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Deep learning based MR image diagnostic quality deduction to reduce patient recall

Author:Arathi Sreekumari  Ileana Hancu  Dirk Beque  Keith Park  Uday Patil  Desmond Teck Beng Yeo  Thomas Foo  Dattesh Shanbhag  

Author Institution:GE Global Research  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Classification & Prediction for Function & Disease  

Program Number:2747  

Presentation Time:

Room Number:Exhibition Hall 2739-2751  

Computer Number:

Deep Learning based pseudo-CT computation and its application for PET/MR attenuation correction and MR-guided radiation therapy planning

Author:Sandeep Kaushik  Cristina Cozzini  Mikael Bylund  Jaewon Yang  Dattesh Shanbhag  Joakim Jonsson  Josef Lundman  Thomas Hope  Tufve Nyholm  Andrew Leynes  Peder Larson  Florian Wiesinger  

Author Institution:GE Global Research  GE Healthcare  UCSF  Umeå University  

Session Type:Oral  

Session Date:Thursday, 21 June 2018  

Session Time:15:30  

Session:Methods & Applications for PET/MR  

Program Number:1253  

Presentation Time:15:54  

Room Number:S06  

Computer Number:

Deep learning based segmentation of cardiomyocytes to aid numerical simulations of diffusion cardiovascular magnetic resonance

Author:Jan Rose  Wee Zhao Chua Khoo  Sonia Nielles-Vallespin  Pedro Ferreira  David Firmin  Andrew Scott  Denis Doorly  

Author Institution:Imperial College London  National Institute of Health  Royal Brompton Hospital  

Session Type:Electronic Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Microstructure: Modeling  

Program Number:5238  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 40  

Deep Learning Captures More Accurate Diffusion Fiber Orientations Distributions than Constrained Spherical Deconvolution

Author:Vishwesh Nath  Kurt Schilling  Prasanna Parvathaneni  Allison Hainline  Colin Hansen  Camilo Bermudez  Andrew Plassard  Justin Blaber  Vaibhav Janve  Yurui Gao  Iwona Stepniewska  Adam Anderson  Bennett Landman  

Author Institution:Vanderbilt University  

Session Type:Electronic Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Microstructure: Modeling  

Program Number:5225  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 27  

Deep Learning for Magnetic Resonance Fingerprinting: Accelerating the Reconstruction of Quantitative Relaxation Maps

Deep Learning Reconstruction for Tailored Magnetic Resonance Fingerprinting

Author:Amaresha Konar  Vineet Bhombore  Imam Shaik  Seema Bhat  Rajagopalan Sundaresan  Sachin Jambawalikar  Ramesh Venkatesan  Sairam Geethanath  

Author Institution:Columbia University  Dayananda Sagar Institutions  GE Healthcare  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2790  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Deep learning-based whole head segmentation for simultaneous PET/MR attenuation correction

Author:Jakub Baran  Kamlesh Pawar  Nicholas Ferris  Sharna Jamadar  Marian Cholewa  Zhaolin Chen  Gary Egan  

Author Institution:Monash University  University of Rzeszow  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2726  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

Deep Recurrent Neural Network Based Learning for Determining Structural Changes in Brain MRE: Towards Early Detection of Alzheimer’s

Author:Raghuprasad M S  

Author Institution:GE Healthcare  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Classification & Prediction for Function & Disease  

Program Number:2740  

Presentation Time:

Room Number:Exhibition Hall 2739-2751  

Computer Number:

Deep Sinogram Learning for Radial MRI: Comparison with k-space and Image Learning

Author:Taeseong Kim  Taejoon Eo  Doohyun Park  Yohan Jun  Dosik Hwang  

Author Institution:Yonsei University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2799  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Deep Generative Adversarial Networks for High Resolution fMRI using Variable Density Spiral Sampling

Author:Tianle Cao  Xuesong Li  Yan Tong  Hua Guo  

Author Institution:Tsinghua University  University of Oxford  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2783  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Deep-learned STIR imaging via Deep Learning with multi-contrast MRI

