

Federico Pollastri
Position at AImageLab:
PastMemberDipartimento di Ingegneria "Enzo Ferrari", Modena Italy
Federico Pollastri
Research Projects
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
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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
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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 18th International Symposium on Biomedical Imaging (ISBI),
vol. 2022-,
Kolkata, India,
Mar 28-31,
2022
| DOI: 10.1109/ISBI52829.2022.9761448
Conference
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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