Valentina Giannini

ScholarGPS® ID: 42967470129951

Affiliation

University of Turin, Turin, Italy

Affiliation History

Field

Medicine

Discipline

Radiology

Top Specialties

Metrics Summary

Publication Count

Predicted Citations

1,303

Predicted h-index

Ranking

Publications and Citation History

Publications based on Top Specialties

Types of Publication

Publications
Books
Patents
NIH/NSF

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MultiTrans: Multi-branch transformer network for medical image segmentation (journal article) Zhang, Yanhua \| Balestra, Gabriella \| Zhang, Ke \| Wang, Jingyu \| Rosati, Samanta \| Giannini, Valentina Computer Methods and Programs in Biomedicine, volume 254 (2024). 10.1016/j.cmpb.2024.108280 Cited by (1) \| Cite \| Source
Developers-Doctor-patients: the artificial intelligence’s trifecta (journal article) Nicoletti, Rossella \| Nicoletti, Giulia \| Giannini, Valentina \| Teoh, Jeremy Yuen Chun Prostate Cancer and Prostatic Diseases, volume 27, issue 1, pages 3-4 (2024). 10.1038/s41391-023-00718-7 Cited by (2) \| Cite \| Source
Radiomics and liver: Where we are and where we are headed? (journal article) Maino, Cesare \| Vernuccio, Federica \| Cannella, Roberto \| Franco, Paolo Niccolò \| Giannini, Valentina \| Dezio, Michele \| Pisani, Antonio Rosario \| Blandino, Antonino Andrea \| Faletti, Riccardo \| De Bernardi, Elisabetta \| ... \| Inchingolo, Riccardo European Journal of Radiology, volume 171 (2024). 10.1016/j.ejrad.2024.111297 Cited by (1) \| Cite \| Source
Development and validation of a clinical decision support system based on PSA, microRNAs, and MRI for the detection of prostate cancer (journal article) Mazzetti, Simone \| Defeudis, Arianna \| Nicoletti, Giulia \| Chiorino, Giovanna \| De Luca, Stefano \| Faletti, Riccardo \| Gatti, Marco \| Gontero, Paolo \| Manfredi, Matteo \| Mello-Grand, Maurizia \| ... \| Giannini, Valentina European Radiology (2024). 10.1007/s00330-023-10542-1 Cited by (1) \| Cite \| Source
Development and Validation of an Explainable Radiomics Model to Predict High-Aggressive Prostate Cancer: A Multicenter Radiomics Study Based on Biparametric MRI (journal article) Nicoletti, Giulia \| Mazzetti, Simone \| Maimone, Giovanni \| Cignini, Valentina \| Cuocolo, Renato \| Faletti, Riccardo \| Gatti, Marco \| Imbriaco, Massimo \| Longo, Nicola \| Ponsiglione, Andrea \| ... \| Giannini, Valentina Cancers, volume 16, issue 1, pages 203- (2024). 10.3390/cancers16010203 Cited by (1) \| Cite \| Source
AI trustworthiness in prostate cancer imaging: a look at algorithmic and system transparency* (conference) Colantonio, Sara \| Berti, Andrea \| Buongiorno, Rossana \| Del Corso, Giulio \| Pachetti, Eva \| Pascali, Maria Antonietta \| Kalantzopoulos, Charalampos \| Kalokyri, Varvara \| Kondylakis, Haridimos \| Tachos, Nikolaos \| ... \| Tsiknakis, Manolis 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology (2023) Malta 10.1109/IEEECONF58974.2023.10404432 Cite \| Source
How Do Norms and Noise Impact Clustering Results? A Robustness Analysis Applied to Digital Pathology (conference) Nicoletti, Giulia \| Marchiò, Caterina \| Rosati, Samanta \| Berrino, Enrico \| Aquilano, Maria Costanza \| Bonoldi, Emanuela \| Balestra, Gabriella \| Regge, Daniele \| Giannini, Valentina 2023 IEEE 23rd International Conference on Bioinformatics and Bioengineering (BIBE) (2023) Dayton, OH, USA 10.1109/BIBE60311.2023.00061 Cite \| Source
Comparison between Different Approaches for the Creation of the Training Set: How Clustering and Dimensionality Impact the Performance of a Deep Learning Model (conference) Panic, Jovana \| Defeudis, Arianna \| Regge, Daniele \| Balestra, Gabriella \| Rosati, Samanta \| Giannini, Valentina 2023 IEEE 23rd International Conference on Bioinformatics and Bioengineering (BIBE) (2023) Dayton, OH, USA 10.1109/BIBE60311.2023.00070 Cite \| Source
A mutation-based radiomics signature predicts response to imatinib in Gastrointestinal Stromal Tumors (GIST) (journal article) Cappello, Giovanni \| Giannini, Valentina \| Cannella, Roberto \| Tabone, Emanuele \| Ambrosini, Ilaria \| Molea, Francesca \| Damiani, Nicolò \| Landolfi, Ilenia \| Serra, Giovanni \| Porrello, Giorgia \| ... \| Regge, Daniele European Journal of Radiology Open, volume 11 (2023). 10.1016/j.ejro.2023.100505 Cite \| Source
Virtual biopsy in abdominal pathology: where do we stand? (journal article) Defeudis, Arianna \| Panic, Jovana \| Nicoletti, Giulia \| Mazzetti, Simone \| Giannini, Valentina \| Regge, Daniele BJR\|Open, volume 5, issue 1 (2023). 10.1259/bjro.20220055 Cited by (3) \| Cite \| Source
Liver metastases: The role of magnetic resonance imaging (journal article) Maino, Cesare \| Vernuccio, Federica \| Cannella, Roberto \| Cortese, Francesco \| Franco, Paolo Niccolò \| Gaetani, Clara \| Giannini, Valentina \| Inchingolo, Riccardo \| Ippolito, Davide \| Defeudis, Arianna \| ... \| Gatti, Marco World Journal of Gastroenterology, volume 29, issue 36, pages 5180-5197 (2023). 10.3748/wjg.v29.i36.5180 Cited by (6) \| Cite \| Source
Machine Learning CT-Based Automatic Nodal Segmentation and PET Semi-Quantification of Intraoperative 68Ga-PSMA-11 PET/CT Images in High-Risk Prostate Cancer: A Pilot Study (journal article) Rovera, Guido \| Grimaldi, Serena \| Oderda, Marco \| Finessi, Monica \| Giannini, Valentina \| Passera, Roberto \| Gontero, Paolo \| Deandreis, Désirée Diagnostics, volume 13, issue 18, pages 3013- (2023). 10.3390/diagnostics13183013 Cited by (2) \| Cite \| Source
Could normalization improve robustness of abdominal MRI radiomic features? (journal article) Giannini, Valentina \| Panic, Jovana \| Regge, Daniele \| Balestra, Gabriella \| Rosati, Samanta Biomedical Physics & Engineering Express, volume 9, issue 5, pages 055002- (2023). 10.1088/2057-1976/ace4ce Cited by (4) \| Cite \| Source
Radiomics in colorectal cancer patients (journal article) Inchingolo, Riccardo \| Maino, Cesare \| Cannella, Roberto \| Vernuccio, Federica \| Cortese, Francesco \| Dezio, Michele \| Pisani, Antonio Rosario \| Giandola, Teresa \| Gatti, Marco \| Giannini, Valentina \| ... \| Faletti, Riccardo World Journal of Gastroenterology, volume 29, issue 19, pages 2888-2904 (2023). 10.3748/wjg.v29.i19.2888 Cited by (7) \| Cite \| Source
Artificial Intelligence in Oncologic Imaging (book chapter) In Multimodality Imaging and Intervention in Oncology Cappello, Giovanni \| Defeudis, Arianna \| Giannini, Valentina \| Mazzetti, Simone \| Regge, Daniele Springer International Publishing (2023) 10.1007/978-3-031-28524-0_24 Cite \| Source
Normalization Strategies in Multi-Center Radiomics Abdominal MRI: Systematic Review and Meta-Analyses (journal article) Panic, Jovana \| Defeudis, Arianna \| Balestra, Gabriella \| Giannini, Valentina \| Rosati, Samanta IEEE Open Journal of Engineering in Medicine and Biology, volume 4 (2023). 10.1109/OJEMB.2023.3271455 Cited by (4) \| Cite \| Source
MRI-based radiomics to predict response in locally advanced rectal cancer: comparison of manual and automatic segmentation on external validation in a multicentre study (journal article) Defeudis, Arianna \| Mazzetti, Simone \| Panic, Jovana \| Micilotta, Monica \| Vassallo, Lorenzo \| Giannetto, Giuliana \| Gatti, Marco \| Faletti, Riccardo \| Cirillo, Stefano \| Regge, Daniele \| Giannini, Valentina European Radiology Experimental, volume 6, issue 1 (2022). 10.1186/s41747-022-00272-2 Cited by (18) \| Cite \| Source
A fully automatic deep learning algorithm to segment rectal Cancer on MR images: a multi-center study (conference) Panic, Jovana \| Defeudis, Arianna \| Mazzetti, Simone \| Rosati, Samanta \| Giannetto, Giuliana \| Micilotta, Monica \| Vassallo, Lorenzo \| Gatti, Marco \| Regge, Daniele \| Balestra, Gabriella \| Giannini, Valentina 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (2022) Glasgow, Scotland, United Kingdom 10.1109/EMBC48229.2022.9871326 Cited by (4) \| Cite \| Source
A Deep Learning model to segment liver metastases on CT images acquired at different time-points during chemotherapy (conference) Defeudis, Arianna \| Panic, Jovana \| Guzzinati, Walter \| Pusceddu, Laura \| Vassallo, Lorenzo \| Regge, Daniele \| Giannini, Valentina 2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA) (2022) Messina, Italy 10.1109/MeMeA54994.2022.9856589 Cite \| Source
Comparison of Machine and Deep Learning models for automatic segmentation of prostate cancers on multiparametric MRI (conference) Maimone, Giovanni \| Nicoletti, Giulia \| Mazzetti, Simone \| Regge, Daniele \| Giannini, Valentina 2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA) (2022) Messina, Italy 10.1109/MeMeA54994.2022.9856530 Cited by (1) \| Cite \| Source