Multi-site harmonization of MRI data uncovers machine-learning discrimination capability in barely separable populations: An example from the ABIDE dataset S Saponaro, A Giuliano, R Bellotti, A Lombardi, S Tangaro, P Oliva, ... NeuroImage: Clinical 35, 103082, 2022 | 21 | 2022 |
Deriving quantitative information from multiparametric MRI via Radiomics: Evaluation of the robustness and predictive value of radiomic features in the discrimination of low … L Ubaldi, S Saponaro, A Giuliano, C Talamonti, A Retico Physica Medica 107, 102538, 2023 | 16 | 2023 |
Deep learning based joint fusion approach to exploit anatomical and functional brain information in autism spectrum disorders S Saponaro, F Lizzi, G Serra, F Mainas, P Oliva, A Giuliano, S Calderoni, ... Brain Informatics 11 (1), 2, 2024 | 3 | 2024 |
In-vitro Study for Cerenkov Luminescence Imaging Application in Hepatic Metastasectomy E Ciarrocchi, S Saponaro, F Bartoli, AG Cataldi, S Vitali, PA Erba, ... Frontiers in Physics 9, 635540, 2021 | 1 | 2021 |
Robust machine learning challenge: An AIFM multicentric competition to spread knowledge, identify common pitfalls and recommend best practice M Maddalo, A Fanizzi, N Lambri, E Loi, M Branchini, L Lorenzon, ... Physica Medica 127, 104834, 2024 | | 2024 |
Developing an ensemble machine learning study: Insights from a multi-center proof-of-concept study A Fanizzi, F Fadda, M Maddalo, S Saponaro, L Lorenzon, L Ubaldi, ... Plos one 19 (9), e0303217, 2024 | | 2024 |
SC10. 04 EVALUATION OF REPEATABILITY AND ROBUSTNESS OF CT-DERIVED RADIOMIC FEATURES USING A CUSTOM PHANTOM MI Tenerani, M Imbriani, F Lizzi, S Pallotta, M Quattrocchi, A Retico, ... Physica Medica 125, 103472, 2024 | | 2024 |
Investigation of a potential upstream harmonization based on image appearance matching to improve radiomics features robustness: a phantom study C Scapicchio, M Imbriani, F Lizzi, M Quattrocchi, A Retico, S Saponaro, ... Biomedical Physics & Engineering Express 10 (4), 045006, 2024 | | 2024 |
Development and Validation of Artificial Intelligence Methods for Magnetic Resonance Imaging Studies S SAPONARO | | 2023 |
COMBINING STRUCTURAL AND FUNCTIONAL MRI-BASED BRAIN FEATURES WITH A DEEP LEARNING JOINT FUSION APPROACH S Saponaro, F Lizzi, G Serra, L Marini, A Giuliano, P Oliva, A Retico Physica Medica: European Journal of Medical Physics 115, 2023 | | 2023 |
“AI4MP MACHINE LEARNING CHALLENGE”: A MULTICENTRIC COLLECTIVE EXPERIENCE OF DATA SCIENCE FOR “BIG DATA AND ARTIFICIAL INTELLIGENCE” AIFM WORKING GROUP M Maddalo, R Massafra, L Lorenzon, A Giuliano, E Loi, G Belmonte, ... Physica Medica 115, 102768, 2023 | | 2023 |
AN AUTOMATED CRITERION FOR EXPRESSING THE JUDGEMENT ON THE TECHNICAL QUALITY OF MEDICAL RADIOLOGICAL EQUIPMENTS A Tofani, A Niespolo, G Belmone, S Saponaro, FP Caputo, M Quattrocchi, ... Physica Medica: European Journal of Medical Physics 115, 2023 | | 2023 |
Robustness and predictivity of MRI-based radiomic features in glioma grade discrimination (∗) L Ubaldi, S Saponaro, A Giuliano, C Talamonti, A Retico IL NUOVO CIMENTO 100 (142), 46, 2023 | | 2023 |
IMPROVING THE PERFORMANCE OF MACHINE LEARNING MODELS THROUGH A MULTI-SITE MRI DATA HARMONIZATION FRAMEWORK S Saponaro, A Giuliano, R Bellotti, A Lombardi, S Tangaro, P Oliva, ... Physica Medica 104, S75, 2022 | | 2022 |
PD-0743 The role of timing of 3D boost in breast conservative treatment: concomitant versus sequential one. L Bardoscia, MA Gilio, R Bagnoli, S Saponaro, P Cocuzza, ... Radiotherapy and Oncology 170, S655-S656, 2022 | | 2022 |
Analisi e sviluppo di un modello di programmazione della produzione: il caso Savema SpA S SAPONARO | | 2021 |
Preliminary study of the feasibility of Cerenkov luminescence imaging in metastasectomy E Ciarrocchi, S Saponaro, F Bartoli, AG Cataldi, S Vitali, PA Erba, ... EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING 47 (SUPPL 1 …, 2020 | | 2020 |
In-vitro evaluation of a Cerenkov luminescence imaging system for intra-operative applications S SAPONARO | | 2020 |
Integration and Optimization of XNAT-Based Platforms for the Management of Heterogeneous and Multicenter Data in Biomedical Research C Scapicchio, S Arezzini, ME Fantacci, A Formuso, AC Kraan, E Mazzoni, ... | | |
Characterization and Quantification of Image Quality in CT Imaging Systems: A Phantom Study C Scapicchio, M Imbriani, F Lizzi, M Quattrocchi, A Retico, S Saponaro, ... | | |