Author:Hanbyol Jang  Jinseong Jang  Kihun Bang  Dosik Hwang  

Author Institution:Yonsei University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2806  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Demyelination or not: increased radial diffusivity in Parkinson’s disease

Author:Ruimeng Yang  Pen Sun  Xiangling Zeng  Ajit George  Xinhua Wei  Xinqing Jiang  Sheng-Kwei Song  

Author Institution:Guangzhou First People's Hospital  Washington University School of Medicine, St. Louis  

Session Type:Electronic Poster  

Session Date:Thursday, 21 June 2018  

Session Time:09:00  

Session:Detecting Microstructural Changes Using Diffusion  

Program Number:5381  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 63  

Design & Performance of Continuous Crystal PET Inserts for Preclinical High-Field PET/MR Imaging

Author:Sven Junge  

Author Institution:

Session Type:Member-Initiated Symposium  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Recent Development of Preclinical PET/MR: From Hardware to Applications  

Program Number:

Presentation Time:08:24  

Room Number:S04  

Computer Number:

    Design of universal parallel-transmit refocusing kT-point pulses and application to 3D T2-weighted imaging at 7T

    Author:Vincent Gras  Franck Mauconduit  Alexandre Vignaud  Alexis Amadon  Denis Le Bihan  Tony Stöcker  Nicolas Boulant  

    Author Institution:CEA  German Center for Neurodegenerative Diseases (DZNE)  Siemens Healthcare  

    Session Type:Oral  

    Session Date:Thursday, 21 June 2018  

    Session Time:13:15  

    Session:RF Pulses & Sequences  

    Program Number:1128  

    Presentation Time:13:27  

    Room Number:N03  

    Computer Number:

    Detection of Medication-Induced Changes in Thalamic GABA in Patients with Parkinson’s Disease Using J-Edited Spectroscopy

    Author:Paula Trujillo  Ya-Chen Lin  Nelleke van Wouwe  Kalen Petersen  Adam Stark  Nivedita Kukreti  Hakmook Kang  Manus Donahue  Daniel Claassen  

    Author Institution:Vanderbilt University  Vanderbilt University Medical Center  

    Session Type:Power Pitch  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Pitch: Neurodegeneration  

    Program Number:0981  

    Presentation Time:08:00  

    Room Number:Power Pitch Theater A - Exhibition Hall  

    Computer Number:

    Detection of Medication-Induced Changes in Thalamic GABA in Patients with Parkinson’s Disease Using J-Edited Spectroscopy

    Detection of Spinal Cord Compression Injury in the Rat using Filter-Probe Diffusion Encoding

    Author:Matthew Budde  Natasha Beucher  Seung Yi Lee  Brian Schmit  Shekar Kurpad  

    Author Institution:Marquette University  Medical College of Wisconsin  

    Session Type:Electronic Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:09:00  

    Session:Neuro Outside the Brain  

    Program Number:5405  

    Presentation Time:

    Room Number:Exhibition Hall  

    Computer Number:Computer 87  

    Development and Validation of a Classifier for Prediction of Distant Metastasis in Nasopharyngeal Carcinoma at Initial Staging

    Author:Bin Zhang  

    Author Institution:The First Affiliated Hospital of Jinan University  

    Session Type:Traditional Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Machine Learning for Cancer Applications  

    Program Number:2714  

    Presentation Time:

    Room Number:Exhibition Hall 2711-2725  

    Computer Number:

    Development of a diffusion-weighted SSFP acquisition and processing pipeline to quantify the diffusion properties of the post-mortem ALS brain at 7T

    Author:Benjamin Tendler  Saad Jbabdi  Sean Foxley  Menuka Pallebage-Gamarallage  Moises Hernandez Fernandez  Ricarda Menke  Thomas Nichols  Martin Turner  Olaf Ansorge  Karla Miller  

    Author Institution:University of Chicago  University of Oxford  

    Session Type:Oral  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Diffusion MRI: Applications  

    Program Number:1027  

    Presentation Time:08:00  

    Room Number:N04  

    Computer Number:

