Archivio Istituzionale della RicercaGIANNINI, VALENTINA
GIANNINI, VALENTINA
015261
Rectal Cancer Segmentation: A Methodical Approach for Generalizable Deep Learning in a Multi‐Center Setting
2025 Panic, Jovana; Defeudis, Arianna; Vassallo, Lorenzo; Cirillo, Stefano; Gatti, Marco; Sghedoni, Roberto; Avanzo, Michele; Vanzulli, Angelo; Sorrentino, Luca; Boldrini, Luca; Tran, Huong Elena; Chiloiro, Giuditta; D'Agostino, Giuseppe Roberto; Menghi, Enrico; Fusco, Roberta; Petrillo, Antonella; Granata, Vincenza; Mori, Martina; Fiorino, Claudio; Jereczek‐fossa, Barbara Alicja; Gerardi, Marianna Alessandra; Dell'Aversana, Serena; Esposito, Antonio; Regge, Daniele; Rosati, Samanta; Balestra, Gabriella; Giannini, Valentina
Development and validation of a clinical decision support system based on PSA, microRNAs, and MRI for the detection of prostate cancer
2024 Mazzetti, Simone; Defeudis, Arianna; Nicoletti, Giulia; Chiorino, Giovanna; De Luca, Stefano; Faletti, Riccardo; Gatti, Marco; Gontero, Paolo; Manfredi, Matteo; Mello-Grand, Maurizia; Peraldo-Neia, Caterina; Zitella, Andrea; Porpiglia, Francesco; Regge, Daniele; Giannini, Valentina
Development and Validation of an Explainable Radiomics Model to Predict High-Aggressive Prostate Cancer: A Multicenter Radiomics Study Based on Biparametric MRI
2024 Nicoletti, Giulia; Mazzetti, Simone; Maimone, Giovanni; Cignini, Valentina; Cuocolo, Renato; Faletti, Riccardo; Gatti, Marco; Imbriaco, Massimo; Longo, Nicola; Ponsiglione, Andrea; Russo, Filippo; Serafini, Alessandro; Stanzione, Arnaldo; Regge, Daniele; Giannini, Valentina
MultiTrans: Multi-branch transformer network for medical image segmentation
2024 Zhang, Yanhua; Balestra, Gabriella; Zhang, Ke; Wang, Jingyu; Rosati, Samanta; Giannini, Valentina
Could normalization improve robustness of abdominal MRI radiomic features?
2023 Giannini, Valentina; Panic, Jovana; Regge, Daniele; Balestra, Gabriella; Rosati, Samanta
Normalization strategies in multi-center radiomics abdominal MRI: systematic review and meta-analyses
2023 Panic, Jovana; Defeudis, Arianna; Balestra, Gabriella; Giannini, Valentina; Rosati, Samanta
Virtual biopsy in abdominal pathology: where do we stand?
2023 Defeudis, Arianna; Panic, Jovana; Nicoletti, Giulia; Mazzetti, Simone; Giannini, Valentina; Regge, Daniele
Delta-Radiomics Predicts Response to First-Line Oxaliplatin-Based Chemotherapy in Colorectal Cancer Patients with Liver Metastases
2022 Giannini, V.; Pusceddu, L.; Defeudis, A.; Nicoletti, G.; Cappello, G.; Mazzetti, S.; Sartore-Bianchi, A.; Siena, S.; Vanzulli, A.; Rizzetto, F.; Fenocchio, E.; Lazzari, L.; Bardelli, A.; Marsoni, S.; Regge, D.
Integration of Deep Learning and Active Shape Models for More Accurate Prostate Segmentation in 3D MR Images
2022 Salvi, Massimo; DE SANTI, Bruno; Pop, Bianca; Bosco, Martino; Giannini, Valentina; Regge, Daniele; Molinari, Filippo; Meiburger, Kristen M.
MRI-based radiomics to predict response in locally advanced rectal cancer: comparison of manual and automatic segmentation on external validation in a multicentre study
2022 Defeudis, Arianna; Mazzetti, Simone; Panic, Jovana; Micilotta, Monica; Vassallo, Lorenzo; Giannetto, Giuliana; Gatti, Marco; Faletti, Riccardo; Cirillo, Stefano; Regge, Daniele; Giannini, Valentina
Diagnostic Accuracy of Single-plane Biparametric and Multiparametric Magnetic Resonance Imaging in Prostate Cancer: A Randomized Noninferiority Trial in Biopsy-naïve Men
2021 Russo, F.; Mazzetti, S.; Regge, D.; Ambrosini, I.; Giannini, V.; Manfredi, M.; De Luca, S.; Bollito, E.; Porpiglia, F.
EditorialReply to Anwar R. Padhani, Ivo G. Schoots, Jelle O. Barentsz. Fast Magnetic Resonance Imaging as a Viable Method for Directing the Prostate Cancer Diagnostic Pathway. Eur Urol Oncol 2021;4:863-5 Fast-MRI Feasibility in Biopsy-naive Patients: Clarifications on the Study Methods and Results
2021 Russo, Filippo; Mazzetti, Simone; Regge, Daniele; Ambrosini, Ilaria; Giannini, Valentina; Manfredi, Matteo; De Luca, Stefano; Bollito, Enrico; Porpiglia, Francesco
Radiomics and Magnetic Resonance Imaging of Rectal Cancer: From Engineering to Clinical Practice
2021 Coppola, Francesca; Giannini, Valentina; Gabelloni, Michela; Panic, Jovana; Defeudis, Arianna; Lo Monaco, Silvia; Cattabriga, Arrigo; Adriana Cocozza, Maria; Vincenzo Pastore, Luigi; Polici, Michela; Caruso, Damiano; Laghi, Andrea; Regge, Daniele; Neri, Emanuele; Golfieri, Rita; Faggioni, Lorenzo
Radiomics predicts response of individual HER2-amplified colorectal cancer liver metastases in patients treated with HER2-targeted therapy
2020 Giannini, V.; Rosati, S.; Defeudis, A.; Balestra, G.; Vassallo, L.; Cappello, G.; Mazzetti, S.; De Mattia, C.; Rizzetto, F.; Torresin, A.; Sartore-Bianchi, A.; Siena, S.; Vanzulli, A.; Leone, F.; Zagonel, V.; Marsoni, S.; Regge, D.
Specificity improvement of a CAD system for multiparametric MR prostate cancer using texture features and artificial neural networks
2017 Giannini, Valentina; Rosati, Samanta; Regge, D.; Balestra, Gabriella
A new algorithm for automatic vascular mapping of DCE-MRI of the breast: Clinical application of a potential new biomarker
2014 Vignati, A.; Giannini, V.; Carbonaro, L. A.; Bertotto, I.; Martincich, L.; Sardanelli, F.; Regge, D.
Performance of a fully automatic lesion detection system for breast DCE-MRI
2011 Vignati, Anna; Giannini, Valentina; De Luca, Massimo; Morra, Lia; Persano, Diego; Carbonaro, Luca A.; Bertotto, Ilaria; Martincich, Laura; Regge, Daniele; Bert, Alberto; Sardanelli, Francesco
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Rectal Cancer Segmentation: A Methodical Approach for Generalizable Deep Learning in a Multi‐Center Setting / Panic, J., Defeudis, A., Vassallo, L., Cirillo, S., Gatti, M., Sghedoni, R., Avanzo, M., Vanzulli, A., Sorrentino, L., Boldrini, L., Tran, H.E., Chiloiro, G., D'Agostino, G.R., Menghi, E., Fusco, R., Petrillo, A., Granata, V., Mori, M., Fiorino, C., Jereczek‐fossa, B.A., et al.. - In: INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY. - ISSN 0899-9457. - ELETTRONICO. - 35:3(2025). [10.1002/ima.70076] | 1-gen-2025 | Panic, JovanaRosati, SamantaBalestra, GabriellaGiannini, Valentina + | Int J Imaging Syst Tech - 2025 - Panic - Rectal Cancer Segmentation A Methodical Approach for Generalizable Deep Learning.pdf |
| Development and validation of a clinical decision support system based on PSA, microRNAs, and MRI for the detection of prostate cancer / Mazzetti, S., Defeudis, A., Nicoletti, G., Chiorino, G., De Luca, S., Faletti, R., Gatti, M., Gontero, P., Manfredi, M., Mello-Grand, M., Peraldo-Neia, C., Zitella, A., Porpiglia, F., Regge, D., Giannini, V.. - In: EUROPEAN RADIOLOGY. - ISSN 1432-1084. - ELETTRONICO. - (2024). [10.1007/s00330-023-10542-1] | 1-gen-2024 | Mazzetti, SimoneNicoletti, GiuliaGiannini, Valentina + | s00330-023-10542-1.pdf |
| Development and Validation of an Explainable Radiomics Model to Predict High-Aggressive Prostate Cancer: A Multicenter Radiomics Study Based on Biparametric MRI / Nicoletti, G., Mazzetti, S., Maimone, G., Cignini, V., Cuocolo, R., Faletti, R., Gatti, M., Imbriaco, M., Longo, N., Ponsiglione, A., Russo, F., Serafini, A., Stanzione, A., Regge, D., Giannini, V.. - In: CANCERS. - ISSN 2072-6694. - ELETTRONICO. - 16:1(2024). [10.3390/cancers16010203] | 1-gen-2024 | Nicoletti, GiuliaMazzetti, SimoneGiannini, Valentina + | cancers-16-00203-v2.pdf |
| MultiTrans: Multi-branch transformer network for medical image segmentation / Zhang, Y., Balestra, G., Zhang, K.e., Wang, J., Rosati, S., Giannini, V.. - In: COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE. - ISSN 0169-2607. - ELETTRONICO. - 254:(2024). [10.1016/j.cmpb.2024.108280] | 1-gen-2024 | Yanhua ZhangGabriella BalestraSamanta RosatiValentina Giannini + | articolo HUA.pdf; MultiTrans_Extension_Elsevier_V20 versione finale.pdf |
| Could normalization improve robustness of abdominal MRI radiomic features? / Giannini, V., Panic, J., Regge, D., Balestra, G., Rosati, S.. - In: BIOMEDICAL PHYSICS & ENGINEERING EXPRESS. - ISSN 2057-1976. - ELETTRONICO. - 9:5(2023). [10.1088/2057-1976/ace4ce] | 1-gen-2023 | Valentina GianniniJovana PanicGabriella BalestraSamanta Rosati + | 2023_Could normalization improve robustness of abdominal MRI radiomic features.pdf |
| Normalization strategies in multi-center radiomics abdominal MRI: systematic review and meta-analyses / Panic, J., Defeudis, A., Balestra, G., Giannini, V., Rosati, S.. - In: IEEE OPEN JOURNAL OF ENGINEERING IN MEDICINE AND BIOLOGY. - ISSN 2644-1276. - ELETTRONICO. - 4:(2023), pp. 67-76. [10.1109/OJEMB.2023.3271455] | 1-gen-2023 | Panic, JovanaBalestra, GabriellaGiannini, ValentinaRosati, Samanta + | Normalization_strategies_in_multi-center_radiomics_abdominal_MRI_systematic_review_and_meta-analyses.pdf; Panic-Normalization.pdf |
| Virtual biopsy in abdominal pathology: where do we stand? / Defeudis, A., Panic, J., Nicoletti, G., Mazzetti, S., Giannini, V., Regge, D.. - In: BJR|OPEN. - ISSN 2513-9878. - ELETTRONICO. - 5:1(2023). [10.1259/bjro.20220055] | 1-gen-2023 | Panic, JovanaNicoletti, GiuliaMazzetti, SimoneGiannini, Valentina + | bjro.20220055 (2).pdf |
| Delta-Radiomics Predicts Response to First-Line Oxaliplatin-Based Chemotherapy in Colorectal Cancer Patients with Liver Metastases / Giannini, V., Pusceddu, L., Defeudis, A., Nicoletti, G., Cappello, G., Mazzetti, S., Sartore-Bianchi, A., Siena, S., Vanzulli, A., Rizzetto, F., Fenocchio, E., Lazzari, L., Bardelli, A., Marsoni, S., Regge, D.. - In: CANCERS. - ISSN 2072-6694. - ELETTRONICO. - 14:1(2022). [10.3390/cancers14010241] | 1-gen-2022 | Giannini V.Nicoletti G. + | cancers-14-00241.pdf |
| Integration of Deep Learning and Active Shape Models for More Accurate Prostate Segmentation in 3D MR Images / Salvi, M., DE SANTI, B., Pop, B., Bosco, M., Giannini, V., Regge, D., Molinari, F., Meiburger, K.M.. - In: JOURNAL OF IMAGING. - ISSN 2313-433X. - ELETTRONICO. - 8:5(2022), p. 133. [10.3390/jimaging8050133] | 1-gen-2022 | Massimo SalviBruno De SantiValentina GianniniFilippo MolinariKristen M. Meiburger + | (2022) - paper prostateMRI.pdf |
| MRI-based radiomics to predict response in locally advanced rectal cancer: comparison of manual and automatic segmentation on external validation in a multicentre study / Defeudis, A., Mazzetti, S., Panic, J., Micilotta, M., Vassallo, L., Giannetto, G., Gatti, M., Faletti, R., Cirillo, S., Regge, D., Giannini, V.. - In: EUROPEAN RADIOLOGY EXPERIMENTAL. - ISSN 2509-9280. - (2022). [10.1186/s41747-022-00272-2] | 1-gen-2022 | Mazzetti SimonePanic JovanaGiannini Valentina + | MRI-based radiomics to predict response in locally advanced rectal cancer.pdf |
