Federico Pollastri

Research Projects

• Deep-Learning and HPC to Boost Biomedical Applications for Health

Research Activities

• Skin Lesion Analysis
• Deep Renal Biopsy Immunofluorescence Image Analysis
• Segmentation of the IAN Canal in CBCT Volumes

Publications

1	Di Bartolomeo, Mattia; Pellacani, Arrigo; Bolelli, Federico; Cipriano, Marco; Lumetti, Luca; Negrello, Sara; Allegretti, Stefano; Minafra, Paolo; Pollastri, Federico; Nocini, Riccardo; Colletti, Giacomo; Chiarini, Luigi; Grana, Costantino; Anesi, Alexandre "Inferior Alveolar Canal Automatic Detection with Deep Learning CNNs on CBCTs: Development of a Novel Model and Release of Open-Source Dataset and Algorithm" APPLIED SCIENCES, vol. 13, pp. 1 -18 , 2023 | DOI: 10.3390/app13053271 Journal
2	Cipriano, Marco; Allegretti, Stefano; Bolelli, Federico; Pollastri, Federico; Grana, Costantino "Improving Segmentation of the Inferior Alveolar Nerve through Deep Label Propagation" Proceedings of 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), vol. 2022-, New Orleans, Louisiana, USA, pp. 21105 -21114 , Jun 19-24, 2022 | DOI: 10.1109/CVPR52688.2022.02046 Conference
3	Testa, F.; Fontana, F.; Pollastri, F.; Chester, J.; Leonelli, M.; Giaroni, F.; Gualtieri, F.; Bolelli, F.; Mancini, E.; Nordio, M.; Sacco, P.; Ligabue, G.; Giovanella, S.; Ferri, M.; Alfano, G.; Gesualdo, L.; Cimino, S.; Donati, G.; Grana, C.; Magistroni, R. "Automated Prediction of Kidney Failure in IgA Nephropathy with Deep Learning from Biopsy Images" CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, vol. 17, pp. 1316 -1324 , 2022 | DOI: 10.2215/CJN.01760222 Journal
4	Oniga, D.; Cantalupo, B.; Tartaglione, E.; Perlo, D.; Grangetto, M.; Aldinucci, M.; Bolelli, F.; Pollastri, F.; Cancilla, M.; Canalini, L.; Grana, C.; Alcalde, C. M.; Cardillo, F. A.; Florea, M. "Applications of AI and HPC in the Health Domain" HPC, Big Data, and AI Convergence Towards Exascale: Challenge and Vision, pp. 217 -239 , 2022 | DOI: 10.1201/9781003176664-11 Chapter in Book
5	Pollastri, Federico; Cipriano, Marco; Bolelli, Federico; Grana, Costantino "Long-Range 3D Self-Attention for MRI Prostate Segmentation" 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), vol. 2022-, Kolkata, India, Mar 28-31, 2022 | DOI: 10.1109/ISBI52829.2022.9761448 Conference
6	Pollastri, Federico "Utilizzo del Deep Learning nella Analisi di Immagini Dermoscopiche" 2022 Other
7	Cipriano, Marco; Allegretti, Stefano; Bolelli, Federico; Di Bartolomeo, Mattia; Pollastri, Federico; Pellacani, Arrigo; Minafra, Paolo; Anesi, Alexandre; Grana, Costantino "Deep Segmentation of the Mandibular Canal: a New 3D Annotated Dataset of CBCT Volumes" IEEE ACCESS, vol. 10, pp. 11500 -11510 , 2022 | DOI: 10.1109/ACCESS.2022.3144840 Journal
8	Allegretti, Stefano; Bolelli, Federico; Pollastri, Federico; Longhitano, Sabrina; Pellacani, Giovanni; Grana, Costantino "Supporting Skin Lesion Diagnosis with Content-Based Image Retrieval" 2020 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, pp. 8053 -8060 , Jan 10-15, 2021 | DOI: 10.1109/ICPR48806.2021.9412419 Conference
9	Mercadante, Cristian; Cipriano, Marco; Bolelli, Federico; Pollastri, Federico; Di Bartolomeo, Mattia; Anesi, Alexandre; Grana, Costantino "A Cone Beam Computed Tomography Annotation Tool for Automatic Detection of the Inferior Alveolar Nerve Canal" Proceedings of the 16th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4: VISAPP, vol. 4, Vienna, Austria, pp. 724 -731 , Feb 8-10, 2021 | DOI: 10.5220/0010392307240731 Conference
10	Pollastri, Federico; Parreño, Mario; Maroñas, Juan; Bolelli, Federico; Paredes, Roberto; Ramos, Daniel; Grana, Costantino "A Deep Analysis on High Resolution Dermoscopic Image Classification" IET COMPUTER VISION, vol. 15, pp. 514 -526 , 2021 | DOI: 10.1049/cvi2.12048 Journal
11	Pollastri, Federico; Maroñas, Juan; Bolelli, Federico; Ligabue, Giulia; Paredes, Roberto; Magistroni, Riccardo; Grana, Costantino "Confidence Calibration for Deep Renal Biopsy Immunofluorescence Image Classification" 2020 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, pp. 1298 -1305 , Jan 10-15, 2021 | DOI: 10.1109/ICPR48806.2021.9412685 Conference
12	Ligabue, Giulia; Pollastri, Federico; Fontana, Francesco; Leonelli, Marco; Furci, Luciana; Giovanella, Silvia; Alfano, Gaetano; Cappelli, Gianni; Testa, Francesca; Bolelli, Federico; Grana, Costantino; Magistroni, Riccardo "Evaluation of the Classification Accuracy of the Kidney Biopsy Direct Immunofluorescence through Convolutional Neural Networks" CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, vol. 15, pp. 1445 -1454 , 2020 | DOI: 10.2215/CJN.03210320 Journal
13	Pollastri, Federico; Bolelli, Federico; Paredes Palacios, Roberto; Grana, Costantino "Augmenting data with GANs to segment melanoma skin lesions" MULTIMEDIA TOOLS AND APPLICATIONS, vol. 79, pp. 15575 -15592 , 2020 | DOI: 10.1007/s11042-019-7717-y Journal
14	Canalini, Laura; Pollastri, Federico; Bolelli, Federico; Cancilla, Michele; Allegretti, Stefano; Grana, Costantino "Skin Lesion Segmentation Ensemble with Diverse Training Strategies" Computer Analysis of Images and Patterns, vol. 11678, Salerno, Italy, pp. 89 -101 , Sep 3-5, 2019 | DOI: 10.1007/978-3-030-29888-3_8 Conference
15	Allegretti, Stefano; Bolelli, Federico; Cancilla, Michele; Pollastri, Federico; Canalini, Laura; Grana, Costantino "How does Connected Components Labeling with Decision Trees perform on GPUs?" Computer Analysis of Images and Patterns, vol. 11678, Salerno, Italy, pp. 39 -51 , Sep 3-5, 2019 | DOI: 10.1007/978-3-030-29888-3_4 Conference
16	Pollastri, Federico; Bolelli, Federico; Paredes, Roberto; Grana, Costantino "Improving Skin Lesion Segmentation with Generative Adversarial Networks" 2018 IEEE 31st International Symposium on Computer-Based Medical Systems (CBMS), vol. 2018-, Karlstad, Sweden, pp. 442 -443 , Jun 18-21, 2018 | DOI: 10.1109/CBMS.2018.00086 Conference