General Meeting next_AIM

13 Feb 2023, 13:30 → 15 Feb 2023, 17:25 Europe/Rome

Fondazione UNIMI, V.le Ortles 22/4, 20139 Milano

Link zoom: https://fisica-unimi.zoom.us/my/aula.birattari?pwd=OVdycW9tTThEZlhTak5JK3JDLzR6dz09 

Monday, 13 February

13:30 → 14:00 Welcome

14:00 → 14:30 Project overview

Speaker: Alessandra Retico (Istituto Nazionale di Fisica Nucleare)

next_AIM-intro.pdf

next_AIM-intro.pptx

14:30 → 16:00 WP1 - Methodological approaches to handle limited datasets

Conveners: Andrea Chincarini (Istituto Nazionale di Fisica Nucleare), Daniel Remondini (Istituto Nazionale di Fisica Nucleare)

14:30 Synthetic images generation from small datasets

Speakers: Daniel Remondini (Istituto Nazionale di Fisica Nucleare), Lorenzo Di Meco

nextAIM di meco chincarini remondini.pdf

14:50 Low-dimensional signatures from high-dimensional data: the DNetPRO algorithm

Speaker: Nico Curti

DNetPRO.pdf

DNetPRO.pptx

15:10 How to deal the small data issue in artificial intelligence within medical image classification: a systematic review

Speaker: Leonardo Ubaldi (Istituto Nazionale di Fisica Nucleare)

NEXT-AIM_Review-1.pdf

15:30 A bootstrap method to model small datasets with survival outcome

Speaker: Elena Ballante

NextAim_pres.pdf

16:00 → 16:30 Coffee break

16:30 → 18:00 WP2 - Explainable techniques for biomedical data

Conveners: Alessandra Retico (Istituto Nazionale di Fisica Nucleare), Sabina Tangaro (Istituto Nazionale di Fisica Nucleare)

16:30 Established XAI techniques

Speaker: Alessandro Fania

XAI.pdf

17:00 A holistic and analytical approach to assess Trustworthy AI: Z-inspection® project

Speaker: Francesca Lizzi (Istituto Nazionale di Fisica Nucleare)

A holistic and analytical approach to assess Trustworthy AI Z-inspection® project.pdf

Z-Inspection

17:30 Effectiveness of biological inspired neural network models in learning and patterns memorization

Speaker: Nico Curti

Curti-BCM.pdf

18:00 → 20:00 Aperitivo

Tuesday, 14 February

08:50 → 10:30 WP3 - Applications to real data

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

08:50 A python framework for classification of DBT slices through Deep Learning (WP3.T1)

Speaker: Gianfranco Paternò (Istituto Nazionale di Fisica Nucleare)

nextAIM_meeting_2023_gpaterno.pdf

09:15 An explainable unified approach for mass detection and classification in DBT (WP3.T1)

Speaker: Andrea Berti

next_aim_milano_23_berti.pdf

next_aim_milano_23_berti.pptx

09:40 Use of GradCAM map for mass localization in DBT (WP3.T1)

Speaker: Roberta Ricciardi (Università degli studi di Napoli “Federico II”)

Ricciardi-WP3_Milano14Febb23_RR-2.pdf

10:05 Super-resolution for DBT imaging (WP3.T2)

Speakers: Giovanni Mettivier (Istituto Nazionale di Fisica Nucleare), Nico Curti

Curti-MettivierSuper risoluzione.pptx

10:30 → 11:00 Coffee break

11:00 → 12:40 WP3 - Applications to real data

Convener: Alessandro Lascialfari (Istituto Nazionale di Fisica Nucleare)

11:00 Radiomics in prostate cancer (WP3.T3)

Speaker: Maurizio Marrale (University of Palermo)

nextAIM-2023-WP3_T3_prostate_MRI.pdf

11:25 Deep learning models for targeting of tc-MRgFUS for essential tremor (WP3.T4)

Speaker: M Romeo

PRESENTAZIONE_NEXT_AIM_ROMEO.pdf

PRESENTAZIONE_NEXT_AIM_ROMEO.pptx

11:50 Multi-algorithm approach for real-life clinical applications (WP3.T5)

Speaker: Francesco Sensi

next_AIM_14-02-2023.pdf

12:15 Nuclear Medicine Neuroimaging Quantification (WP3.T5)

Speaker: Enrico Peira (Istituto Nazionale di Fisica Nucleare)

next_AIM_14_02_2023_EP.pdf

12:40 → 14:00 Lunch

14:00 → 16:05 WP3 - Applications to real data

Convener: Maurizio Marrale (University of Palermo)

14:00 High pathological grade prediction in prostate cancer patients undergoing 18F-PSMA PET/CT using matRadiomics (WP3.T5)

Speaker: Giovanni Pasini

Giovanni_Pasini_WP3.T7.pdf

Giovanni_Pasini_WP3.T7.pptx

14:25 Correct approach to multicentric data harmonization (WP3.T6)

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

Correct approach to multicentric data harmonization.pdf

14:50 Brain Connectivity with rs-EEG (WP3.T6)

