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Artificial Intelligence in Minimally Invasive and Robotic Gastrointestinal Surgery: Major Applications and Recent Advances
2026 Pescio, M.; Marzola, F.; Distefano, G.; Leoncini, P.; Ammirati, C. A.; Barontini, F.; Dagnino, G.; Arezzo, A.
From precision to strength: computer vision for suture quality assessment—an ex vivo pilot study
2026 Spagnulo, Roberto; Marzola, Francesco; Corso, Federica; Distefano, Giovanni; Pescio, Matteo; Hayashi, Kengo; Barontini, Federica; Dagnino, Giulio; Althoefer, Kaspar; Siciliano, Bruno; Ourselin, Sebastien; Arezzo, Alberto
A reproducible framework for synthetic data generation and instance segmentation in robotic suturing
2025 Leoncini, Pietro; Marzola, Francesco; Pescio, Matteo; Casadio, Maura; Arezzo, Alberto; Dagnino, Giulio
Machine learning-driven Heckmatt grading in facioscapulohumeral muscular dystrophy: A novel pathway for musculoskeletal ultrasound analysis
2025 Marzola, Francesco; van Alfen, Nens; Doorduin, Jonne; Meiburger, Kristen M.
All you need is data preparation: A systematic review of image harmonization techniques in Multi-center/device studies for medical support systems
2024 Seoni, Silvia; Shahini, Alen; Meiburger, Kristen M.; Marzola, Francesco; Rotunno, Giulia; Acharya, U. Rajendra; Molinari, Filippo; Salvi, Massimo
Deep learning in Ultrasound Imaging and beyond: from discriminative analysis to generative models
2024 Marzola, Francesco
Segmentation and Multi-Timepoint Tracking of 3D Cancer Organoids from Optical Coherence Tomography Images Using Deep Neural Networks
2024 Branciforti, Francesco; Salvi, Massimo; D'Agostino, Filippo; Marzola, Francesco; Cornacchia, Sara; De Titta, Maria Olimpia; Mastronuzzi, Girolamo; Meloni, Isotta; Moschetta, Miriam; Porciani, Niccolò; Sciscenti, Fabrizio; Spertini, Alessandro; Spilla, Andrea; Zagaria, Ilenia; Deloria, Abigail J.; Deng, Shiyu; Haindl, Richard; Szakacs, Gergely; Csiszar, Agnes; Liu, Mengyang; Drexler, Wolfgang; Molinari, Filippo; Meiburger, Kristen M.
Can multiple segmentation methods enhance deep learning networks generalization? A novel hybrid learning paradigm
2023 Marzola, Francesco; Meiburger, Kristen; Molinari, Filippo; Salvi, Massimo
Development of a Deep Learning–Based System for Optic Nerve Characterization in Transorbital Ultrasound Images on a Multicenter Data Set
2023 Marzola, Francesco; Lochner, Piergiorgio; Naldi, Andrea; Lemor, Robert; Stögbauer, Jakob; Meiburger, Kristen M.
Exploring the Impact of Learning Paradigms on Network Generalization: A Multi-Center IMT Study
2023 Marzola, Francesco; Meiburger, Kristen M.; Molinari, Filippo; Salvi, Massimo
Innovative temporal loss function for segmentation of fine structures in ultrasound images
2023 Marzola, Francesco; Meiburger, Kristen M.; Salvi, Massimo
Carotid Ultrasound Boundary Study (CUBS): Technical considerations on an open multi-center analysis of computerized measurement systems for intima-media thickness measurement on common carotid artery longitudinal B-mode ultrasound scans
2022 Meiburger, K. M.; Marzola, F.; Zahnd, G.; Faita, F.; Loizou, C. P.; Laine, N.; Carvalho, C.; Steinman, D. A.; Gibello, L.; Bruno, R. M.; Clarenbach, R.; Francesconi, M.; Nicolaides, A. N.; Liebgott, H.; Campilho, A.; Ghotbi, R.; Kyriacou, E.; Navab, N.; Griffin, M.; Panayiotou, A. G.; Gherardini, R.; Varetto, G.; Bianchini, E.; Pattichis, C. S.; Ghiadoni, L.; Rouco, J.; Orkisz, M.; Molinari, F.
Automatic segmentation of the optic nerve in transorbital ultrasound images using a deep learning approach
2021 Meiburger, Kristen M.; Naldi, Andrea; Lochner, Piergiorgio; Marzola, Francesco
Carotid Ultrasound Boundary Study (CUBS): An Open Multicenter Analysis of Computerized Intima–Media Thickness Measurement Systems and Their Clinical Impact
2021 Meiburger, K. M.; Zahnd, G.; Faita, F.; Loizou, C. P.; Carvalho, C.; Steinman, D. A.; Gibello, L.; Bruno, R. M.; Marzola, F.; Clarenbach, R.; Francesconi, M.; Nicolaides, A. N.; Campilho, A.; Ghotbi, R.; Kyriacou, E.; Navab, N.; Griffin, M.; Panayiotou, A. G.; Gherardini, R.; Varetto, G.; Bianchini, E.; Pattichis, C. S.; Ghiadoni, L.; Rouco, J.; Molinari, F.
Deep learning segmentation of transverse musculoskeletal ultrasound images for neuromuscular disease assessment
2021 Marzola, Francesco; van Alfen, Nens; Doorduin, Jonne; Meiburger, Kristen M.
Automatic segmentation of ultrasound images of gastrocnemius medialis with different echogenicity levels using convolutional neural networks
2020 Marzola, F.; Alfen, N. V.; Salvi, M.; Santi, B. D.; Doorduin, J.; Meiburger, K. M.
Automatic segmentation of ultrasound images of gastrocnemius medialis with different echogenicity levels using convolutional neural networks
2020 Marzola, F.; Alfen, N. V.; Salvi, M.; De Santi, B.; Doorduin, J.; Meiburger, K. M.
Comparison of Histogram-based Textural Features between Cancerous and Normal Prostatic Tissue in Multiparametric Magnetic Resonance Images
2020 De Santi, B.; Salvi, M.; Giannini, V.; Meiburger, K. M.; Marzola, F.; Russo, F.; Bosco, M.; Molinari, F.
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Artificial Intelligence in Minimally Invasive and Robotic Gastrointestinal Surgery: Major Applications and Recent Advances / Pescio, M., Marzola, F., Distefano, G., Leoncini, P., Ammirati, C.A., Barontini, F., Dagnino, G., Arezzo, A.. - In: JOURNAL OF PERSONALIZED MEDICINE. - ISSN 2075-4426. - 16:2(2026). [10.3390/jpm16020071] | 1-gen-2026 | Pescio M.Marzola F.Distefano G.Leoncini P.Ammirati C. A.Arezzo A. + | jpm-16-00071.pdf |
| From precision to strength: computer vision for suture quality assessment—an ex vivo pilot study / Spagnulo, R., Marzola, F., Corso, F., Distefano, G., Pescio, M., Hayashi, K., Barontini, F., Dagnino, G., Althoefer, K., Siciliano, B., Ourselin, S., Arezzo, A.. - In: SURGICAL ENDOSCOPY. - ISSN 0930-2794. - 40:3(2026), pp. 1913-1924. [10.1007/s00464-025-12441-6] | 1-gen-2026 | Marzola, FrancescoCorso, FedericaDistefano, GiovanniPescio, MatteoArezzo, Alberto + | s00464-025-12441-6.pdf |
| A reproducible framework for synthetic data generation and instance segmentation in robotic suturing / Leoncini, P., Marzola, F., Pescio, M., Casadio, M., Arezzo, A., Dagnino, G.. - In: INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY. - ISSN 1861-6429. - ELETTRONICO. - 20:8(2025), pp. 1567-1576. [10.1007/s11548-025-03460-8] | 1-gen-2025 | Leoncini, PietroMarzola, FrancescoPescio, MatteoArezzo, Alberto + | s11548-025-03460-8.pdf |
| Machine learning-driven Heckmatt grading in facioscapulohumeral muscular dystrophy: A novel pathway for musculoskeletal ultrasound analysis / Marzola, F., van Alfen, N., Doorduin, J., Meiburger, K.M.. - In: CLINICAL NEUROPHYSIOLOGY. - ISSN 1388-2457. - 172:(2025), pp. 61-69. [10.1016/j.clinph.2025.01.016] | 1-gen-2025 | Marzola, FrancescoMeiburger, Kristen M. + | 2025_HeckmattML.pdf |
| All you need is data preparation: A systematic review of image harmonization techniques in Multi-center/device studies for medical support systems / Seoni, S., Shahini, A., Meiburger, K.M., Marzola, F., Rotunno, G., Acharya, U.R., Molinari, F., Salvi, M.. - In: COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE. - ISSN 0169-2607. - ELETTRONICO. - 250:(2024). [10.1016/j.cmpb.2024.108200] | 1-gen-2024 | Seoni, SilviaShahini, AlenMeiburger, Kristen M.Marzola, FrancescoRotunno, GiuliaMolinari, FilippoSalvi, Massimo + | (2024) paper - review harmonization.pdf |
| Deep learning in Ultrasound Imaging and beyond: from discriminative analysis to generative models / Marzola, Francesco. - (2024 Jun 05), pp. 1-100. | 5-giu-2024 | MARZOLA, FRANCESCO | conv_phd_thesis_fmz_v2.0.pdf; conv_phd_thesis_fmz_v2.0_summary.pdf |
| Segmentation and Multi-Timepoint Tracking of 3D Cancer Organoids from Optical Coherence Tomography Images Using Deep Neural Networks / Branciforti, F., Salvi, M., D'Agostino, F., Marzola, F., Cornacchia, S., De Titta, M.O., Mastronuzzi, G., Meloni, I., Moschetta, M., Porciani, N., Sciscenti, F., Spertini, A., Spilla, A., Zagaria, I., Deloria, A.J., Deng, S., Haindl, R., Szakacs, G., Csiszar, A., Liu, M., et al.. - In: DIAGNOSTICS. - ISSN 2075-4418. - ELETTRONICO. - 14:12(2024). [10.3390/diagnostics14121217] | 1-gen-2024 | Branciforti, FrancescoSalvi, MassimoD'Agostino, FilippoMarzola, FrancescoMastronuzzi, GirolamoMeloni, IsottaMoschetta, MiriamSciscenti, FabrizioMolinari, FilippoMeiburger, Kristen M. + | diagnostics-14-01217.pdf |
| Can multiple segmentation methods enhance deep learning networks generalization? A novel hybrid learning paradigm / Marzola, F., Meiburger, K., Molinari, F., Salvi, M.. - ELETTRONICO. - 12465:(2023), p. 39. (SPIE MEDICAL IMAGING 2023 San Diego (USA) 19-24 Febbraio 2023) [10.1117/12.2653394]. | 1-gen-2023 | Marzola, FrancescoMeiburger, KristenMolinari, FilippoSalvi, Massimo | SPIE_manuscript_vIRIS.docx; Marzola-CanMultiple.pdf |
| Development of a Deep Learning–Based System for Optic Nerve Characterization in Transorbital Ultrasound Images on a Multicenter Data Set / Marzola, F., Lochner, P., Naldi, A., Lemor, R., Stögbauer, J., Meiburger, K.M.. - In: ULTRASOUND IN MEDICINE AND BIOLOGY. - ISSN 0301-5629. - STAMPA. - 49:9(2023), pp. 2060-2071. [10.1016/j.ultrasmedbio.2023.05.011] | 1-gen-2023 | Francesco MarzolaKristen M. Meiburger + | Marzola-Development.pdf |
| Exploring the Impact of Learning Paradigms on Network Generalization: A Multi-Center IMT Study / Marzola, F., Meiburger, K.M., Molinari, F., Salvi, M.. - ELETTRONICO. - (2023), pp. 1-5. (2023 24th International Conference on Digital Signal Processing (DSP) Rhodes (Rodos), Greece 11-13 June 2023) [10.1109/DSP58604.2023.10167892]. | 1-gen-2023 | Marzola, FrancescoMeiburger, Kristen M.Molinari, FilippoSalvi, Massimo | DSP2023_paper_IMT_v5.pdf; Marzola-Exploring.pdf |
| Innovative temporal loss function for segmentation of fine structures in ultrasound images / Marzola, F., Meiburger, K.M., Salvi, M.. - ELETTRONICO. - (2023). (2023 IEEE International Ultrasonics Symposium (IUS) Montreal, QC, Canada 03-08 September 2023) [10.1109/IUS51837.2023.10308305]. | 1-gen-2023 | Marzola, FrancescoMeiburger, Kristen M.Salvi, Massimo | (2023) proceeding - temporal loss IUS.pdf; IUS23_Francesco_Marzola.pdf |
| Carotid Ultrasound Boundary Study (CUBS): Technical considerations on an open multi-center analysis of computerized measurement systems for intima-media thickness measurement on common carotid artery longitudinal B-mode ultrasound scans / Meiburger, K.M., Marzola, F., Zahnd, G., Faita, F., Loizou, C.P., Laine, N., Carvalho, C., Steinman, D.A., Gibello, L., Bruno, R.M., Clarenbach, R., Francesconi, M., Nicolaides, A.N., Liebgott, H., Campilho, A., Ghotbi, R., Kyriacou, E., Navab, N., Griffin, M., Panayiotou, A.G., et al.. - In: COMPUTERS IN BIOLOGY AND MEDICINE. - ISSN 0010-4825. - ELETTRONICO. - 144:(2022), p. 105333. [10.1016/j.compbiomed.2022.105333] | 1-gen-2022 | Meiburger K. M.Marzola F.Molinari F. + | 2022_CUBS_technical.pdf; CUBStechnical_CBMpreproof.pdf |
| Automatic segmentation of the optic nerve in transorbital ultrasound images using a deep learning approach / Meiburger, K.M., Naldi, A., Lochner, P., Marzola, F.. - ELETTRONICO. - (2021), pp. 1-4. (2021 IEEE International Ultrasonics Symposium (IUS) Virtuale 11-16 Sept. 2021) [10.1109/IUS52206.2021.9593827]. | 1-gen-2021 | Meiburger, Kristen M.Marzola, Francesco + | 2021_IUS_OpticNerve.pdf; IUS2021-4343-final.pdf |
| Carotid Ultrasound Boundary Study (CUBS): An Open Multicenter Analysis of Computerized Intima–Media Thickness Measurement Systems and Their Clinical Impact / Meiburger, K.M., Zahnd, G., Faita, F., Loizou, C.P., Carvalho, C., Steinman, D.A., Gibello, L., Bruno, R.M., Marzola, F., Clarenbach, R., Francesconi, M., Nicolaides, A.N., Campilho, A., Ghotbi, R., Kyriacou, E., Navab, N., Griffin, M., Panayiotou, A.G., Gherardini, R., Varetto, G., et al.. - In: ULTRASOUND IN MEDICINE AND BIOLOGY. - ISSN 0301-5629. - ELETTRONICO. - 47:8(2021), pp. 2442-2455. [10.1016/j.ultrasmedbio.2021.03.022] | 1-gen-2021 | Meiburger K. M.Marzola F.Molinari F. + | 2021_CUBS.pdf; Meiburger-Carotid.pdf |
| Deep learning segmentation of transverse musculoskeletal ultrasound images for neuromuscular disease assessment / Marzola, F., van Alfen, N., Doorduin, J., Meiburger, K.M.. - In: COMPUTERS IN BIOLOGY AND MEDICINE. - ISSN 0010-4825. - ELETTRONICO. - 135:(2021), p. 104623. [10.1016/j.compbiomed.2021.104623] | 1-gen-2021 | Francesco MarzolaKristen M. Meiburger + | 2021_USmuscleDL.pdf; USmuscleCNN_CBM-R2-final-clean.docx |
| Automatic segmentation of ultrasound images of gastrocnemius medialis with different echogenicity levels using convolutional neural networks / Marzola, F., Alfen, N.V., Salvi, M., Santi, B.D., Doorduin, J., Meiburger, K.M.. - 2020-:(2020), pp. 2113-2116. (42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society, EMBC 2020 2020) [10.1109/EMBC44109.2020.9176343]. | 1-gen-2020 | Marzola F.Salvi M.Meiburger K. M. + | - |
| Automatic segmentation of ultrasound images of gastrocnemius medialis with different echogenicity levels using convolutional neural networks / Marzola, F., Alfen, N.V., Salvi, M., De Santi, B., Doorduin, J., Meiburger, K.M.. - ELETTRONICO. - 2020:(2020), pp. 2113-2116. (42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society, EMBC 2020 Montreal, QC, Canada 20-24 July 2020) [10.1109/EMBC44109.2020.9176343]. | 1-gen-2020 | Marzola F.Salvi M.De Santi B.Meiburger K. M. + | EMBC_final.pdf; EMBC_2020_author.pdf |
| Comparison of Histogram-based Textural Features between Cancerous and Normal Prostatic Tissue in Multiparametric Magnetic Resonance Images / De Santi, B., Salvi, M., Giannini, V., Meiburger, K.M., Marzola, F., Russo, F., Bosco, M., Molinari, F.. - 2020-:(2020), pp. 1671-1674. (42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society, EMBC 2020 can 2020) [10.1109/EMBC44109.2020.9176307]. | 1-gen-2020 | De Santi B.Salvi M.Giannini V.Meiburger K. M.Marzola F.Bosco M.Molinari F. + | 2020_EMBC_MRItexture.pdf; MRItexture.pdf |