Publications

Here you can find a list of all my publications (journal papers, conference papers, etc…) sorted by year, and the links to the full text.
The most recent publications are shown at the top of the page.
If you find them valuable, don’t hesitate to cite them in your paper.

2025

• Comparative Evaluation of Machine Learning-Based Radiomics and Deep Learning for Breast Lesion Classification in Mammography

  Stefano Alessandro, Bini Fabiano, Giovagnoli Eleonora, Dimarco Mariangela, Lauciello Nicolò, Narbonese Daniela, Pasini Giovanni, Marinozzi Franco, Russo Giorgio, D’Angelo Ildebrando. Comparative Evaluation of Machine Learning-Based Radiomics and Deep Learning for Breast Lesion Classification in Mammography. Diagnostics 2025, 15, 953.

• [18F]PSMA-1007 PET/CT-based radiomics may help enhance the interpretation of bone focal uptakes in hormone-sensitive prostate cancer patients

  Bauckneht Matteo, Pasini Giovanni, Di Raimondo Tania, Russo Giorgio, Raffa Stefano, Donegani Maria Isabella, Dubois Daniela, Peñuela Leonardo, Sofia Luca, Celesti Greta, Bini Fabiano, Marinozzi Franco, Lanfranchi Francesco, Laudicella Riccardo, Sambuceti Gianmario, Stefano Alessandro. [18F]PSMA-1007 PET/CT-based radiomics may help enhance the interpretation of bone focal uptakes in hormone-sensitive prostate cancer patients. Eur J Nucl Med Mol Imaging 52, 2076–2086 (2025).

2024

• Implementation of Automatic Segmentation Framework as Preprocessing Step for Radiomics Analysis of Lung Anatomical Districts

  Stefano Alessandro, Bini Fabiano, Lauciello Nicolò, Pasini Giovanni, Marinozzi Franco, Russo Giorgio. Implementation of Automatic Segmentation Framework as Preprocessing Step for Radiomics Analysis of Lung Anatomical Districts. BioMedInformatics 2024, 4, 2309-2320.

• Preclinical Implementation of matRadiomics: A Case Study for Early Malformation Prediction in Zebrafish Model

  Bini Fabiano, Missori Elisa, Pucci Gaia, Pasini Giovanni, Marinozzi Franco, Forte Giusi Irma, Russo Giorgio, Stefano Alessandro. Preclinical Implementation of matRadiomics: A Case Study for Early Malformation Prediction in Zebrafish Model. J. Imaging 2024, 10, 290.

• A Robust [18F]-PSMA-1007 Radiomics Ensemble Model for Prostate Cancer Risk Stratification

  Pasini Giovanni, Stefano Alessandro, Mantarro Cristina, Richiusa Selene, Comelli Albert, Russo Giorgio Ivan, Sabini Maria Gabriella, Cosentino Sebastiano, Ippolito Massimo, Russo Giorgio. A Robust [18F]-PSMA-1007 Radiomics Ensemble Model for Prostate Cancer Risk Stratification. J Digit Imaging. Inform. med. 38, 1388–1402 (2025).

• Development and Implementation of an Innovative Framework for Automated Radiomics Analysis in Neuroimaging

  Camastra Chiara, Pasini Giovanni, Stefano Alessandro, Russo Giorgio, Vescio Basilio, Bini Fabiano, Marinozzi Franco, Augimeri Antonio. Development and Implementation of an Innovative Framework for Automated Radiomics Analysis in Neuroimaging. J. Imaging 2024, 10, 96.

• Prediction of High Pathological Grade in Prostate Cancer Patients Undergoing [18F]-PSMA PET/CT: A Preliminary Radiomics Study

  Stefano Alessandro, Mantarro Cristina, Richiusa Selene, Pasini Giovanni, Sabini Maria Gabriella, Cosentino Sebastiano, Ippolito Massimo. In: Foresti, G.L., Fusiello, A., Hancock, E. (eds) Image Analysis and Processing - ICIAP 2023 Workshops. ICIAP 2023. Lecture Notes in Computer Science, vol 14366. Springer, Cham.

• Assessing the Robustness and Reproducibility of CT Radiomics Features in Non-small-cell Lung Carcinoma

  Pasini Giovanni In: Foresti, G.L., Fusiello, A., Hancock, E. (eds) Image Analysis and Processing - ICIAP 2023 Workshops. ICIAP 2023. Lecture Notes in Computer Science, vol 14366. Springer, Cham.

2023

• A Critical Analysis of the Robustness of Radiomics to Variations in Segmentation Methods in 18F-PSMA-1007 PET Images of Patients Affected by Prostate Cancer

  Pasini Giovanni, Russo Giorgio, Mantarro Cristina, Bini Fabino, Richiusa Selene, Morgante Lucrezia, Comelli Albert, Russo Giorgio Ivan, Sabini Maria Gabriella, Cosentino Sebastiano, Marinozzi Franco, Ippolito Massimo, Stefano Alessandro. Diagnostics. 2023; 13(24):3640.

• Radiomics Analyses to Predict Histopathology in Patients with Metastatic Testicular Germ Cell Tumors before Post-Chemotherapy Retroperitoneal Lymph Node Dissection

  Scavuzzo Anna, Pasini Giovanni, Crescio Elisabetta, Jimenez-Rios Miguel Angel, Figueroa-Rodriguez Pavel, Comelli Albert, Russo Giorgio, Vazquez Ivan Calvo, Araiza Sebastian Muruato, Ortiz David Gomez, Montiel Delia Perez, Saavedra Alejandro Lopez, Stefano Alessandro. Journal of Imaging. 2023; 9(10):213

• Phenotyping the Histopathological Subtypes of Non-Small-Cell Lung Carcinoma: How Beneficial Is Radiomics?

  Pasini Giovanni, Stefano Alessandro, Russo Giorgio, Comelli Albert, Marinozzi Franco, Bini Fabiano. Diagnostics 2023, 13, 1167.

2022

• matRadiomics: A Novel and Complete Radiomics Framework, from Image Visualization to Predictive Model

  Pasini Giovanni, Bini Fabiano, Russo Giorgio, Comelli Albert, Marinozzi Franco, Stefano Alessandro. Journal of Imaging. 2022; 8(8):221.

• matRadiomics: From Biomedical Image Visualization to Predictive Model Implementation

  Pasini Giovanni, Bini Fabiano, Russo Giorgio, Marinozzi Franco, Stefano Alessandro. In: Mazzeo, P.L., Frontoni, E., Sclaroff, S., Distante, C. (eds) Image Analysis and Processing. ICIAP 2022 Workshops. ICIAP 2022. Lecture Notes in Computer Science, vol 13373. Springer, Cham

• MRI-Based Radiomics Analysis for Identification of Features Correlated with the Expanded Disability Status Scale of Multiple Sclerosis Patients.

  Valentina Nepi, Pasini Giovanni, Bini Fabiano, Marinozzi Franco, Russo Giorgio, Stefano Alessandro. In: Mazzeo, P.L., Frontoni, E., Sclaroff, S., Distante, C. (eds) Image Analysis and Processing. ICIAP 2022 Workshops. ICIAP 2022. Lecture Notes in Computer Science, vol 13373. Springer, Cham.