Speaker: F Cuna

EEG_Parkinson_AIM.pdf

15:15 ML applications for MRI, ECG, and Plethysmography (WP3.T6 + WP3.T11 + WP3.T12)

Speaker: Alberto Zucchetta (Istituto Nazionale di Fisica Nucleare)

230214_Zucchetta.pdf

15:40 Track detection on CR39 for 10B cell uptake measurements (WP3.T9)

Speaker: Ian Postuma (Istituto Nazionale di Fisica Nucleare)

Track detection on CR39 for 10B cell uptake measurements.pdf

16:05 → 16:30 coffee break

16:30 → 18:35 WP3 - Applications to real data

Convener: Maurizio Marrale (University of Palermo)

16:30 COVID-19 severity prediction based on radiomics features obtained by exploiting the LungQuant segmentation output (WP3.T7)

Speaker: Camilla Scapicchio (Istituto Nazionale di Fisica Nucleare)

CamillaScapicchio_CovidPrediction.pdf

16:55 Radiomics and ML for biomarker prediction in Facioscapulohumeral dystrophy (WP3.T8)

Speaker: Leonardo Barzaghi

17:20 Radiomics and ML-segmentation on lung tumor, the Blue Sky project (WP3.T8)

Speakers: Francesca Brero (Istituto Nazionale di Fisica Nucleare), Ian Postuma (Istituto Nazionale di Fisica Nucleare), Raffaella Cabini (Istituto Nazionale di Fisica Nucleare)

Brero-Cabini-Postuma_next_AIM2023.pdf

17:45 A software for extracting quantitative metrics and radiomic features in CT images of the lung: development of a practical tool and clinical applications (WP3.T8)

Speaker: Luca Berta

Seminario_next_AIM_Niguarda_Chapter.pdf

Seminario_next_AIM_Niguarda_Chapter.pptx

18:10 Soft tissue sarcoma: transfer learning and fine-tuning for prediction of distant metastasis based on multimodal imaging (WP3.T10)

Speaker: Stefano Piffer (Istituto Nazionale di Fisica Nucleare)

nextAIM_Sarcomi.pdf

20:00 → 22:00 Social Dinner

Osteria il Gran Burrone, https://www.osteriailgranburrone.it/

Wednesday, 15 February

08:50 → 10:30 WP5 - Exploitation of research results and communication

Conveners: Andrea Chincarini (Istituto Nazionale di Fisica Nucleare), Cinzia Talamonti (Istituto Nazionale di Fisica Nucleare), Maria Evelina Fantacci (Istituto Nazionale di Fisica Nucleare)

08:50 The DOlab_research environment

Speaker: Paolo Bosco (INFN - Pisa)

next_AIM General Meeting14-02-2023_Bosco.pdf

09:10 Working with clinicians: the DORIAN Tech. experience

Speaker: R Gianeri

Gianeri_next_AIM General Meeting 15-02-2023 - Working with Clinicians_ the DORIAN Tech experience.pdf

09:30 R4I Deeplook

Speaker: Giovanni Mettivier (Istituto Nazionale di Fisica Nucleare)

DeepLook.pptx

09:50 Collaboration with AIFM

Speakers: Cinzia Talamonti (Istituto Nazionale di Fisica Nucleare), Maria Evelina Fantacci (Istituto Nazionale di Fisica Nucleare)

Talamonti-CT-NEXTAIM-AIFM.pptx

10:10 Regolamentare l’IA: tra etica e normativa

Speaker: G Gozzi

2023-02-15_Reg.Intelligenza Artificiale.pptx

10:30 → 11:00 coffee break

11:00 → 12:45 WP4 - Computing resources and SW repository organization

Conveners: Francesca Lizzi (Istituto Nazionale di Fisica Nucleare), Ian Postuma (Istituto Nazionale di Fisica Nucleare)

11:00 Update on WP4 status: available resources and SW repository

Speaker: Francesca Lizzi (Istituto Nazionale di Fisica Nucleare)

WP4

11:30 AI-MIGHT and computing resources

Speaker: Setareh Fatemi (Istituto Nazionale di Fisica Nucleare)

AI_MIGHT-NEXT_AIM-meeting.pdf

11:50 Management of a software project: copyright, licensing, git platform

Speaker: Francesco Giacomini (Istituto Nazionale di Fisica Nucleare)

software@infn.pdf

12:20 Discussion

12:45 → 14:00 Lunch

14:00 → 15:30 WP4 - Computing resources and SW repository organization

Conveners: Francesca Lizzi (Istituto Nazionale di Fisica Nucleare), Ian Postuma (Istituto Nazionale di Fisica Nucleare)

14:00 Hands-on: tutorial on next_AIM repository

Speakers: Francesca Lizzi (Istituto Nazionale di Fisica Nucleare), Ian Postuma (Istituto Nazionale di Fisica Nucleare)

Tutorial_WP4

15:30 → 16:00 Discussion and Closing Remarks

Speaker: Alessandra Retico (Istituto Nazionale di Fisica Nucleare)