    Development of a spiral spin- and gradient-echo (spiral-SAGE) approach for improved dynamic contrast neuroimaging

    Author:Ashley Stokes  Ryan Robison  Ashley Anderson III  James Pipe  C. Quarles  

    Author Institution:Barrow Neurological Institute  

    Session Type:Traditional Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Pulses, Sequences, Motion & Artefacts  

    Program Number:2674  

    Presentation Time:

    Room Number:Exhibition Hall 2661-2710  

    Computer Number:

    Development of Multimodal Neuroimaging Technology at Ultrahigh Field for Studying Brain Function from Cell to Network

    Development of the fast 3D-MR neurography using the optimized combination of the compressed sensing and parallel imaging

    The developmental dependence of the contrast between white and grey matter in spinal cord: the effect of non-aqueous species content

    Author:Uzi Eliav  Peter Basser  Efrat Sasson  Gil Navon  

    Author Institution:NIH  Tel Aviv University  

    Session Type:Electronic Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:13:15  

    Session:Techniques for Myelin & Microstructure Imaging  

    Program Number:5504  

    Presentation Time:

    Room Number:Exhibition Hall  

    Computer Number:Computer 67  

    The diagnostic capability of diffusion Kurtosis Imaging in distinguishing cervical lymphoma from nasopharyngeal carcinoma metastases

    Author:Cuifang Chen  Jing Zhong  Yunbin Chen  Weibo Chen  

    Author Institution:Fujian Medical University Cancer Hospital  Philips Healthcare  

    Session Type:Electronic Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:09:00  

    Session:Diffusion MRI: Post-Processing  

    Program Number:5360  

    Presentation Time:

    Room Number:Exhibition Hall  

    Computer Number:Computer 42  

    Differences between treated glioblastoma and metastatic brain neoplasms revealed by non-Gaussian diffusion MRI and 18F-FET-PET

    Author:Farida Grinberg  Francesco D’Amore  Ganna Blazhenets  Ezequiel Farrher  Karl-Josef Langen  N. Jon Shah  

    Author Institution:Research Centre Juelich  

    Session Type:Power Pitch  

    Session Date:Thursday, 21 June 2018  

    Session Time:13:15  

    Session:Pitch: Tissue Microstructure  

    Program Number:1105  

    Presentation Time:13:15  

    Room Number:Power Pitch Theater A - Exhibition Hall  

    Computer Number:

    Differences between treated glioblastoma and metastatic brain neoplasms revealed by non-Gaussian diffusion MRI and 18F-FET-PET

    Author:Farida Grinberg  Francesco D’Amore  Ganna Blazhenets  Ezequiel Farrher  Karl-Josef Langen  N. Jon Shah  

    Author Institution:Research Centre Juelich  

    Session Type:Electronic Power Pitch Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:14:15  

    Session:Poster: Tissue Microstructure  

    Program Number:1105  

    Presentation Time:13:15  

    Room Number:Power Pitch Theater A - Exhibition Hall  

    Computer Number:Plasma 14  

    Different Models of Ultra-high b-Value DWI for Better Detection of Restricted Diffusion

    Differential Diagnosis of Intrahepatic Cholangiocarcinoma and Hepatocellular Carcinoma by Using Diffusion-tensor Imaging

    Author:Lihua Chen  Ailian Liu  Qingwei Song  Lizhi Xie  

    Author Institution:GE Healthcare, MR Research China  The First Affiliated Hospital of Dalian Medical University  

    Session Type:Electronic Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:09:00  

    Session:Diffusion MRI: Post-Processing  

    Program Number:5359  

    Presentation Time:

    Room Number:Exhibition Hall  

    Computer Number:Computer 41  

    Differentiating Brachytherapy and Intraprostatic Gold Fiducial Markers with Varying Off-Resonant Frequency Offsets

    Author:Evan McNabb  Raimond Wong  Michael Noseworthy  

    Author Institution:Juravinski Cancer Centre  McMaster University  

    Session Type:Traditional Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Acquisition, Reconstruction, Analysis  

    Program Number:2873  

    Presentation Time:

    Room Number:Exhibition Hall 2864-2895  

    Computer Number:

    Differentiation of blood clot hematocrit and age in vitro using R2* and quantitative susceptibility mapping at 3T

    Diffusion and Perfusion Analysis using Intravoxel Incoherent Motion (IVIM): A Twenty Patient Study with Osteosarcoma

    Diffusion Basis Spectrum Imaging and Diffusion Tensor Imaging in Mouse Model of Traumatic Brain Injury

    Diffusion Changes in Normal-Appearing White Matter in Tracts Affected by White Matter Hyperintensities

    Author:Rozanna Meijboom  Susana Muñoz Maniega  Maria Valdés Hernández  Nathalie Royle  Zoe Morris  John Starr  Mark Bastin  Ian Deary  Joanna Wardlaw  

    Author Institution:University of Edinburgh  

    Session Type:Electronic Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Brain Microstructure  

    Program Number:5266  

    Presentation Time:

    Room Number:Exhibition Hall  

    Computer Number:Computer 68  

    Diffusion fMRI reveals thalamo-cortical circuitry using forepaw stimulation in rats

    Author:Daniel Nunes  Andrada Ianus  Cristina Chavarrias  Noam Shemesh  

    Author Institution:Champalimaud Centre for the Unknown  

    Session Type:Power Pitch  

    Session Date:Thursday, 21 June 2018  

    Session Time:13:15  

    Session:Pitch: Preclinical fMRI: Neuroscience & Emerging Techniques  

    Program Number:1120  

    Presentation Time:13:15  

    Room Number:Power Pitch Theater B - Exhibition Hall  

    Computer Number:

    Diffusion fMRI reveals thalamo-cortical circuitry using forepaw stimulation in rats

    Author:Daniel Nunes  Andrada Ianus  Cristina Chavarrias  Noam Shemesh  

    Author Institution:Champalimaud Centre for the Unknown  

    Session Type:Electronic Power Pitch Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:14:15  

    Session:Poster: Preclinical fMRI: Neuroscience & Emerging Techniques  

    Program Number:1120  

    Presentation Time:13:15  

    Room Number:Power Pitch Theater B - Exhibition Hall  

    Computer Number:Plasma 29  

    Diffusion Images for Assessing Glymphatic System

    Author:Toshiaki Taoka  

    Author Institution:Nagoya University  

    Session Type:Weekday Course  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:What You Need to Know About Neuroinflammation & the Glymphatic System  

    Program Number:

    Presentation Time:09:30  

    Room Number:N01  

    Computer Number:

    Diffusion kurtosis imaging in chronic disorders of consciousness: state estimation and treatment prognosis

    A diffusion MRI based computer-guided assistance approach for the diagnosis of breast lesions with high accuracy and without the need for contrast agents.

    Author:Mariko Goto  Denis Le Bihan  Koji Sakai  Kei Yamada  

    Author Institution:Kyoto Prefectural University of Medicine  

    Session Type:Power Pitch  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Pitch: Body: Power Potpourri  

    Program Number:0994  

    Presentation Time:08:00  

    Room Number:Power Pitch Theater B - Exhibition Hall  

    Computer Number:

    A diffusion MRI based computer-guided assistance approach for the diagnosis of breast lesions with high accuracy and without the need for contrast agents.

    Author:Mariko Goto  Denis Le Bihan  Koji Sakai  Kei Yamada  

    Author Institution:Kyoto Prefectural University of Medicine  

    Session Type:Electronic Power Pitch Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:09:00  

    Session:Poster: Body: Power Potpourri  

    Program Number:0994  

    Presentation Time:08:00  

    Room Number:Power Pitch Theater B - Exhibition Hall  

    Computer Number:Plasma 22  

    Diffusion tensor changes in acute neuroinflammation in rats

    Diffusion tensor imaging in a rat model of brain stem ischemia reveals structural remodeling contralateral to the ischemic lesion

    Author:Lydia Wachsmuth  Jens Minnerup  Jan-Kolja Strecker  Kai Diederich  Cornelius Faber  

    Author Institution:University of Muenster  

    Session Type:Electronic Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Brain Microstructure  

    Program Number:5265  

    Presentation Time:

    Room Number:Exhibition Hall  

    Computer Number:Computer 67  

    Diffusion Tensor Imaging of Excised Rat Nerve Following Transection and Surgical Repair

    Author:Isaac Manzanera Esteve  Angel Farinas Chopite  Marlieke Nussenbaum  Alonda Pollins  Wes Thayer  Mark Does  Dortch Richard  

    Author Institution:Vanderbilt University Medical Center  

    Session Type:Electronic Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Brain Microstructure  

    Program Number:5269  

    Presentation Time:

    Room Number:Exhibition Hall  

    Computer Number:Computer 71  

    Diffusion Tensor Imaging to Investigate Diet-induced Changes in Neuronal Tissue Microstructure and Organization

    Author:Maribel Torres Velazquez  M. Elizabeth Meyerand  John-Paul Yu  

    Author Institution:University of Wisconsin-Madison  

    Session Type:Electronic Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Brain Microstructure  

    Program Number:5257  

    Presentation Time:

    Room Number:Exhibition Hall  

    Computer Number:Computer 59  

    Diffusion weighted T2-mapping for the determination of tissue characteristics in patients with head and neck squamous cell carcinoma

    Author:Noriyuki Fujima  Masami Yoneyama  EunJu Kim  Takuya Aoike  Suzuko Aoike  Kohsuke Kudo  

    Author Institution:Hokkaido University Hospital  Philips Electronics Japan  Philips Healthcare Korea  

    Session Type:Electronic Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:09:00  

    Session:Neuro Outside the Brain  

    Program Number:5398  

    Presentation Time:

    Room Number:Exhibition Hall  

    Computer Number:Computer 80  

    Diffusion Weighting with Linear and Planar Encoding Solves Degeneracy in Parameter Estimation

    Author:Bibek Dhital  Marco Reisert  Elias Kellner  Valerij Kiselev  

    Author Institution:Faculty of Medicine, Medical Center - University of Freiburg, Germany  

    Session Type:Electronic Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Microstructure: Modeling  

    Program Number:5239  

    Presentation Time:

    Room Number:Exhibition Hall  

    Computer Number:Computer 41  

    Diffusion-based tractography atlas of the human acoustic radiation

    Author:Chiara Maffei  Silvio Sarubbo  Jorge Jovicich  

    Author Institution:CIMeC Center for Mind/Brain Sciences  Structural and Functional Connectivity Lab, Div. of Neurosurgery, “S.Chiara Hospital"  

    Session Type:Oral  

    Session Date:Thursday, 21 June 2018  

    Session Time:08:00  

    Session:Diffusion MRI: Applications  

    Program Number:1032  

    Presentation Time:09:00  

    Room Number:N04  

    Computer Number:

    A diffusion-matched principal component analysis (DM-PCA) based denoising procedure for high-resolution diffusion-weighted MRI

    Author:Nan-Kuei Chen  Hing-Chiu Chang  Ali Bilgin  Adam Bernstein  Theodore Trouard  

    Author Institution:University of Arizona  University of Hong Kong  

    Session Type:Electronic Poster  

    Session Date:Thursday, 21 June 2018  

    Session Time:09:00  

    Session:Diffusion MRI: Acquisition & Reconstruction  

    Program Number:5342  

    Presentation Time:

    Room Number:Exhibition Hall  

    Computer Number:Computer 24  

    Diffusion-prepared multi-shot bSSFP imaging with gradient stabilizer

    Author:Yu Gao  Fei Han  Ziwu Zhou  Xingfeng Shao  Xiaodong Zhong  Danny Wang  Yingli Yang  Peng Hu  

    Author Institution:Siemens Healthcare  University of California, Los Angeles  University of Southern California  

    Session Type:Oral  

    Session Date:Thursday, 21 June 2018  

    Session Time:15:30  

    Session:Diffusion MRI: Acquisition & Artifact Correction  

    Program Number:1205  

    Presentation Time:16:18  

    Room Number:N02  

    Computer Number: