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Artificial Intelligence, Machine Learning, and Quantitative Biomarkers in Medicine and Biomedicine

FOCUS · Q29 · ID: 46033

Presentations

  • The use of deep learning with neuroimaging for diagnosing and monitoring disease

    ORAL · Invited

    –

    Publication: Deatsch, A, Perovnik, M, Namías, M, Jeraj, R. Developing and Evaluating a Deep Learning Model for Alzheimer's Disease Diagnosis with Longitudinal Data (planned)

    Presenters

    • Alison Deatsch

      University of Wisconsin - Madison

    Authors

    • Alison Deatsch

      University of Wisconsin - Madison

    • Robert Jeraj

      University of Wisconsin - Madison, University of Wisconsin - Madison; University of Ljubljana, Faculty of Mathematics and Physics; Jožef Stefan Institute, Ljubljana

    • Matej Perovnik

      Univ of Ljubljana, University Medical Center, Ljubljana, Slovenia

    • Mauro Namías

      Fundaciόn Centro Diagnόstico Nuclear, Buenos Aires, Argentina

    View abstract →

  • Uncertainty Estimation for Deep Learning-based image segmentation via Monte Carlo test-time dropout: Application on pectoral muscle segmentation from Full Field Digital Mammography images

    ORAL

    –

    Presenters

    • Zan Klanecek

      University of Ljubljana, Faculty of mathematics and physics, Ljubljana, Slovenia, Faculty of Mathematics and Physics, University of Ljubljana

    Authors

    • Zan Klanecek

      University of Ljubljana, Faculty of mathematics and physics, Ljubljana, Slovenia, Faculty of Mathematics and Physics, University of Ljubljana

    • Lesley Cockmartin

      UZ Leuven, Department of Radiology

    • Kristijana Hertl

      Institute of Oncology Ljubljana, Ljubljana, Slovenia, Institute of Oncology, Ljubljana

    • Daniel Huff

      University of Wisconsin - Madison

    • Katja Jarm

      Institute of Oncology Ljubljana, Ljubljana, Slovenia, Institute of Oncology, Ljubljana

    • Mateja Krajc

      Institute of Oncology Ljubljana, Ljubljana, Slovenia, Institute of Oncology, Ljubljana

    • Nicholas Marshall

      KU Leuven, Department of Imaging and Pathology, Division of Medical Physics & Quality Assessment; UZ Leuven, Department of Radiology

    • Andrej Studen

      Univ of Ljubljana, University of Ljubljana, Faculty of Mathematics and Physics; Jožef Stefan Institute, Ljubljana

    • Milos Vrhovec

      Institute of Oncology, Ljubljana, Slovenia, Institute of Oncology, Ljubljana

    • Tobias Wagner

      KU Leuven, Department of Imaging and Pathology, Division of Medical Physics & Quality Assessment

    • Yao Kuan Wang

      KU Leuven, Department of Imaging and Pathology, Division of Medical Physics & Quality Assessment

    • Hilde Bosmans

      KU Leuven, Department of Imaging and Pathology, Division of Medical Physics & Quality Assessment; UZ Leuven, Department of Radiology

    • Robert Jeraj

      University of Wisconsin - Madison, University of Wisconsin - Madison; University of Ljubljana, Faculty of Mathematics and Physics; Jožef Stefan Institute, Ljubljana

    View abstract →

  • Analysis of skin hyperspectral images by machine learning methods

    ORAL

    –

    Presenters

    • Matija Milanic

      University of Ljubljana, Faculty of Mathematics and Physics, University of Ljubljana, Slovenia

    Authors

    • Matija Milanic

      University of Ljubljana, Faculty of Mathematics and Physics, University of Ljubljana, Slovenia

    • Teo Manojlovic

      University of Rijeka

    • Tadej Tomanič

      University of Ljubljana

    • Ivan Stajduhar

      Universoty of Rijeka

    View abstract →

  • Improved Biexponential Decay Parameter Estimation from Input-Layer Regularization of a Neural Network

    ORAL

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    Publication: Input-layer Regularization of a Neural Network Improves the Accuracy and Precision of Biexponential Rate Constant Estimation to be submitted to the Journal of Magnetic Resonance

    Presenters

    • Jonathan L Palumbo

      National Institute on Aging, National Institutes of Health

    Authors

    • Richard G Spencer

      National Institutes of Health - NIH

    • Jonathan L Palumbo

      National Institute on Aging, National Institutes of Health

    • Michael Rozowski

      Applied Mathematics & Statistics, and Scientific Computation, University of Maryland, College Park

    • Chuan Bi

      National Institutes of Health - NIH, National Institute on Aging, National Institutes of Health

    • Wojciech Czaja

      Department of Mathematics, University of Maryland, College Park

    • Jay Bisen

      National Institute on Aging, National Institutes of Health

    View abstract →

  • Disease related metabolic patterns as imaging biomarkers for multiple system atrophy and progressive supranuclear palsy

    ORAL

    –

    Publication: planned paper

    Presenters

    • Eva Rebec

      Univ of Ljubljana

    Authors

    • Eva Rebec

      Univ of Ljubljana

    • Petra Tomse

      UMC Ljubljana

    • Andrej Studen

      Univ of Ljubljana, University of Ljubljana, Faculty of Mathematics and Physics; Jožef Stefan Institute, Ljubljana

    • Matej Perovnik

      Univ of Ljubljana, University Medical Center, Ljubljana, Slovenia

    • Urban Simoncic

      Univ of Ljubljana

    • Maja Trost

      University of Ljubljana, Univ of Ljubljana

    View abstract →

  • Improvement of a Radiomics Based Automated Breast Density Algorithm Evaluated on a Time Series of Mammograms

    ORAL

    –

    Presenters

    • Andrej Studen

      University of Ljubljana, Faculty of mathematics and physics, Ljubljana, Slovenia, Jožef Stefan Institute, Ljubljana, Slovenia

    Authors

    • Andrej Studen

      University of Ljubljana, Faculty of mathematics and physics, Ljubljana, Slovenia, Jožef Stefan Institute, Ljubljana, Slovenia

    • Zan Klanecek

      University of Ljubljana, Faculty of mathematics and physics, Ljubljana, Slovenia, Faculty of Mathematics and Physics, University of Ljubljana

    • Mateja Krajc

      Institute of Oncology Ljubljana, Ljubljana, Slovenia, Institute of Oncology, Ljubljana

    • Milos Vrhovec

      Institute of Oncology, Ljubljana, Slovenia, Institute of Oncology, Ljubljana

    • Kristijana Hertl

      Institute of Oncology Ljubljana, Ljubljana, Slovenia, Institute of Oncology, Ljubljana

    • Robert Jeraj

      University of Wisconsin - Madison, University of Wisconsin - Madison; University of Ljubljana, Faculty of Mathematics and Physics; Jožef Stefan Institute, Ljubljana

    • Katja Jarm

      Institute of Oncology Ljubljana, Ljubljana, Slovenia, Institute of Oncology, Ljubljana

    • Luka Premoša

      University of Ljubljana, Faculty of mathematics and physics, Ljubljana, Slovenia

    • Jan Štefanič

      University of Ljubljana, Faculty of mathematics and physics, Ljubljana, Slovenia

    View abstract →

  • Automatic Prescription Anomaly Detection Tool Assisting Peer Review Chart Rounds in Radiotherapy

    ORAL

    –

    Publication: Automatic Prescription Anomaly Detection Tool Assisting Peer Review Chart Rounds in Radiotherapy

    Presenters

    • Qiongge Li

      Johns Hopkins University School of Medic

    Authors

    • Qiongge Li

      Johns Hopkins University School of Medic

    • Jean Wright

      Johns Hopkins University Hospital

    • Russell Hales

      Johns Hopkins University Hospital

    • Todd McNutt

      Johns Hopkins University Hospital

    • Ranh Voong

      Johns Hopkins University Hospital

    View abstract →