Annual meeting January 2020

Monday 3 Feb 2020, 09:30 → 17:10 Europe/Rome

Galileo Galilei (131) (Pisa)

1 Welcome and project summary

Speaker: Alessandra Retico (PI)

AIM-intro-GMfebr2020.pdf

AIM 1: Data harmonization

2 Uncovering the causes of site signature in MRI features of multicenter data

Speaker: Paolo Bosco (INFN - Pisa)

AIM_meeting_3_02_2020-Bosco.pptx

3 An attempt to account for site effects in multicenter MRI data analysis with ML

Speaker: Francesco Laruina (P)

Age prediction and site based bias correction.pdf

4 Data harmonization in mammography: the tissue equivalent representation

Speaker: Piernicola Oliva (University of Sassari and INFN Cagliari)

AIM_oliva.pdf

5 Quality, harmonization and parcellation

Speaker: Nicola Alchera (Istituto Nazionale di Fisica Nucleare)

presentazione_AIM_alchera.pdf

AIM 2: Quantification

6 Status of the DORIAN initiative

Speaker: Francesco Sensi (Istituto Nazionale di Fisica Nucleare)

AIM - annual meeting 2019 Pisa.pdf

npmstart2.mp4

11:00 Coffee break

7 Update on amyloid PET: quantification, classification and clinics

Speaker: Enrico Peira (Istituto Nazionale di Fisica Nucleare)

AIM meeting Update_Enrico Peira.pdf

8 BYRON: a Deep Learning library for advanced Machine Learning

Speaker: Nico Curti

AIM2020 Curti BYRON.pdf

9 Deep Learning implementation of MRF data reconstruction

Speaker: Luca Peretti

Presentation-Luca-MRF.pptx

10 Advancements in QSM data analysis

Speaker: Claudia Testa

AIM2020 Testa QSM.pdf

AIM 3: Predictive models

11 Collection of the dataset for Radiomic and Dosiomic analysis in RT

Speaker: Stefano Piffer (Istituto Nazionale di Fisica Nucleare)

AIM_03_02_2020_Piffer.pdf

12 Preliminary classification results on data from Lung RT

Speaker: Maurizio Marrale (CT)

AIM3_T1_Marrale_lung_tumor.pdf

13 Challenges in ML analysis implementation on RT data

Speaker: Leonardo Ubaldi (Istituto Nazionale di Fisica Nucleare)

AIM-03_02_20_PA_Ubaldi.pdf

14 Update on predictive models for CESM data

Speaker: Sabina Tangaro (BA)

INFN_BA vs FIsiciMedici.pdf

13:30 Lunch break

15 Thalamic parcellation through probabilistic tractography for tcMRgFUS treatments. Preliminary results of fMRI analyses on TcMRgFUS patients

Speakers: Daniel Remondini (Istituto Nazionale di Fisica Nucleare), Giorgio Collura (CT), Maurizio Marrale (CT)

pres_COLLURA_BORGHESE_def.pdf

16 CHIMERA: a network of networks in medicine

Speaker: Daniel Remondini (Istituto Nazionale di Fisica Nucleare)

AIM2020 Remondini CHIMERA.pdf

17 Predictive models for tumor classification

Speakers: Carlo Mengucci, Daniel Remondini (Istituto Nazionale di Fisica Nucleare), Maurizio Marrale (CT)

AIM2020 Mengucci prostate_cancer.pdf

AIM3_T5_Marrale_prostate.pdf

Hot Topics in ML: Explainability and Interpretability of ML models

18 Explaining Explanation Methods: Overview and Applications

Speaker: Riccardo Guidotti

xaiintro_abele.pptx

19 Explainable ML Framework for Multi-site Harmonization

Speaker: Angela Lombardi (Istituto Nazionale di Fisica Nucleare)

AGE_HARMONIZATION.pdf

20 Explainable ML in mammography

Speakers: Camilla Scapicchio, Francesca Lizzi (Istituto Nazionale di Fisica Nucleare)

XAI_in_mammo.pdf

21 Discussion, General Remarks and Conclusions

Speaker: Alessandra Retico (PI)

AIM-closing-GMfebr2020.pptx