Annual meeting January 2020

Europe/Rome
Galileo Galilei (131) (Pisa)

Galileo Galilei (131)

Pisa

    • 09:30 09:45
      Welcome and project summary 15m
      Speaker: Alessandra Retico (PI)
    • 09:45 10:45
      AIM 1: Data harmonization
      • 09:45
        Uncovering the causes of site signature in MRI features of multicenter data 15m
        Speaker: Paolo Bosco (INFN - Pisa)
      • 10:00
        An attempt to account for site effects in multicenter MRI data analysis with ML 15m
        Speaker: Francesco Laruina (P)
      • 10:15
        Data harmonization in mammography: the tissue equivalent representation 15m
        Speaker: Piernicola Oliva (University of Sassari and INFN Cagliari)
      • 10:30
        Quality, harmonization and parcellation 15m
        Speaker: Nicola Alchera (Istituto Nazionale di Fisica Nucleare)
    • 10:45 12:45
      AIM 2: Quantification
      • 10:45
        Status of the DORIAN initiative 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speaker: Francesco Sensi (Istituto Nazionale di Fisica Nucleare)
      • 11:00
        Coffee break 30m Piano interrato -2

        Piano interrato -2

      • 11:30
        Update on amyloid PET: quantification, classification and clinics 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speaker: Enrico Peira (Istituto Nazionale di Fisica Nucleare)
      • 11:45
        BYRON: a Deep Learning library for advanced Machine Learning 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speaker: Nico Curti
      • 12:00
        Deep Learning implementation of MRF data reconstruction 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speaker: Luca Peretti
      • 12:15
        Advancements in QSM data analysis 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speaker: Claudia Testa
    • 12:30 15:00
      AIM 3: Predictive models
      • 12:30
        Collection of the dataset for Radiomic and Dosiomic analysis in RT 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speaker: Stefano Piffer (Istituto Nazionale di Fisica Nucleare)
      • 12:45
        Preliminary classification results on data from Lung RT 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speaker: Maurizio Marrale (CT)
      • 13:00
        Challenges in ML analysis implementation on RT data 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speaker: Leonardo Ubaldi (Istituto Nazionale di Fisica Nucleare)
      • 13:15
        Update on predictive models for CESM data 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speaker: Sabina Tangaro (BA)
      • 13:30
        Lunch break 45m Piano interrato -2

        Piano interrato -2

      • 14:15
        Thalamic parcellation through probabilistic tractography for tcMRgFUS treatments. Preliminary results of fMRI analyses on TcMRgFUS patients 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speakers: Daniel Remondini (Istituto Nazionale di Fisica Nucleare), Giorgio Collura (CT), Maurizio Marrale (CT)
      • 14:30
        CHIMERA: a network of networks in medicine 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speaker: Daniel Remondini (Istituto Nazionale di Fisica Nucleare)
      • 14:45
        Predictive models for tumor classification 15m Galileo Galilei (131)

        Galileo Galilei (131)

        Pisa

        Speakers: Carlo Mengucci, Daniel Remondini (Istituto Nazionale di Fisica Nucleare), Maurizio Marrale (CT)
    • 15:00 16:10
      Hot Topics in ML: Explainability and Interpretability of ML models
      • 15:00
        Explaining Explanation Methods: Overview and Applications 30m
        Speaker: Riccardo Guidotti
      • 15:30
        Explainable ML Framework for Multi-site Harmonization 20m
        Speaker: Angela Lombardi (Istituto Nazionale di Fisica Nucleare)
      • 15:50
        Explainable ML in mammography 20m
        Speakers: Camilla Scapicchio, Francesca Lizzi (Istituto Nazionale di Fisica Nucleare)
    • 16:10 17:00
      Discussion, General Remarks and Conclusions 50m
      Speaker: Alessandra Retico (PI)