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Automatic Segmentation of Knee Cartilage and Menisci from MRI Data: Efficient Multiclass Solution Based on Deep Learning

Author:Egor Panfilov  Aleksei Tiulpin  Miika Nieminen  Simo Saarakkala  

Institution:Research unit of medical imaging, physics and technology, University of Oulu  Department of diagnostic radiology, Oulu University Hospital  

Session Type:Oral  

Session Date:Thursday, 16 May 2019  

Session Time:13:45  

Session Name:Machine Learning & Post-Processing in MSK  

Program Number:1137  

Presentation Time:14:09   

Room Number:Room 511BCEF  

Computer Number:

BoneMRI of the cervical spine: Deep learning-based radiodensity contrast generation for selective visualization of osseous structures

Author:Marijn van Stralen  Britt van der Kolk  Frank Zijlstra  Mateusz Florkow  Elco Oost  Jorik Slotman  Jochen van Osch  Martin Podlogar  Jeroen Hendrikse  Pim de Jong  Rene Castelein  Max Viergever  Mario Maas  Martijn Boomsma  Peter Seevinck  

Institution:Academic Medical Center  Isala  MRIguidance BV  UMC Utrecht  University of Twente  

Session Type:Oral  

Session Date:Thursday, 16 May 2019  

Session Time:13:45  

Session Name:Machine Learning & Post-Processing in MSK  

Program Number:1142  

Presentation Time:15:09   

Room Number:Room 511BCEF  

Computer Number:

Comparison of Radiomics and Deep Learning for Differentiation of Spinal Metastases Coming from Lung Cancer and Other Primary Cancers

Author:Yang Zhang  Ning Lang  Enlong Zhang  Jiahui Zhang  Daniel Chow  Peter Chang  Hon Yu  Huishu Yuan  Min-Ying Su  

Institution:Peking University Third Hospital  University of California  

Session Type:Oral  

Session Date:Thursday, 16 May 2019  

Session Time:13:45  

Session Name:Machine Learning & Post-Processing in MSK  

Program Number:1144  

Presentation Time:15:33   

Room Number:Room 511BCEF  

Computer Number:

Computer-aided classification of intervertebral disc degeneration based on fractal dimension

Author:Ma Junchao  YU Nan  Wang Shaoyu  Wang Ruifeng  

Institution:Siemens Healthcare, Scientific marketing  The affiliated hospital of Chinese traditional medical university  

Session Type:Oral  

Session Date:Thursday, 16 May 2019  

Session Time:13:45  

Session Name:Machine Learning & Post-Processing in MSK  

Program Number:1143  

Presentation Time:15:21   

Room Number:Room 511BCEF  

Computer Number:

DOSMA: A deep-learning, open-source framework for musculoskeletal MRI analysis

Author:Arjun Desai  Marco Barbieri  Valentina Mazzoli  Elka Rubin  Marianne Black  Lauren Watkins  Garry Gold  Brian Hargreaves  Akshay Chaudhari  

Institution:Stanford University  University of Bologna  

Session Type:Oral  

Session Date:Thursday, 16 May 2019  

Session Time:13:45  

Session Name:Machine Learning & Post-Processing in MSK  

Program Number:1135  

Presentation Time:13:45   

Room Number:Room 511BCEF  

Computer Number:

Evaluating the Use of Deep-Learning Super-Resolution for Obtaining Osteoarthritis Biomarkers

Author:Akshay Chaudhari  Jeff Wood  Kathryn Stevens  Zhongnan Fang  Jin Lee  Garry Gold  Brian Hargreaves  

Institution:Austin Radiological Association  LVIS Corporation  Stanford University  

Session Type:Oral  

Session Date:Thursday, 16 May 2019  

Session Time:13:45  

Session Name:Machine Learning & Post-Processing in MSK  

Program Number:1140  

Presentation Time:14:45   

Room Number:Room 511BCEF  

Computer Number:

Fully automatic segmentation of wrist cartilage on MR images by convolutional neural network

Author:Ekaterina Brui  Aleksandr Efimtcev  Vladimir Fokin  Remi Fernandez  Anatoliy Levchuk  Augustin Ogier  Irina Melchakova  David Bendahan  Anna Andreychenko  

Institution:Aix-Marseille Universite  Federal Almazov North-West Medical Research Center  Hôpital de la Conception  University of Information Technology Mechanics and Optics  

Session Type:Oral  

Session Date:Thursday, 16 May 2019  

Session Time:13:45  

Session Name:Machine Learning & Post-Processing in MSK  

Program Number:1136  

Presentation Time:13:57   

Room Number:Room 511BCEF  

Computer Number:

Large-scale Knee Osteoarthritis Prediction from Spherical Coordinate Encoding of Bone Shape with Deep Learning Classifier

Author:Alejandro Morales Martinez  Io Flament  Felix Liu  Jinhee Lee  Peng Cao  Sharmila Majumdar  Valentina Pedoia  

Institution:University of California, San Francisco  

Session Type:Oral  

Session Date:Thursday, 16 May 2019  

Session Time:13:45  

Session Name:Machine Learning & Post-Processing in MSK  

Program Number:1141  

Presentation Time:14:57   

Room Number:Room 511BCEF  

Computer Number:

MRI-Based Multi-Task Deep Learning for Cartilage Lesion Severity Staging in Knee Osteoarthritis

Author:Bruno Astuto  Io Flament  James Mitrani  Rutwik Shah  Matthew Bucknor  Thomas Link  Valentina Pedoia  Sharmila Majumdar  

Institution:Lawrence Livermore National Lab  University of California San Francisco - UCSF  UCSF  

Session Type:Oral  

Session Date:Thursday, 16 May 2019  

Session Time:13:45  

Session Name:Machine Learning & Post-Processing in MSK  

Program Number:1138  

Presentation Time:14:21   

Room Number:Room 511BCEF  

Computer Number:

Variational Networks for Accelerating Biexponential 3D-T1rho Mapping of Knee Cartilage

Author:Marcelo Zibetti  Azadeh Sharafi  Kerstin Hammernik  Florian Knoll  Ravinder REGATTE  

Institution:Graz University of Technology  New York University  

Session Type:Oral  

Session Date:Thursday, 16 May 2019  

Session Time:13:45  

Session Name:Machine Learning & Post-Processing in MSK  

Program Number:1139  

Presentation Time:14:33   

Room Number:Room 511BCEF  

Computer Number: