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Anisotropic Deep Learning Multi-planar Automatic Prostate Segmentation

Author:Tabea Riepe  Matin Hosseinzadeh  Patrick Brand  Henkjan Huisman  

Institution:Radboudumc  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3518  

Room Live Q&A Session:

Automated Quantification of Lung Cysts at 0.55T MRI with Image Synthesis from CT using Deep Learning

Author:Ipshita Bhattacharya  Marcus Chen  Joel Moss  Adrienne Campbell-Washburn  Hui Xue  

Institution:National Institutes of Health  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3513  

Room Live Q&A Session:

Automated Segmentation for Myocardial Tissue Phase Mapping Images using Deep Learning

Author:Daming Shen  Ashitha Pathrose  Justin Baraboo  Daniel Gordon  Michael Cuttica  James Carr  Michael Markl  Daniel Kim  

Institution:Northwestern University  Northwestern University Feinberg School of Medicine  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3522  

Room Live Q&A Session:

Automated segmentation of midbrain structures using convolutional neural network

Author:Weiwei Zhao  Fangfang Zhou  Yida Wang  Yang Song  Gaiying Li  Xu Yan  Yi Wang  Guang Yang  Jianqi Li  

Institution:Weill Medical College of Cornell University  Siemens Healthcare  Shanghai Key Laboratory of Magnetic Resonance, School of Physics and Electronic Science, East China Normal University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3515  

Room Live Q&A Session:

Automatic segmentation of dentate nuclei for microstructure assessment: application to temporal lobe epilepsy patients

Author:Marta Gaviraghi  Giovanni Savini  Gloria Castellazzi  Nicolò Rolandi  Simone Sacco  Egidio D’Angelo  Fulvia Palesi  Paolo Vitali  Claudia A.M. Gandini Wheeler-Kingshott  

Institution:IRCCS Mondino Foundation  University of California  University of Pavia  University College London  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3509  

Room Live Q&A Session:

A Cascaded 3D CNN Approach for Thalamic Nuclei Segmentation

Author:Lavanya Umapathy  Mahesh Bharath Keerthivasan  Natalie Zahr  Manojkumar Saranathan  

Institution:Stanford University  University of Arizona  Siemens Healthcare USA  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3508  

Room Live Q&A Session:

CNN-based segmentation of vessel lumen and wall in carotid arteries from T1-weighted MRI

Author:Lilli Kaufhold  Axel Krafft  Christoph Strecker  Markus Huellebrand  Ute Ludwig  Jürgen Hennig  Andreas Harloff  Anja Hennemuth  

Institution:Charité - Universitätsmedizin Berlin  Medical Center - University of Freiburg, Faculty of Medicine  Medical Center – University of Freiburg, Faculty of Medicine  Fraunhofer MEVIS  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3511  

Room Live Q&A Session:

A deep neural network with convolutional LSTM for brain tumor segmentation in multi-contrast volumetric MRI

Author:Namho Jeong  Byungjai Kim  Jongyeon Lee  HyunWook Park  

Institution:Korea Advanced Institute of Science and Technology  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3510  

Room Live Q&A Session:

Multi-Contrast Hippocampal Subfield Segmentation for Ultra-High Field 7T MRI Data using Deep Learning

Author:Daniel Lund  Mette Gade  Tina Jensen  Thomas Shaw  Maciej Plocharski  Lasse Østergaard  Steffen Bollmann  Markus Barth  

Institution:Aalborg University  University of Queensland  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3521  

Room Live Q&A Session:

Multi-scale Entity Encoder-decoder Network Learning for Stroke Lesion Segmentation

Author:Hao Yang  Kehan Qi  Xin Yu  Hairong Zheng  Shanshan Wang  

Institution:Case Western Reserve University  Shenzhen Inst. of Advanced Technology  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3514  

Room Live Q&A Session:

Multi-Task Learning: Segmentation as an auxiliary task for Survival Prediction of cancer using Deep Learning

Author:José Maria Moreira  João Santinha  Thomas Varsavsky  Carole Sudre  Jorge Cardoso  Mário Figueiredo  Nickolas Papanikolaou  

Institution:Champalimaud Center for the Unknown  Instituto Superior Técnico  King's College London  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3516  

Room Live Q&A Session:

Region of Interest Localization in Large 3D Medical Volumes by Deep Voting

Author:Marc Fischer  Tobias Hepp  Ulrich Plabst  Bin Yang  Mike Notohamiprodjo  Fritz Schick  

Institution:University Hospital Tübingen  University of Stuttgart  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3520  

Room Live Q&A Session:

Segmenting Brain Tumor Lesion from 3D FLAIR MR Images using Support Vector Machine approach

Author:Virendra Yadav  Neha Vats  Manish Awasthi  Dinil Sasi  Mamta Gupta  Rakesh Gupta  Sumeet Agarwal  Anup Singh  

Institution:Fortis Memorial Research Institute  Indian Institute of Technology  AIIMS  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3517  

Room Live Q&A Session:

Simulated CMR images can improve the performance and generalization capability of deep learning-based segmentation algorithms

Author:Yasmina Al Khalil  Sina Amirrajab  Cristian Lorenz  Jürgen Weese  Marcel Breeuwer  

Institution:Eindhoven University of Technology  Philips Research Laboratories  Philips Healthcare, MR R&D - Clinical Science  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3519  

Room Live Q&A Session:

Test-retest repeatability of convolutional neural networks in detecting prostate cancer regions on diffusion weighted imaging in 112 patients

Author:Amogh Hiremath  Rakesh Shiradkar  Harri Merisaari  Prateek Prasanna  Otta Ettala  Pekka Taimen  Hannu Aronen  Peter Boström  Ivan Jambor  Anant Madabhushi  

Institution:Department of Biomedical Engineering, Case Western Reserve University  Department of Diagnostic Radiology, University of Turku and Turku University Hospital  Department of Radiology, Icahn School of Medicine at Mount Sinai  Department of Urology, Universi  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3512  

Room Live Q&A Session: