Valentina Giannini

34 papers C 2Journal 7Unranked 24

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Rectal Cancer Segmentation: A Methodical Approach for Generalizable Deep Learning in a Multi-Center Setting. Int. J. Imaging Syst. Technol. Jovana Panic, Arianna Defeudis, Lorenzo Vassallo, Stefano Cirillo, Marco Gatti, Roberto Sghedoni, Michele Avanzo, Angelo Vanzulli, Luca Sorrentino, Luca Boldrini, Huong Elena Tran, Giuditta Chiloiro, Giuseppe Roberto D'Agostino, Enrico Menghi, Roberta Fusco, Antonella Petrillo, Vincenza Granata, Martina Mori, Claudio Fiorino, Barbara Alicja Jereczek-Fossa, Marianna Alessandra Gerardi, Serena Dell'Aversana, Antonio Esposito, Daniele Regge, Samanta Rosati, Gabriella Balestra, Valentina Giannini
2024	—	`conf`	Bag-of-Words Algorithm to Predict Response to Treatment in Gist Tumors Using CT Scans. ISBI Debora Cafaro, Giovanni Cappello, Roberto Cannella, Tommaso Vincenzo Bartolotta, Giovanni Grignani, Alessandra Merlini, Daniele Regge, Valentina Giannini
2024	—	`conf`	Data and System Traceability for Transparent AI in Medical Imaging. SEBD Sara Colantonio, Andrea Berti, Gianluca Carloni, Claudia Caudai, Giulio Del Corso, Danila Germanese, Eva Pachetti, Maria Antonietta Pascali, Varvara Kalokyri, Haridimos Kondylakis, Charalampos Kalantzopoulos, Nikolaos S. Tachos, Dimitris I. Fotiadis, Valentina Giannini, Simone Mazzetti, Daniele Regge, Nickolas Papanikolaou, Konstantinos Marias, Manolis Tsiknakis
2024	J	`jnl`	MultiTrans: Multi-branch transformer network for medical image segmentation. Comput. Methods Programs Biomed. Yanhua Zhang, Gabriella Balestra, Ke Zhang, Jingyu Wang, Samanta Rosati, Valentina Giannini
2023	C	`conf`	Comparison between Different Approaches for the Creation of the Training Set: How Clustering and Dimensionality Impact the Performance of a Deep Learning Model. BIBE Jovana Panic, Arianna Defeudis, Daniele Regge, Gabriella Balestra, Samanta Rosati, Valentina Giannini
2023	C	`conf`	How Do Norms and Noise Impact Clustering Results? A Robustness Analysis Applied to Digital Pathology. BIBE Giulia Nicoletti, Caterina Marchiò, Samanta Rosati, Enrico Berrino, Maria Costanza Aquilano, Emanuela Bonoldi, Gabriella Balestra, Daniele Regge, Valentina Giannini
2022	—	`conf`	A Deep Learning model to segment liver metastases on CT images acquired at different time-points during chemotherapy. MeMeA Arianna Defeudis, Jovana Panic, Walter Guzzinati, Laura Pusceddu, Lorenzo Vassallo, Daniele Regge, Valentina Giannini
2022	—	`conf`	A fully automatic deep learning algorithm to segment rectal Cancer on MR images: a multi-center study. EMBC Jovana Panic, Arianna Defeudis, Simone Mazzetti, Samanta Rosati, Giuliana Giannetto, Monica Micilotta, Lorenzo Vassallo, Marco Gatti, Daniele Regge, Gabriella Balestra, Valentina Giannini
2022	—	`conf`	Comparison of Machine and Deep Learning models for automatic segmentation of prostate cancers on multiparametric MRI. MeMeA Giovanni Maimone, Giulia Nicoletti, Simone Mazzetti, Daniele Regge, Valentina Giannini
2022	—	`conf`	Impact of network parameters on a U-Net based system for rectal cancer segmentation on MR images. MeMeA Jovana Panic, Valentina Giannini, Arianna Defeudis, Daniele Regge, Gabriella Balestra, Samanta Rosati
2022	J	`jnl`	Integration of Deep Learning and Active Shape Models for More Accurate Prostate Segmentation in 3D MR Images. J. Imaging Massimo Salvi, Bruno De Santi, Bianca Pop, Martino Bosco, Valentina Giannini, Daniele Regge, Filippo Molinari, Kristen M. Meiburger
2021	—	`conf`	Comparison of radiomics approaches to predict resistance to 1st line chemotherapy in liver metastatic colorectal cancer. EMBC Arianna Defeudis, Lorenzo Cefaloni, Giuliana Giannetto, Giovanni Cappello, Francesco Rizzetto, Jovana Panic, Davide Barra, Giulia Nicoletti, Simone Mazzetti, Alberto Vanzulli, Daniele Regge, Valentina Giannini
2021	—	`conf`	Deep learning model for automatic prostate segmentation on bicentric T2w images with and without endorectal coil. EMBC Davide Barra, Giulia Nicoletti, Arianna Defeudis, Simone Mazzetti, Jovana Panic, Marco Gatti, Riccardo Faletti, Filippo Russo, Daniele Regge, Valentina Giannini
2021	—	`conf`	Virtual biopsy in prostate cancer: can machine learning distinguish low and high aggressive tumors on MRI? EMBC Giulia Nicoletti, Davide Barra, Arianna Defeudis, Simone Mazzetti, Marco Gatti, Riccardo Faletti, Filippo Russo, Daniele Regge, Valentina Giannini
2020	—	`conf`	A Convolutional Neural Network based system for Colorectal cancer segmentation on MRI images. EMBC Jovana Panic, Arianna Defeudis, Simone Mazzetti, Samanta Rosati, Giuliana Giannetto, Lorenzo Vassallo, Daniele Regge, Gabriella Balestra, Valentina Giannini
2020	—	`conf`	An innovative radiomics approach to predict response to chemotherapy of liver metastases based on CT images. EMBC Valentina Giannini, Arianna Defeudis, Samanta Rosati, Giovanni Cappello, Simone Mazzetti, Jovana Panic, Daniele Regge, Gabriella Balestra
2020	—	`conf`	Comparison of Histogram-based Textural Features between Cancerous and Normal Prostatic Tissue in Multiparametric Magnetic Resonance Images. EMBC Bruno De Santi, Massimo Salvi, Valentina Giannini, Kristen M. Meiburger, Francesco Marzola, Filippo Russo, Martino Bosco, Filippo Molinari
2020	—	`conf`	Deep learning to segment liver metastases on CT images: impact on a radiomics method to predict response to chemotherapy. MeMeA Valentina Giannini, Arianna Defeudis, Samanta Rosati, Giovanni Cappello, Lorenzo Vassallo, Simone Mazzetti, Jovana Panic, Daniele Regge, Gabriella Balestra
2019	—	`conf`	Multimodal T2w and DWI Prostate Gland Automated Registration. EMBC Bruno De Santi, Massimo Salvi, Valentina Giannini, Kristen M. Meiburger, Nicola Michielli, Silvia Seoni, Daniele Regge, Filippo Molinari
2018	—	`conf`	Correlation based Feature Selection impact on the classification of breast cancer patients response to neoadjuvant chemotherapy. MeMeA Samanta Rosati, Claudia Maria Gianfreda, Gabriella Balestra, Laura Martincich, Valentina Giannini, Daniele Regge
2018	—	`conf`	Radiomics for pretreatment prediction of pathological response to neoadjuvant therapy using magnetic resonance imaging: Influence of feature selection. ISBI Valentina Giannini, Samanta Rosati, Cristina Castagneri, Laura Martincich, Daniele Regge, Gabriella Balestra
