Archivio Istituzionale della RicercaGIANNINI, VALENTINA
GIANNINI, VALENTINA
015261
A Deep Learning model to segment liver metastases on CT images acquired at different time-points during chemotherapy
2022 Defeudis, Arianna; Panic, Jovana; Guzzinati, Walter; Pusceddu, Laura; Vassallo, Lorenzo; Regge, Daniele; Giannini, Valentina
A fully automatic deep learning algorithm to segment Rectal Cancer on MR images: a multi-center study
2022 Panic, Jovana; Defeudis, Arianna; Mazzetti, Simone; Rosati, Samanta; Giannetto, Giuliana; Micilotta, Monica; Vassallo, Lorenzo; Gatti, Marco; Regge, Daniele; Balestra, Gabriella; Giannini, Valentina
Impact of network parameters on a U-Net based system for rectal cancer segmentation on MR images
2022 Panic, Jovana; Giannini, Valentina; Defeudis, Arianna; Regge, Daniele; Balestra, Gabriella; Rosati, Samanta
Comparison of radiomics approaches to predict resistance to 1st line chemotherapy in liver metastatic colorectal cancer
2021 Defeudis, A; Cefaloni, L; Giannetto, G; Cappello, G; Rizzetto, F; Panic, J; Barra, D; Nicoletti, G; Mazzetti, S; Vanzulli, A; Regge, D; Giannini, V
Deep learning model for automatic prostate segmentation on bicentric T2w images with and without endorectal coil
2021 Barra, D; Nicoletti, G; Defeudis, A; Mazzetti, S; Panic, J; Gatti, M; Faletti, R; Russo, F; Regge, D; Giannini, V
Virtual biopsy in prostate cancer: can machine learning distinguish low and high aggressive tumors on MRI?
2021 Nicoletti, Giulia; Barra, Davide; Defeudis, Arianna; Mazzetti, Simone; Gatti, Marco; Faletti, Riccardo; Russo, Filippo; Regge, Daniele; Giannini, Valentina
A Convolutional Neural Network based system for Colorectal cancer segmentation on MRI images
2020 Panic, Jovana; Defeudis, Arianna; Mazzetti, Simone; Rosati, Samanta; Giannetto, Giuliana; Vassallo, Lorenzo; Regge, Daniele; Balestra, Gabriella; Giannini, Valentina
An innovative radiomics approach to predict response to chemotherapy of liver metastases based on CT images
2020 Giannini, Valentina; Defeudis, Arianna; Rosati, Samanta; Cappello, Giovanni; Mazzetti, Simone; Panic, Jovana; Regge, Daniele; Balestra, Gabriella
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.
Deep learning to segment liver metastases on CT images: Impact on a radiomics method to predict response to chemotherapy
2020 Giannini, V.; Defeudis, A.; Rosati, S.; Cappello, G.; Vassallo, L.; Mazzetti, S.; Panic, J.; Regge, D.; Balestra, G.
Multimodal T2w and DWI Prostate Gland Automated Registration
2019 De Santi, B.; Salvi, M.; Giannini, V.; Meiburger, K. M.; Michielli, N.; Seoni, S.; Regge, D.; Molinari, F.
Correlation based Feature Selection impact on the classification of breast cancer patients response to neoadjuvant chemotherapy
2018 Rosati, S.; Gianfreda, C. M.; Balestra, G.; Martincich, L.; Giannini, V.; Regge, D.
Radiomics for pretreatment prediction of pathological response to neoadjuvant therapy using magnetic resonance imaging: Influence of feature selection
2018 Giannini, Valentina; Rosati, Samanta; Castagneri, Cristina; Martincich, Laura; Regge, Daniele; Balestra, Gabriella
Radiomics to predict response to neoadjuvant chemotherapy in rectal cancer: influence of simultaneous feature selection and classifier optimization
2018 Rosati, S; Gianfreda, Cm; Balestra, G; Giannini, V; Mazzetti, S; Regge, D
Dataset homogeneity assessment for a prostate cancer CAD system
2016 Rosati, Samanta; Giannini, Valentina; Castagneri, Cristina; Regge, D.; Balestra, Gabriella
Texture Features and Artificial Neural Networks: A Way to Improve the Specificity of a CAD System for Multiparametric MR Prostate Cancer
2016 Giannini, Valentina; Rosati, Samanta; Regge, Daniele; Balestra, Gabriella
A 3D voxel neighborhood classification approach within a multiparametric MRI classifier for prostate cancer detection
2015 Rossi, Francesco; Savino, Alessandro; Giannini, V.; Vignati, A.; Mazzetti, S.; Benso, Alfredo; DI CARLO, Stefano; Politano, GIANFRANCO MICHELE MARIA; Regge, D.
ChiMerge Discretization Method: Impact on a Computer Aided Diagnosis System for Prostate Cancer in MRI
2015 Rosati, Samanta; Giannini, Valentina; Mazzetti, S.; Russo, F.; Regge, D.; Balestra, Gabriella
A Prostate Cancer Computer Aided Diagnosis Software including Malignancy Tumor Probabilistic Classification
2014 Savino, Alessandro; Benso, Alfredo; DI CARLO, Stefano; Giannini, V.; Vignati, A.; Politano, GIANFRANCO MICHELE MARIA; Mazzetti, S.; Regge, D.
A Computer Aided Diagnosis System To Detect Prostate Cancer With Endorectal Multiparametric MRI
2013 Savino, Alessandro; Giannini, V.; Vignati, A.; Mazzetti, S.; Benso, Alfredo; Bracco, C.; DI CARLO, Stefano; Politano, GIANFRANCO MICHELE MARIA; Stasi, M.; Russo, F.; Regge, D.
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| A Deep Learning model to segment liver metastases on CT images acquired at different time-points during chemotherapy / Defeudis, Arianna; Panic, Jovana; Guzzinati, Walter; Pusceddu, Laura; Vassallo, Lorenzo; Regge, Daniele; Giannini, Valentina. - ELETTRONICO. - (2022), pp. 1-5. (Intervento presentato al convegno 17th IEEE International Symposium on Medical Measurements and Applications (IEEE MeMeA 2022) tenutosi a Giardini Naxos - Taormina, Messina (Italy) nel 22 June - 24 June 2022) [10.1109/MeMeA54994.2022.9856589]. | 1-gen-2022 | Jovana PanicValentina Giannini + | A_Deep_Learning_model_to_segment_liver_metastases_on_CT_images_acquired_at_different_time-points_during_chemotherapy.pdf; ManuscriptFinal.pdf |
| A fully automatic deep learning algorithm to segment Rectal Cancer on MR images: a multi-center study / Panic, Jovana; Defeudis, Arianna; Mazzetti, Simone; Rosati, Samanta; Giannetto, Giuliana; Micilotta, Monica; Vassallo, Lorenzo; Gatti, Marco; Regge, Daniele; Balestra, Gabriella; Giannini, Valentina. - ELETTRONICO. - (2022), pp. 5066-5069. (Intervento presentato al convegno 44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'22) tenutosi a Glasgow, United Kingdom nel 11-15 July, 2022) [10.1109/EMBC48229.2022.9871326]. | 1-gen-2022 | Jovana PanicSamanta RosatiGabriella BalestraValentina Giannini + | Manusctipt_DEF_2022_FINAL.pdf; A_fully_automatic_deep_learning_algorithm_to_segment_rectal_Cancer_on_MR_images_a_multi-center_study.pdf |
| Impact of network parameters on a U-Net based system for rectal cancer segmentation on MR images / Panic, Jovana; Giannini, Valentina; Defeudis, Arianna; Regge, Daniele; Balestra, Gabriella; Rosati, Samanta. - ELETTRONICO. - (2022), pp. 1-6. (Intervento presentato al convegno 2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA) tenutosi a Giardini Naxos - Taormina, Italy nel 22-24 June, 2022) [10.1109/MeMeA54994.2022.9856529]. | 1-gen-2022 | Jovana PanicValentina GianniniGabriella BalestraSamanta Rosati + | FinalManuscript.pdf; Rosati-Impact.pdf |
| Comparison of radiomics approaches to predict resistance to 1st line chemotherapy in liver metastatic colorectal cancer / Defeudis, A; Cefaloni, L; Giannetto, G; Cappello, G; Rizzetto, F; Panic, J; Barra, D; Nicoletti, G; Mazzetti, S; Vanzulli, A; Regge, D; Giannini, V. - ELETTRONICO. - 2021:(2021), pp. 3305-3308. (Intervento presentato al convegno 2021 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) tenutosi a Mexico nel 1-5 Nov. 2021) [10.1109/embc46164.2021.9630316]. | 1-gen-2021 | Panic JNicoletti GGiannini V + | Defeudis_EMBC21.pdf; Comparison_of_radiomics_approaches_to_predict_resistance_to_1st_line_chemotherapy_in_liver_metastatic_colorectal_cancer.pdf |
| Deep learning model for automatic prostate segmentation on bicentric T2w images with and without endorectal coil / Barra, D; Nicoletti, G; Defeudis, A; Mazzetti, S; Panic, J; Gatti, M; Faletti, R; Russo, F; Regge, D; Giannini, V. - ELETTRONICO. - 2021:(2021), pp. 3370-3373. (Intervento presentato al convegno 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) tenutosi a Mexico nel 1-5 Nov. 2021) [10.1109/embc46164.2021.9630792]. | 1-gen-2021 | Nicoletti GPanic JGiannini V + | Deep_learning_model_for_automatic_prostate_segmentation_on_bicentric_T2w_images_with_and_without_endorectal_coil.pdf; Barra_EMBC2021.pdf |
| Virtual biopsy in prostate cancer: can machine learning distinguish low and high aggressive tumors on MRI? / Nicoletti, Giulia; Barra, Davide; Defeudis, Arianna; Mazzetti, Simone; Gatti, Marco; Faletti, Riccardo; Russo, Filippo; Regge, Daniele; Giannini, Valentina. - ELETTRONICO. - 2021:(2021), pp. 3374-3377. (Intervento presentato al convegno 2021 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) tenutosi a Mexico nel 1-5 Nov. 2021) [10.1109/EMBC46164.2021.9630988]. | 1-gen-2021 | Nicoletti, GiuliaGiannini, Valentina + | Nicoletti_EMBC2021.pdf; Virtual_biopsy_in_prostate_cancer_can_machine_learning_distinguish_low_and_high_aggressive_tumors_on_MRI.pdf |
| A Convolutional Neural Network based system for Colorectal cancer segmentation on MRI images / Panic, Jovana; Defeudis, Arianna; Mazzetti, Simone; Rosati, Samanta; Giannetto, Giuliana; Vassallo, Lorenzo; Regge, Daniele; Balestra, Gabriella; Giannini, Valentina. - ELETTRONICO. - (2020), pp. 1675-1678. (Intervento presentato al convegno 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) tenutosi a Montreal, QC, Canada nel 20-24 July 2020) [10.1109/EMBC44109.2020.9175804]. | 1-gen-2020 | Panic, JovanaRosati, SamantaBalestra, GabriellaGiannini, Valentina + | Panic_EMBC2020.pdf; 09175804.pdf |
| An innovative radiomics approach to predict response to chemotherapy of liver metastases based on CT images / Giannini, Valentina; Defeudis, Arianna; Rosati, Samanta; Cappello, Giovanni; Mazzetti, Simone; Panic, Jovana; Regge, Daniele; Balestra, Gabriella. - ELETTRONICO. - (2020), pp. 1339-1342. (Intervento presentato al convegno 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) tenutosi a Montreal, QC, Canada nel 20-24 July 2020) [10.1109/EMBC44109.2020.9176627]. | 1-gen-2020 | Giannini, ValentinaRosati, SamantaPanic, JovanaBalestra, Gabriella + | Giannini_EMBC2020_final.pdf; 09176627.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. (Intervento presentato al convegno 42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society, EMBC 2020 tenutosi a can nel 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 |
| Deep learning to segment liver metastases on CT images: Impact on a radiomics method to predict response to chemotherapy / Giannini, V.; Defeudis, A.; Rosati, S.; Cappello, G.; Vassallo, L.; Mazzetti, S.; Panic, J.; Regge, D.; Balestra, G.. - ELETTRONICO. - (2020), pp. 1-5. (Intervento presentato al convegno 15th IEEE International Symposium on Medical Measurements and Applications, MeMeA 2020 tenutosi a Bari (Italy) nel 1 June-1 July 2020) [10.1109/MeMeA49120.2020.9137150]. | 1-gen-2020 | Giannini V.Rosati S.Panic J.Balestra G. + | Giannini_Memea2020_final.pdf; 09137150.pdf |
| Multimodal T2w and DWI Prostate Gland Automated Registration / De Santi, B.; Salvi, M.; Giannini, V.; Meiburger, K. M.; Michielli, N.; Seoni, S.; Regge, D.; Molinari, F.. - ELETTRONICO. - 2019:(2019), pp. 4427-4430. (Intervento presentato al convegno 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019 tenutosi a deu nel 2019) [10.1109/EMBC.2019.8856467]. | 1-gen-2019 | De Santi B.Salvi M.Giannini V.Meiburger K. M.Michielli N.Seoni S.Molinari F. + | 08856467.pdf; EMBC_reg.pdf |
| Correlation based Feature Selection impact on the classification of breast cancer patients response to neoadjuvant chemotherapy / Rosati, S.; Gianfreda, C. M.; Balestra, G.; Martincich, L.; Giannini, V.; Regge, D.. - ELETTRONICO. - (2018), pp. 1-5. (Intervento presentato al convegno MeMeA 2018 tenutosi a Rome (Italy) nel 11-13 June 2018) [10.1109/MeMeA.2018.8438698]. | 1-gen-2018 | Rosati, S.Balestra, G.Giannini, V. + | - |
| Radiomics for pretreatment prediction of pathological response to neoadjuvant therapy using magnetic resonance imaging: Influence of feature selection / Giannini, Valentina; Rosati, Samanta; Castagneri, Cristina; Martincich, Laura; Regge, Daniele; Balestra, Gabriella. - ELETTRONICO. - 2018-April:(2018), pp. 285-288. (Intervento presentato al convegno 15th IEEE International Symposium on Biomedical Imaging, ISBI 2018 tenutosi a Washington (USA) nel 2018) [10.1109/ISBI.2018.8363575]. | 1-gen-2018 | Giannini, ValentinaRosati, SamantaCastagneri, CristinaBalestra, Gabriella + | - |
| Radiomics to predict response to neoadjuvant chemotherapy in rectal cancer: influence of simultaneous feature selection and classifier optimization / Rosati, S; Gianfreda, Cm; Balestra, G; Giannini, V; Mazzetti, S; Regge, D. - ELETTRONICO. - (2018), pp. 65-68. (Intervento presentato al convegno 2018 IEEE Life Sciences Conference (LSC) tenutosi a Montreal, QC, Canada nel 28-30 Oct. 2018) [10.1109/LSC.2018.8572194]. | 1-gen-2018 | Rosati, SBalestra, GGiannini, V + | Retto_DEF.pdf |
| Dataset homogeneity assessment for a prostate cancer CAD system / Rosati, Samanta; Giannini, Valentina; Castagneri, Cristina; Regge, D.; Balestra, Gabriella. - ELETTRONICO. - (2016), pp. 1-7. (Intervento presentato al convegno 11th IEEE International Symposium on Medical Measurements and Applications, MeMeA 2016 tenutosi a Benevento (IT) nel 15-18 May 2016) [10.1109/MeMeA.2016.7533734]. | 1-gen-2016 | ROSATI, SAMANTAGIANNINI, VALENTINACASTAGNERI, CRISTINABALESTRA, GABRIELLA + | - |
| Texture Features and Artificial Neural Networks: A Way to Improve the Specificity of a CAD System for Multiparametric MR Prostate Cancer / Giannini, Valentina; Rosati, Samanta; Regge, Daniele; Balestra, Gabriella. - ELETTRONICO. - 57:(2016), pp. 296-301. (Intervento presentato al convegno MEDICON 2016 tenutosi a Paphos, Cyprus nel March 31st–April 2nd 2016) [10.1007/978-3-319-32703-7_59]. | 1-gen-2016 | GIANNINI, VALENTINAROSATI, SAMANTABALESTRA, GABRIELLA + | - |
| A 3D voxel neighborhood classification approach within a multiparametric MRI classifier for prostate cancer detection / Rossi, Francesco; Savino, Alessandro; Giannini, V.; Vignati, A.; Mazzetti, S.; Benso, Alfredo; DI CARLO, Stefano; Politano, GIANFRANCO MICHELE MARIA; Regge, D.. - STAMPA. - 9043:(2015), pp. 231-239. (Intervento presentato al convegno Third International Conference on Bioinformatics and Biomedical Engineering (IWBBIO) tenutosi a Granada, ES nel 15-17 Apr. 2015) [10.1007/978-3-319-16483-0_24]. | 1-gen-2015 | ROSSI, FRANCESCOSAVINO, ALESSANDROGiannini, V.BENSO, AlfredoDI CARLO, STEFANOPOLITANO, GIANFRANCO MICHELE MARIA + | 2599159_Accepted_Version.pdf |
| ChiMerge Discretization Method: Impact on a Computer Aided Diagnosis System for Prostate Cancer in MRI / Rosati, Samanta; Giannini, Valentina; Mazzetti, S.; Russo, F.; Regge, D.; Balestra, Gabriella. - ELETTRONICO. - (2015), pp. 297-301. (Intervento presentato al convegno MeMeA 2015 tenutosi a Torino nel may 7-9, 2015). | 1-gen-2015 | ROSATI, SAMANTAGIANNINI, VALENTINABALESTRA, Gabriella + | - |
| A Prostate Cancer Computer Aided Diagnosis Software including Malignancy Tumor Probabilistic Classification / Savino, Alessandro; Benso, Alfredo; DI CARLO, Stefano; Giannini, V.; Vignati, A.; Politano, GIANFRANCO MICHELE MARIA; Mazzetti, S.; Regge, D.. - STAMPA. - (2014), pp. 49-54. (Intervento presentato al convegno International Conference on Bioimaging (BIOIMAGING) tenutosi a Eseo, Angers, FR nel 3-6 March, 2014) [10.5220/0004799100490054]. | 1-gen-2014 | SAVINO, ALESSANDROBENSO, AlfredoDI CARLO, STEFANOGiannini V.POLITANO, GIANFRANCO MICHELE MARIA + | 2014-BIOIMAGING-CADPROSTATE-AuthorVersion.pdf |
| A Computer Aided Diagnosis System To Detect Prostate Cancer With Endorectal Multiparametric MRI / Savino, Alessandro; Giannini, V.; Vignati, A.; Mazzetti, S.; Benso, Alfredo; Bracco, C.; DI CARLO, Stefano; Politano, GIANFRANCO MICHELE MARIA; Stasi, M.; Russo, F.; Regge, D.. - ELETTRONICO. - (2013). (Intervento presentato al convegno 99th Scientific Assembly and Annual Meeting of the Radiological Society of North America tenutosi a Chicago (IL), USA nel 1-6 Dec, 2013). | 1-gen-2013 | SAVINO, ALESSANDROGiannini V.BENSO, AlfredoDI CARLO, STEFANOPOLITANO, GIANFRANCO MICHELE MARIA + | - |