| Diagnostic Accuracy of Single-plane Biparametric and Multiparametric Magnetic Resonance Imaging in Prostate Cancer: A Randomized Noninferiority Trial in Biopsy-naïve Men / Russo, F., Mazzetti, S., Regge, D., Ambrosini, I., Giannini, V., Manfredi, M., De Luca, S., Bollito, E., Porpiglia, F.. - In: EUROPEAN UROLOGY ONCOLOGY. - ISSN 2588-9311. - STAMPA. - 4:6(2021), pp. 855-862. [10.1016/j.euo.2021.03.007] | 1-gen-2021 | Giannini V. + | Giannini-Diagnostic.pdf |
| EditorialReply to Anwar R. Padhani, Ivo G. Schoots, Jelle O. Barentsz. Fast Magnetic Resonance Imaging as a Viable Method for Directing the Prostate Cancer Diagnostic Pathway. Eur Urol Oncol 2021;4:863-5 Fast-MRI Feasibility in Biopsy-naive Patients: Clarifications on the Study Methods and Results / Russo, F., Mazzetti, S., Regge, D., Ambrosini, I., Giannini, V., Manfredi, M., De Luca, S., Bollito, E., Porpiglia, F.. - In: EUROPEAN UROLOGY ONCOLOGY. - ISSN 2588-9311. - STAMPA. - 4:6(2021), pp. 866-867. [10.1016/J.EUO.2021.06.005] | 1-gen-2021 | Giannini, Valentina + | 1-s2.0-S2588931121001218-main.pdf |
| Radiomics and Magnetic Resonance Imaging of Rectal Cancer: From Engineering to Clinical Practice / Coppola, F., Giannini, V., Gabelloni, M., Panic, J., Defeudis, A., Lo Monaco, S., Cattabriga, A., Adriana Cocozza, M., Vincenzo Pastore, L., Polici, M., Caruso, D., Laghi, A., Regge, D., Neri, E., Golfieri, R., Faggioni, L.. - In: DIAGNOSTICS. - ISSN 2075-4418. - 11:(2021). [10.3390/diagnostics11050756] | 1-gen-2021 | Valentina GianniniJovana Panic + | Radiomics and Magnetic Resonance Imaging of Rectal Cancer_ From Engineering to Clinical Practice _ Enhanced Reader.pdf |
| Radiomics predicts response of individual HER2-amplified colorectal cancer liver metastases in patients treated with HER2-targeted therapy / Giannini, V., Rosati, S., Defeudis, A., Balestra, G., Vassallo, L., Cappello, G., Mazzetti, S., De Mattia, C., Rizzetto, F., Torresin, A., Sartore-Bianchi, A., Siena, S., Vanzulli, A., Leone, F., Zagonel, V., Marsoni, S., Regge, D.. - In: INTERNATIONAL JOURNAL OF CANCER. - ISSN 0020-7136. - ELETTRONICO. - 147:11(2020), pp. 3215-3223. [10.1002/ijc.33271] | 1-gen-2020 | Giannini V.Rosati S.Balestra G. + | ijc.33271.pdf; IJC-20-1143.R2_Proof_hi.pdf |
| Specificity improvement of a CAD system for multiparametric MR prostate cancer using texture features and artificial neural networks / Giannini, V., Rosati, S., Regge, D., Balestra, G.. - In: HEALTH AND TECHNOLOGY. - ISSN 2190-7188. - ELETTRONICO. - 7:1(2017), pp. 71-80. [10.1007/s12553-016-0150-6] | 1-gen-2017 | GIANNINI, VALENTINAROSATI, SAMANTABALESTRA, GABRIELLA + | Specificity improvement of a CAD system - Postprint Draft.pdf |
| A new algorithm for automatic vascular mapping of DCE-MRI of the breast: Clinical application of a potential new biomarker / Vignati, A., Giannini, V., Carbonaro, L.A., Bertotto, I., Martincich, L., Sardanelli, F., Regge, D.. - In: COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE. - ISSN 0169-2607. - ELETTRONICO. - 117:3(2014), pp. 482-488. [10.1016/j.cmpb.2014.09.003] | 1-gen-2014 | Giannini V. + | Giannini.ANewAlgorithm.pdf |
| Performance of a fully automatic lesion detection system for breast DCE-MRI / Vignati, A., Giannini, V., De Luca, M., Morra, L., Persano, D., Carbonaro, L.A., Bertotto, I., Martincich, L., Regge, D., Bert, A., Sardanelli, F.. - In: JOURNAL OF MAGNETIC RESONANCE IMAGING. - ISSN 1053-1807. - STAMPA. - 34:6(2011), pp. 1341-1351. [10.1002/jmri.22680] | 1-gen-2011 | Giannini, ValentinaMorra, Lia + | Performance of a Fully Automatic Lesion ... 2011 Regge.pdf |