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Joint Optimization of Sampling Patterns and Deep Priors for Improved Parallel MRI

Author:Hemant Kumar Aggarwal  Mathews Jacob  

Institution:University of Iowa  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3587  

Room Live Q&A Session:

Joint optimization of sampling patterns and reconstruction for multi-contrast fast magnetic resonance imaging

Author:Jiechao Wang  Qinqin Yang  Qizhi Yang  Shuhui Cai  Congbo Cai  

Institution:Xiamen University  

Session Type:Digital Poster  

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

Topic:RF, Encoding, and Sampling & Application of Nascent Acquisitions  

Session Name:Data Sampling & Spatial Encoding Techniques  

Program Number:3734  

Room Live Q&A Session:

Joint Parallel Imaging reconstruction with Deep Learning for Multi-Contrast Synthetic MRI

Joint reconstruction and estimation for fast and accurate T2* mapping

Author:Seonyeong Shin  Riwaj Byanju  Seong Dae Yun  Stefan Klein  Dirk Poot  N. Jon Shah  

Institution:Erasmus MC  Forschungszentrum Jülich  JARA - BRAIN - Translational Medicine  RWTH Aachen University  

Session Type:Digital Poster  

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

Topic:Quantitative MRI  

Session Name:Quantitative MRI 1  

Program Number:3795  

Room Live Q&A Session:

Joint Reconstruction of Multiparameter MRI Images for Imaging Intratumoral Subpopulations

Joint Sparsity and Low Rankness-based Spectroscopy Reconstruction for Magnetic Resonance Diffusion-Ordered NMR

A Journal Editor’s Perspective on Reproducibility

Author:Peter Jezzard  

Institution:FMRIB Centre, University of Oxford  

Session Type:Member-Initiated Symposium  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:

Session Name:How Open Should Our Science Be?  

Program Number:

Room Live Q&A Session:Room C4.11  

    J-refocused semi-LASER spectroscopy at 7T: proof-of-concept and application in the human brain at 7T

    Keynote: Holographic Visualization of Human Anatomy: A 2020 Update

    Author:Mark Griswold  

    Institution:Case Western Reserve University  

    Session Type:SMRT Ed Session  

    Session Live Q&A Date:Saturday, 8 August 2020  

    Topic:SMRT Live Q&A 1  

    Session Name:Broadcast & Live Event - Welcome Address, Plenary & Keynote Q&A 1  

    Program Number:

    Room Live Q&A Session:SMRT Parallel Room 1  

      Keynote: Holographic Visualization of Human Anatomy: A 2020 Update

      Author:Mark Griswold  

      Institution:Case Western Reserve University  

      Session Type:SMRT Ed Session  

      Session Live Q&A Date:Sunday, 9 August 2020  

      Topic:SMRT Live Q&A 7  

      Session Name:Live Event - Plenary, Keynote & President's Lecture - Q&A Panel Discussion 2  

      Program Number:

      Room Live Q&A Session:SMRT Parallel Room 7  

        Kidney segmentation using dual neural network and one-shot deep learning

        Author:Junyu Guo  Ivan Pedrosa  

        Institution:University of Texas Southwestern Medical Center  

        Session Type:Digital Poster  

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

        Topic:Abdominopelvic MRI - Benign  

        Session Name:Genitourinary Imaging Innovation, Quality Control & Post-Processing  

        Program Number:2648  

        Room Live Q&A Session:

        Killer Applications: Where Will Machine Learning Make a Substantial Clinical Impact?

        Author:Greg Zaharchuk  

        Institution:Stanford University  

        Session Type:Weekend Course  

        Session Live Q&A Date:Saturday, 8 August 2020  

        Topic:Machine Learning: Everything You Want to Know  

        Session Name:Machine Learning: Everything You Want to Know  

        Program Number:

        Room Live Q&A Session:Saturday Parallel 2  

          Kinetics of O-17-labeled water in the brain parenchyma and cerebrospinal fluid of aquaporin-4-knockout mice on indirect MRI

          Knee Epiphyseal Bone Marrow Perfusion Imaging Using FAIR RESOLVE

          Author:Xiufeng Li  Casey Johnson  Jutta Ellermann  

          Institution:University of Minnesota  

          Session Type:Oral - Power Pitch  

          Session Live Q&A Date:Thursday, 13 August 2020  

          Topic:Hot Topics & Cancer  

          Session Name:Musculoskeletal 1  

          Program Number:1142  

          Room Live Q&A Session:Thursday Parallel 1  

          Knee MR Image Translation from Multi Contrast Images for Fat Suppression via Deep Learning with Perceptual Loss

          k-Space & Image Quality

          Author:Walter Witschey  

          Institution:University of Pennsylvania  

          Session Type:Weekday Course  

          Session Live Q&A Date:Tuesday, 11 August 2020  

          Topic:Educational Q&A: P&E  

          Session Name:Fundamentals of MRI Physics & Engineering I  

          Program Number:

          Room Live Q&A Session:Tuesday Parallel 1  

            A k-space reconstruction method to increase the accuracy of PRF thermometry measurements

            k-t CNN for Modeling Spatio-temporal Mappings and an Application to Reconstruction of k-space Data with Stack-of-spirals Trajectory

            Author:Hidenori Takeshima  Hideaki Kutsuna  

            Institution:Canon Medical Systems Corporation  

            Session Type:Digital Poster  

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

            Topic:ML: Image Reconstruction  

            Session Name:Machine Learning for Image Reconstruction 3  

            Program Number:3623  

            Room Live Q&A Session:

            k-t SANTIS: Subspace Augmented Neural neTwork with Incoherent Sampling for dynamic image reconstruction

            Label-free Tracking of Transplanted Mesenchymal Stem Cells Using manCEST MRI

            Lactate change during visual stimuli detected by MEGA-PRESS at 3T

            Author:Ya-Tien Liu  Dian-Han Yang  Cheng-Wen Ko  Tzu-Chao Chuang  Shang-Yueh Tsai  

            Institution:National Chengchi University  National Sun Yat-Sen University  

            Session Type:Digital Poster  

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

            Topic:Proton MRS and Other Nuclei MR  

            Session Name:1H-MRS Non-Cancer Applications 2  

            Program Number:2942  

            Room Live Q&A Session:

            Lactate concentration from double quantum filtered (DQF) MRS in human breast tumour is associated with tumour grading and patient prognosis

            Lactate detection in breast cancer using optimised multiple quantum coherence MR spectroscopy and effective phased-array signal combination

            Laminar fMRI using layer-specific optogenetic stimulations

            Author:Russell Chan  Mazen Asaad  Bradley Edelman  Hyun Lee  Hillel Adesnik  David Feinberg  Jin Lee  

            Institution:Stanford University  University of California  

            Session Type:Oral - Power Pitch  

            Session Live Q&A Date:Thursday, 13 August 2020  

            Topic:High resolution fMRI  

            Session Name:fMRI Applications  

            Program Number:1246  

            Room Live Q&A Session:Thursday Parallel 4  

            Landmark detection of fetal pose in volumetric MRI via deep reinforcement learning

            Large denoising effect of ultrahigh dielectric constant (uHDC) materials

            Large field of view Sodium-23 and Carbon-13 imaging at 3T using a dedicated multinuclear birdcage body coil

            Author:Joshua Kaggie  Titus Lanz  Mary McLean  Frank Riemer  Rolf Schulte  Martin Graves  Fiona Gilbert  Ferdia Gallagher  

            Institution:GE Healthcare  Haukeland University Hospital  RAPID Biomedical GmbH  University of Cambridge  

            Session Type:Digital Poster  

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

            Topic:RF coils  

            Session Name:Multinuclear RF Coils  

            Program Number:4109  

            Room Live Q&A Session:

            A Large FOV 3.0T 16Ch Highly Flexible Array for Body 13C Metabolic Imaging Studies.

            Large Sample Size, Compromises in Data Quality: Challenges & Opportunities in Population Imaging

              Large tip-angle, motion robust pulse design for parallel transmission at 7T using composite B1 distributions.

