next_AIM kickoff meeting

17 Feb 2022, 09:00 → 18 Feb 2022, 13:30 Europe/Rome

Zoom link:

https://cern.zoom.us/j/9084620549?pwd=RUZydURMamRsQjFwbW50ZVNMMUE3Zz09 

Meeting ID: 908 462 0549 - Passcode: 741717

 

Thursday, 17 February

1 Welcome and project summary

Speaker: Alessandra Retico (INFN PI)

nextAIM_CSN5_intro.pdf

WP1: Methodological approaches to handle limited datasets

Conveners: Andrea Chincarini (INFN GE), Daniel Remondini (Univ. of BO, INFN)

2 Challenges in handling small datasets with ML

Speaker: Leonardo Ubaldi (Univ. of FI, INFN)

Slides_Ubaldi_aim_2022_02_17.pdf

3 Synthetic generation and data augmentation

Speaker: Enrico Giampieri (Univ. of BO)

presentazione_giampieri.pdf

4 Bootstrap methods for small sample modeling

Speakers: Elena Ballante (Univ. of PV, INFN), Raffaella Cabini (Univ. of PV, INFN)

NextAIM_PresentazioneBallanteCabini.pdf

WP2: Explainable techniques for biomedical data

Conveners: Alessandra Retico (INFN PI), Sabina Tangaro (Univ. of BA, INFN)

5 XAI methods and their applications to images/radiomic features

Speaker: Angela Lombardi (Univ. of BA, INFN)

nextAIM_XAI_AngelaLombardi.pdf

11:00 coffee break

WP4: Computing resources and SW repository organization

Conveners: Domenico Diacono (INFN BA), Francesca Lizzi (SNS, Univ. of PI, INFN), Ian Postuma (INFN PV)

6 Computing resources in Pavia

Speaker: Ian Postuma (INFN PV)

Computing resources in Pavia.pdf

7 Computing resources in Pisa

Speaker: Francesca Lizzi (SNS, Univ. of PI, INFN)

Computing resources in Pisa.pdf

8 Computing resources @ ReCaS

Speaker: Giacinto Donvito (INFN BA)

AIM_ReCaS_accesso.pdf

9 ML_INFN computing infrastructure

Speaker: Daniele Spiga (INFN PG)

ML_INFN-at_next_AIM.pdf

10 Open discussion

Friday, 18 February

WP3: Applications to real data

Conveners: Alessandro Lascialfari (Univ. of PV, INFN), Maurizio Marrale (Univ. of PA, INFN), Piernicola Oliva (Univ. of SS, INFN CA)

11 Radiomics in Digital Breast Tomosynthesis (DBT)

Speaker: Giovanni Mettivier (Univ. of NA, INFN)

next_AIM meeting.pdf

12 Super-Resolution in DBT

Speaker: Nico Curti (Univ. of BO, INFN)

Presentation-Curti-nextAIM.pdf

13 Radiomics in prostate cancer

Speaker: Carlo Mengucci (Univ. of BO)

AIM-2022-CM.pdf

14 Radiomics and DL in tcMRgFUS

Speaker: Maurizio Marrale (Univ. of PA, INFN)

Presentazione_Marrale_nextAIM_meeting_Febbraio2022_uploaded.pdf

15 Nuclear NeuroImaging Quantification and Radiomics

Speaker: Alessandro Stefano (CNR PA, INFN LNS)

LNS - CNR next_AIM 16 febbraio 2022.pdf

16 Connectivity in functional MRI

Speaker: Piernicola Oliva (Univ. of SS, INFN CA)

connectivity_in_fMRI.pdf

11:00 Coffee break

17 Radiomics and DL analysis of CT and patients’ data in COVID-19

Speakers: Alberto Torresin, Camilla Scapicchio (Univ. of PI, INFN), Luca Berta

NEXT-AIM_Kickoff_meeting_COVID.pdf

18 Radiomics and ML-segmentation on Facio-Scapulo-Humeral dystrophy (FSHD) and lung tumor

Speakers: Francesca Brero (INFN PV), Raffaella Cabini (Univ. of PV, INFN)

nextAIM_Brero_Cabini.pdf

19 Machine learning on Imaging data of 10B uptake tracks and dose monitoring by Compton cameras

Speakers: Ian Postuma (INFN PV), Nicoletta Protti (Univ. of PV, INFN)

kickoff_next_AIM_Protti.pdf

Nuclear Track Detection.pdf

20 AI for monitoring RT response in soft-tissue sarcomas

Speakers: Cinzia Talamonti (Univ. of FI, INFN), Stefano Piffer (Univ. of FI, INFN)

Piffer_nextAIM.pdf

WP5: Exploitation of research results and communication

Conveners: Andrea Chincarini (INFN GE), Cinzia Talamonti (Univ. of FI, INFN), Maria Evelina Fantacci (Univ. of PI, INFN)

21 Technology Transfer, open access publications, conferences, collaboration with AIFM and dissemination

Speakers: Andrea Chincarini (INFN GE), Cinzia Talamonti (Univ. of FI, INFN), Maria Evelina Fantacci (Univ. of PI, INFN)

DORIAN teaser - next AIM kickoff.pdf

22 Discussion and closing remarks

Speaker: Alessandra Retico (INFN PI)