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

Presentations

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

  ORAL · Invited

  March 16, 2022, 3:00 PM – March 16, 2022, 3:36 PM

  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

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• 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

  March 16, 2022, 3:36 PM – March 16, 2022, 3:48 PM

  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

  March 16, 2022, 3:48 PM – March 16, 2022, 4:00 PM

  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

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

  ORAL

  March 16, 2022, 4:00 PM – March 16, 2022, 4:12 PM

  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

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• Breaking the CRLB Barrier: Decreasing Mean Squared Error in Parameter Estimation Through Introduction of Regularization Bias

  ORAL

  March 16, 2022, 4:12 PM – March 16, 2022, 4:24 PM

  Presenters

  • Ryan Neff

    • NIH

  Authors

  • Richard G Spencer

    • National Institutes of Health - NIH

  • Ryan Neff

    • NIH

  • Chuan Bi

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

  • Radu Balan

    • University of Maryland

  • Zezheng Song

    • University of Maryland

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• Radiomics based predication of radiation induced xerostomia for head and neck cancer patients

  ORAL

  March 16, 2022, 4:24 PM – March 16, 2022, 4:36 PM

  Presenters

  • Saad Bin Saeed Ahmed

    • Florida Atlantic University

  Authors

  • Saad Bin Saeed Ahmed

    • Florida Atlantic University

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• On the use of Image Texture in Medical Data Science

  ORAL

  March 16, 2022, 4:36 PM – March 16, 2022, 4:48 PM

  Presenters

  • Diego Andrade

    • University of Houston

  Authors

  • Mini Das

    • University of Houston

  • Diego Andrade

    • University of Houston

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

  ORAL

  March 16, 2022, 4:48 PM – March 16, 2022, 5:00 PM

  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

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• Effect of image resolution on the diagnostic performance of disease-related patterns derived from brain FDG-PET images

  ORAL

  March 16, 2022, 5:00 PM – March 16, 2022, 5:12 PM

  Presenters

  • Urban Simoncic

    • Univ of Ljubljana

  Authors

  • Urban Simoncic

    • Univ of Ljubljana

  • Tadej Tomanič

    • University of Ljubljana

  • Eva Rebec

    • Univ of Ljubljana

  • Maja Trost

    • University of Ljubljana
    • Univ of Ljubljana

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

  ORAL

  March 16, 2022, 5:12 PM – March 16, 2022, 5:24 PM

  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

  March 16, 2022, 5:24 PM – March 16, 2022, 5:36 PM

  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 →

• Solution to a Mathematical Model of Cheyne-Stokes Breathing

  ORAL

  March 16, 2022, 5:36 PM – March 16, 2022, 5:48 PM

  Presenters

  • John B Delos

    • Butterfly Dynamics LLC

  Authors

  • John B Delos

    • Butterfly Dynamics LLC

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• Statistical parametric mapping on physiological maps of human hands with arthritic joints

  ORAL

  March 16, 2022, 5:48 PM – March 16, 2022, 6:00 PM

  Presenters

  • Luka Rogelj

    • Univ of Ljubljana

  Authors

  • Luka Rogelj

    • Univ of Ljubljana

  • Tadej Tomanič

    • University of Ljubljana

  • Matija Milanic

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

  • Urban Simoncic

    • Univ of Ljubljana

  View abstract →