2016	—	`conf`	Dataset homogeneity assessment for a prostate cancer CAD system. MeMeA Samanta Rosati, Valentina Giannini, Cristina Castagneri, Daniele Regge, Gabriella Balestra
2016	J	`jnl`	MR-T2-weighted signal intensity: a new imaging biomarker of prostate cancer aggressiveness. Comput. methods Biomech. Biomed. Eng. Imaging Vis. Valentina Giannini, Anna Vignati, S. Mirasole, Simone Mazzetti, Filippo Russo, Michele Stasi, Daniele Regge
2015	—	`conf`	A 3D Voxel Neighborhood Classification Approach within a Multiparametric MRI Classifier for Prostate Cancer Detection. IWBBIO (1) Francesco Rossi, Alessandro Savino, Valentina Giannini, Anna Vignati, Simone Mazzetti, Alfredo Benso, Stefano Di Carlo, Gianfranco Politano, Daniele Regge
2015	J	`jnl`	A fully automatic computer aided diagnosis system for peripheral zone prostate cancer detection using multi-parametric magnetic resonance imaging. Comput. Medical Imaging Graph. Valentina Giannini, Simone Mazzetti, Anna Vignati, Filippo Russo, Enrico Bollito, Francesco Porpiglia, Michele Stasi, Daniele Regge
2015	—	`conf`	ChiMerge discretization method: Impact on a computer aided diagnosis system for prostate cancer in MRI. MeMeA Samanta Rosati, Gabriella Balestra, Valentina Giannini, Simone Mazzetti, Filippo Russo, Daniele Regge
2014	—	`conf`	A Prostate Cancer Computer Aided Diagnosis Software including Malignancy Tumor Probabilistic Classification. BIOIMAGING Alessandro Savino, Alfredo Benso, Stefano Di Carlo, Valentina Giannini, Anna Vignati, Gianfranco Politano, Simone Mazzetti, Daniele Regge
2014	J	`jnl`	A new algorithm for automatic vascular mapping of DCE-MRI of the breast: Clinical application of a potential new biomarker. Comput. Methods Programs Biomed. Anna Vignati, Valentina Giannini, Luca A. Carbonaro, Ilaria Bertotto, Laura Martincich, Francesco Sardanelli, Daniele Regge
2013	J	`jnl`	A dynamic assessment tool for exploring and communicating vulnerability to floods and climate change. Environ. Model. Softw. Carlo Giupponi, Silvio Giove, Valentina Giannini
2013	—	`conf`	A prostate CAD system based on multiparametric analysis of DCE T1-w, and DW automatically registered images. Computer-Aided Diagnosis Valentina Giannini, Anna Vignati, Simone Mazzetti, Massimo De Luca, Christian Bracco, Michele Stasi, Filippo Russo, Enrico Armando, Daniele Regge
2012	—	`—`	Computer Aided Diagnosis systems for MR cancer detection. Valentina Giannini
2011	—	`conf`	A CAD system based on multi-parametric analysis for cancer prostate detection on DCE-MRI. Computer-Aided Diagnosis Simone Mazzetti, Massimo De Luca, Christian Bracco, Anna Vignati, Valentina Giannini, Michele Stasi, Filippo Russo, Enrico Armando, Silvano Agliozzo, Daniele Regge
2011	—	`conf`	A fully automatic method to register the prostate gland on T2-weighted and EPI-DWI images. EMBC Massimo De Luca, Valentina Giannini, Anna Vignati, Simone Mazzetti, Christian Bracco, Michele Stasi, Enrico Armando, Filippo Russo, Enrico Bollito, Francesco Porpiglia, Daniele Regge
2009	—	`conf`	A fully automatic lesion detection method for DCE-MRI fat-suppressed breast images. Computer-Aided Diagnosis Anna Vignati, Valentina Giannini, Alberto Bert, Massimo De Luca, Lia Morra, Diego Persano, Laura Martincich, Daniele Regge