gjerswold-Selleck  Nanyan Zhu  Haoran Sun  Dipika Sikka  Jie Shi  Chen Liu  Tal Nuriel  Scott Small  Jia Guo  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3486  

Room Session:Concurrent 6  

Institution:Columbia University  

Establishment of the automated diagnostic system using MR imaging for patients with progressive supranuclear palsy based on in vivo tau imaging

Author:Hironobu Endo  Yuhei Takado  Kenji Tagai  Matsuoka Kiwamu  Manabu Kubota  Yasunori Sano  Keisuke Takahata  Maiko Ono  Chie Seki  Hideki Matsumoto  Oya Masaki  Yoko Ikoma  Kazunori Kawamura  Ming-rong Zhang  Hitoshi Shinotoh  Kenichi Oishi  Susumu Mori  Takahiko Tokuda  Hitoshi Shimada  Makoto Higuchi  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3500  

Room Session:Concurrent 6  

Institution:Johns Hopkins University School of Medicine  Kyoto University Graduate School of Medicine  National Institute of Radiological Sciences, National Institutes for Quantum and Radiological Science and Technology  Neurology Clinic Chiba  Tokyo Dental College  

Image-to-image translation of 3T to 7T MRI using Generative Adversarial Networks: A step towards longitudinal harmonization

Author:Eduardo Diniz  Karim Helmet  Tales Santini  Howard Eizenstein  Tamer Ibrahim  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3484  

Room Session:Concurrent 6  

Institution:University of Pittsburgh  

Improved Automated Hippocampus Segmentation using Deep Neural Networks

Author:Maximilian Sackl  Alina Dima  Christian Payer  Darko Štern  Reinhold Schmidt  Stefan Ropele  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3492  

Room Session:Concurrent 6  

Institution:Graz University of Technology  Medical University of Graz  

Improved Segmentation of MR Brain Images by Integrating Bayesian and Deep Learning-Based Classification

Author:Ruihao Liu  Ziyu Meng  Wenli Li  Yao Li  Yiping Du  Zhi-Pei Liang  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3489  

Room Session:Concurrent 6  

Institution:Shanghai Jiao Tong University  University of Illinois at Urbana-Champaign  

Improving the generalizability of convolutional neural networks for T2-lesion segmentation of gliomas in the post-treatment setting

Author:Jacob Ellison  Francesco Caliva  Pablo Damasceno  Tracy Luks  Marisa LaFontaine  Julia Cluceru  Anil Kemisetti  Yan Li  Valentina Pedoia  Javier Villanueva-Meyer  Janine Lupo  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3495  

Room Session:Concurrent 6  

Institution:UCSF  

Increasing Feature Sparsity in Alzheimer's Disease Classification with Relevance-Guided Deep Learning

Author:Christian Tinauer  Stefan Heber  Lukas Pirpamer  Anna Damulina  Reinhold Schmidt  Stefan Ropele  Christian Langkammer  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3499  

Room Session:Concurrent 6  

Institution:Medical University of Graz  

Learning 4D Probabilistic Atlas of Fetal Brain with Multi-channel Registration Network

Author:Yuchen Pei  Fenqiang Zhao  Liangjun Chen  Zhengwang Wu  Tao Zhong  Ya Wang  Li Wang  He Zhang  Gang Li  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3481  

Room Session:Concurrent 6  

Institution:Department of Radiology and BRIC, University of North Carolina at Chapel Hill, USA  Department of Radiology, Obstetrics and Gynecology Hospital, Fudan University, Shanghai, China  

Mapping transient coactivity patterns of brain in latent space with variational autoencoder neural network

Author:Kaiming Li  Xiaoping Hu  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3497  

Room Session:Concurrent 6  

Institution:UC Riverside  

MRI based IDH and grade prediction using convolutional neural networks

Author:Sumeet Shinde  Abhilasha Indoria  Jitender Saini  Manish Beniwal  Vani Santosh  Madhura Ingalhalikar  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3483  

Room Session:Concurrent 6  

Institution:National Institute of Mental Health and Neurosciences  Symbiosis international university  

Preoperative MR Radiomics and ADC Value for Prediction of Progression and Recurrence in Meningiomas

Author:Ching-Chung Ko  Yang Zhang  Jeon-Hor Chen  Min-Ying Su  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3488  

Room Session:Concurrent 6  

Institution:Chi Mei Medical Center  University of California, Irvine  Chia Nan University of Pharmacy and Science  E-Da Hospital and I-Shou University  

Preoperative MR Radiomics for Prediction of Progression and Recurrence in Non-functional Pituitary Macroadenomas

Author:Ching-Chung Ko  Yang Zhang  Jeon-Hor Chen  Min-Ying Su  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3494  

Room Session:Concurrent 6  

Institution:Chi Mei Medical Center  University of California, Irvine  Chia Nan University of Pharmacy and Science  E-Da Hospital and I-Shou University  

Self-Supervised Transfer Learning for Infant Cerebellum Segmentation with Multi-Domain MRIs

Author:Yue Sun  Kun Gao  Shihui Ying  Weili Lin  Gang Li  Sijie Niu  Mingxia Liu  Li Wang  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3482  

Room Session:Concurrent 6  

Institution:UNC at Chapel Hill  

A semi-supervised level-set loss for white matter hyperintensities segmentation on FLAIR without manual labels

Author:Fan Huang  Peng Xia  Varut Vardhanabhuti  Edward Sai-Kam Hui  Gary Kui-Kai Lau  Henry Ka-Fung Mak  Peng Cao  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3493  

Room Session:Concurrent 6  

Institution:The Hong Kong Polytechnic University  The University of Hong Kong  

Simulation of brain deficits on MRI: A novel approach of 'ground truth' generation for machine learning

Author:Kattie Sepehri  Xiaowei Song  Ryan Proulx  Sujoy Hajra  Brennen Dobberthien  Careesa Liu  Ryan D'Arcy  Don Murray  Andra Krauze  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3490  

Room Session:Concurrent 6  

Institution:Baycrest Health Sciences Centre  BC Cancer  HealthTech Connex  National Research Council  Safe Software  Surrey Memorial Hospital  UBC  

White matter hyperintensity volumes and cognition: Assessment of a deep learning-based lesion detection and quantification algorithm on ADNI

Author:Lavanya Umapathy  Gloria Perez-Carillo  Blair Winegar  Srinivasan Vedantham  Maria Altbach  Ali Bilgin  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3485  

Room Session:Concurrent 6  

Institution:Mallinckrodt Institute of Radiology  University of Arizona  University of Utah