              Author:Alix Plumley  Luke Watkins  Emre Kopanoglu  

              Institution:Cardiff University  

              Session Type:Digital Poster  

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

              Topic:RF, Encoding, and Sampling & Application of Nascent Acquisitions  

              Session Name:RF Pulses & Pulse Sequences  

              Program Number:3700  

              Room Live Q&A Session:

              Large-scale classification of breast MRI exams using deep convolutional networks

              Author:Shizhan Gong  Matthew Muckley  Nan Wu  Taro Makino  Gene Kim  Laura Heacock  Linda Moy  Florian Knoll  Krzysztof Geras  

              Institution:New York University  

              Session Type:Oral  

              Session Live Q&A Date:Tuesday, 11 August 2020  

              Topic:Women's Imaging  

              Session Name:Breast  

              Program Number:0569  

              Room Live Q&A Session:Tuesday Parallel 3  

              Large-scale network abnormality in bipolar disorder: A multimodal meta-analysis of resting-state functional connectivity and VBM

              Late gadolinium enhancement imaging at low field using through-time spiral GRAPPA

              Layer-dependent repetition suppression in the human visual cortex

              Layer-dependent Transient Saturation Transfer MRI at 7T

              Author:Catarina Rua  Sanne Kaalund  James Rowe  Christopher Rodgers  Guy Williams  

              Institution:University of Cambridge  

              Session Type:Digital Poster  

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

              Topic:CEST, Magnetization Transfer and Relaxometry  

              Session Name:CEST Friends & Family  

              Program Number:3112  

              Room Live Q&A Session:

              Layer-specific optogenetic stimulation of motor cortex activates distinct brain-wide networks

              Author:Russell Chan  Mazen Asaad  Bradley Edelman  Hyun Lee  Hillel Adesnik  David Feinberg  Jin Lee  

              Institution:Stanford University  University of California  

              Session Type:Oral  

              Session Live Q&A Date:Thursday, 13 August 2020  

              Topic:Multimodal fMRI  

              Session Name:fMRI in Animal Models  

              Program Number:1355  

              Room Live Q&A Session:Thursday Parallel 4  

              Leaf: A Novel 3D Radial Trajectory for Free-breathing 3D Cine Cardiac Magnetic Resonance Imaging

              Author:Lukas Braunstorfer  Mehdi Moghari  Andrew Powell  

              Institution:Harvard Medical School  

              Session Type:Oral - Power Pitch  

              Session Live Q&A Date:Thursday, 13 August 2020  

              Topic:Novel imaging techniques for CMR  

              Session Name:Cardiovascular Power Pitch: Technical  

              Program Number:1091  

              Room Live Q&A Session:Thursday Parallel 3  

              Learned Off-Resonance Correction for Simultaneous Radial 23Na and 1H Acquisitions at 7T

              Learned Representations: Dictionaries, Subspaces, Manifolds

              Author:Lei (Leslie) Ying  

              Institution:SUNY-Buffalo  

              Session Type:Weekend Course  

              Session Live Q&A Date:Sunday, 9 August 2020  

              Topic:Data Acquisition & Image Reconstruction II  

              Session Name:Data Acquisition & Image Reconstruction II  

              Program Number:

              Room Live Q&A Session:Sunday Parallel 4  

                Learned Unrolled Optimization for Rapid Computation of Local RF field Enhancement Near Implants.

                Learning Each Other's Language: Sometimes We Literally Speak Two Languages

                Learning how to adapt T2 PROPELLER MR prostate imaging: going beyond PIRADS requirements with MR Deep Learning reconstruction

                Author:Julie Poujol  Charline Henry  Vincent Barrau  François Legou  Eric Pessis  Xinzeng Wang  Daniel Litwiller  

                Institution:Centre Cardiologique du Nord  GE Healthcare  

                Session Type:Digital Poster  

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

                Topic:Abdominopelvic MRI - Cancer  

                Session Name:Deep Prostatomics  

                Program Number:2389  

                Room Live Q&A Session:

                Learning how to Clean Fingerprints -- Deep Learning based Separated Artefact Reduction and Regression for MR Fingerprinting

                Learning MR-guided PET reconstruction in image space using a convolutional neural network - application to multiple PET tracers