Name: next_AIM workshop on XAI techniques for medical data analysis
Start: 2024-10-16T14:00:00+02:00
End: 2024-10-18T16:00:00+02:00
Location: Bari - da giovedi: Aula Multimediale Dipartimento di Fisica.

next_AIM workshop on XAI techniques for medical data analysis

from Wednesday, 16 October 2024 (14:00) to Friday, 18 October 2024 (16:00)

Monday, 14 October 2024
Tuesday, 15 October 2024
Wednesday, 16 October 2024

14:30 Welcome
Welcome
14:30 - 14:45
14:45 Status of the Next_AIM project - Alessandra Retico (INFN-Pisa)
Status of the Next_AIM project
- Alessandra Retico (INFN-Pisa)
14:45 - 15:00
15:10 State of art of XAI in Medical Imaging - Sara Colantonio (ISTI-CNR)
State of art of XAI in Medical Imaging
- Sara Colantonio (ISTI-CNR)
15:10 - 15:40
15:50 Legal expert's point of view - Gaia Gozzi (Pentaqo) Alessandro Paoletti (Pentaqo)
Legal expert's point of view
- Gaia Gozzi (Pentaqo)
- Alessandro Paoletti (Pentaqo)
15:50 - 16:20
16:30 Coffee break
Coffee break
16:30 - 17:00
17:00
17:00 - 18:30
Contributions

17:00 An explainable-by-design end-to-end AI framework based on prototypical part learning for mass detection and classification in DBT images - Andrea Berti (ISTI-CNR, Univ. of Pisa and INFN)

17:25 Modality-independent explainable anomaly detection tool for neuroimaging - Francesco Sensi (INFN-Genoa)

17:50 Explainability for machine learning models and applications in clinical practice - Nicola Lambri (Univ. of Milan and INFN)

18:15 Improved interpretability with DnetPRO classifier applied to radiomics data - Nico Curti (Univ. of Bologna and INFN)
Thursday, 17 October 2024
09:00
09:00 - 10:45
Contributions

09:15 Explainability in COVID-19 pneumonia: Finding consistent features in a multicenter radiomic study and explaining the prediction of a multi-input deep model - Camilla Scapicchio (INFN-Pisa)

09:40 Exploring the Challenges of Radiomics Signatures: A case study - Alessandro Stefano (IBFM-CNR and INFN-LNS)

10:05 Application of PyRadiomics and TabNet for medical image analysis - Antonio Zarrillo (Uni. of Naples and INFN)

10:30 Study of the robustness of radiomic features and of its potential impact on AI-based CAD systems - Maria Irene Tenerani (Univ. of Pisa and INFN)
10:45 Coffee break
Coffee break
10:45 - 11:15
11:15
11:15 - 13:25
Contributions

11:15 Combining Radiomics and Diffusion-MR to Unveil the Ageing Brain - Agnese Robustelli Test (Univ. of Pavia and INFN)

11:40 Explainable Artificial Intelligence for sarcoma patients - Leonardo Ubaldi (Univ. of Florence and INFN)

12:05 Explainable models for heterogeneous data (self-reported questionnaires) for Multiple Sclerosis - Federica Di Antonio (INFN-Genoa)

12:30 Unraveling the network signatures of oncogenicity in virus-human protein-protein interactions - Francesco Zambelli (Istituto Nazionale di Fisica Nucleare)
13:30 Lunch break
Lunch break
13:30 - 14:30
14:30
14:30 - 16:15
Contributions

14:30 Multimodal Lung Cancer and Metastasis Classification Using CT and PET: An Explainable AI Approach - Lorenzo de Trizio

14:55 Diffusion correction in Fricke hydrogel dosimeters through physics-informed neural network models - Mattia Romeo (Univ. of Palermo and INFN-Catania)

15:20 Fast accelerating approaches for Deep Learning in quantitative imaging - Mattia Ricchi (Univ. of Pisa and INFN-Bologna)

15:45 Interpreting the output of dose maps predicted by a Unet with the gamma index analysis - Lorenzo Marini (Univ. of Florence, Univ. of Pisa and INFN)
16:15 Coffee break
Coffee break
16:15 - 16:45
16:45 Round Table - What’s new in XAI: can we go beyond the qualitative explaination? - Francesca Lizzi (Istituto Nazionale di Fisica Nucleare)
Round Table - What’s new in XAI: can we go beyond the qualitative explaination?
- Francesca Lizzi (Istituto Nazionale di Fisica Nucleare)
16:45 - 18:00
Friday, 18 October 2024
09:00 Status of computing resource usage and SW repository 2024 - Ian Postuma (INFN-Pavia) Francesca Lizzi (INFN-Pisa)
Status of computing resource usage and SW repository 2024
- Ian Postuma (INFN-Pavia)
- Francesca Lizzi (INFN-Pisa)
09:00 - 09:45
09:45 Discussion of tasks to be concluded by the end of 2024 - Alessandra Retico (INFN-Pisa)
Discussion of tasks to be concluded by the end of 2024
- Alessandra Retico (INFN-Pisa)
09:45 - 10:30
11:00 Working group on data platforms - Sabina Tangaro (Univ. of Bari and INFN) Piernicola Oliva (Univ. Sassari & INFN-Cagliari) Camilla Scapicchio (INFN-Pisa)
Working group on data platforms
- Sabina Tangaro (Univ. of Bari and INFN)
- Piernicola Oliva (Univ. Sassari & INFN-Cagliari)
- Camilla Scapicchio (INFN-Pisa)
11:00 - 12:30
Working group on next_AIM SW repository - Francesca Lizzi (INFN-Pisa) Ian Postuma (INFN-Pavia)
Working group on next_AIM SW repository
- Francesca Lizzi (INFN-Pisa)
- Ian Postuma (INFN-Pavia)
11:00 - 12:30
Working group on task completion - Alessandro Lascialfari (Univ. of Pavia and INFN) Maurizio Marrale (Univ. of Palermo and INFN) Piernicola Oliva (Univ. of Sassari and INFN-Cagliari)
Working group on task completion
- Alessandro Lascialfari (Univ. of Pavia and INFN)
- Maurizio Marrale (Univ. of Palermo and INFN)
- Piernicola Oliva (Univ. of Sassari and INFN-Cagliari)
11:00 - 12:30
12:30 Wrap-up and conclusions - Alessandra Retico (INFN-Pisa)
Wrap-up and conclusions
- Alessandra Retico (INFN-Pisa)
12:30 - 13:00

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