Valentina Giannini

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 21

Top Topics

Discretization Method

Magnetic Resonance Imaging

Top Venues

Comput. Methods Programs Biomed.

Publications

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
Data and System Traceability for Transparent AI in Medical Imaging. SEBD (2024)
Yanhua Zhang, Gabriella Balestra, Ke Zhang, Jingyu Wang, Samanta Rosati, Valentina Giannini
MultiTrans: Multi-branch transformer network for medical image segmentation. Comput. Methods Programs Biomed. 254 (2024)
Giulia Nicoletti, Caterina Marchiò, Samanta Rosati, Enrico Berrino, Maria Costanza Aquilano, Emanuela Bonoldi, Gabriella Balestra, Daniele Regge, Valentina Giannini
How Do Norms and Noise Impact Clustering Results? A Robustness Analysis Applied to Digital Pathology. BIBE (2023)
Jovana Panic, Arianna Defeudis, Daniele Regge, Gabriella Balestra, Samanta Rosati, Valentina Giannini
Comparison between Different Approaches for the Creation of the Training Set: How Clustering and Dimensionality Impact the Performance of a Deep Learning Model. BIBE (2023)
Arianna Defeudis, Jovana Panic, Walter Guzzinati, Laura Pusceddu, Lorenzo Vassallo, Daniele Regge, Valentina Giannini
A Deep Learning model to segment liver metastases on CT images acquired at different time-points during chemotherapy. MeMeA (2022)
Massimo Salvi, Bruno De Santi, Bianca Pop, Martino Bosco, Valentina Giannini, Daniele Regge, Filippo Molinari, Kristen M. Meiburger
Integration of Deep Learning and Active Shape Models for More Accurate Prostate Segmentation in 3D MR Images. J. Imaging 8 (5) (2022)
Jovana Panic, Valentina Giannini, Arianna Defeudis, Daniele Regge, Gabriella Balestra, Samanta Rosati
Impact of network parameters on a U-Net based system for rectal cancer segmentation on MR images. MeMeA (2022)
Jovana Panic, Arianna Defeudis, Simone Mazzetti, Samanta Rosati, Giuliana Giannetto, Monica Micilotta, Lorenzo Vassallo, Marco Gatti, Daniele Regge, Gabriella Balestra, Valentina Giannini
A fully automatic deep learning algorithm to segment rectal Cancer on MR images: a multi-center study. EMBC (2022)
Giovanni Maimone, Giulia Nicoletti, Simone Mazzetti, Daniele Regge, Valentina Giannini
Comparison of Machine and Deep Learning models for automatic segmentation of prostate cancers on multiparametric MRI. MeMeA (2022)
Arianna Defeudis, Lorenzo Cefaloni, Giuliana Giannetto, Giovanni Cappello, Francesco Rizzetto, Jovana Panic, Davide Barra, Giulia Nicoletti, Simone Mazzetti, Alberto Vanzulli, Daniele Regge, Valentina Giannini
Comparison of radiomics approaches to predict resistance to 1st line chemotherapy in liver metastatic colorectal cancer. EMBC (2021)
Davide Barra, Giulia Nicoletti, Arianna Defeudis, Simone Mazzetti, Jovana Panic, Marco Gatti, Riccardo Faletti, Filippo Russo, Daniele Regge, Valentina Giannini
Deep learning model for automatic prostate segmentation on bicentric T2w images with and without endorectal coil. EMBC (2021)
Giulia Nicoletti, Davide Barra, Arianna Defeudis, Simone Mazzetti, Marco Gatti, Riccardo Faletti, Filippo Russo, Daniele Regge, Valentina Giannini
Virtual biopsy in prostate cancer: can machine learning distinguish low and high aggressive tumors on MRI? EMBC (2021)
Jovana Panic, Arianna Defeudis, Simone Mazzetti, Samanta Rosati, Giuliana Giannetto, Lorenzo Vassallo, Daniele Regge, Gabriella Balestra, Valentina Giannini
A Convolutional Neural Network based system for Colorectal cancer segmentation on MRI images. EMBC (2020)
Bruno De Santi, Massimo Salvi, Valentina Giannini, Kristen M. Meiburger, Francesco Marzola, Filippo Russo, Martino Bosco, Filippo Molinari
Comparison of Histogram-based Textural Features between Cancerous and Normal Prostatic Tissue in Multiparametric Magnetic Resonance Images. EMBC (2020)
Valentina Giannini, Arianna Defeudis, Samanta Rosati, Giovanni Cappello, Simone Mazzetti, Jovana Panic, Daniele Regge, Gabriella Balestra
An innovative radiomics approach to predict response to chemotherapy of liver metastases based on CT images. EMBC (2020)
Valentina Giannini, Arianna Defeudis, Samanta Rosati, Giovanni Cappello, Lorenzo Vassallo, Simone Mazzetti, Jovana Panic, Daniele Regge, Gabriella Balestra
Deep learning to segment liver metastases on CT images: impact on a radiomics method to predict response to chemotherapy. MeMeA (2020)
Bruno De Santi, Massimo Salvi, Valentina Giannini, Kristen M. Meiburger, Nicola Michielli, Silvia Seoni, Daniele Regge, Filippo Molinari
Multimodal T2w and DWI Prostate Gland Automated Registration. EMBC (2019)
Valentina Giannini, Samanta Rosati, Cristina Castagneri, Laura Martincich, Daniele Regge, Gabriella Balestra
Radiomics for pretreatment prediction of pathological response to neoadjuvant therapy using magnetic resonance imaging: Influence of feature selection. ISBI (2018)
Samanta Rosati, Claudia Maria Gianfreda, Gabriella Balestra, Laura Martincich, Valentina Giannini, Daniele Regge
Correlation based Feature Selection impact on the classification of breast cancer patients response to neoadjuvant chemotherapy. MeMeA (2018)
Samanta Rosati, Valentina Giannini, Cristina Castagneri, Daniele Regge, Gabriella Balestra
Dataset homogeneity assessment for a prostate cancer CAD system. MeMeA (2016)
Valentina Giannini, Anna Vignati, S. Mirasole, Simone Mazzetti, Filippo Russo, Michele Stasi, Daniele Regge
MR-T2-weighted signal intensity: a new imaging biomarker of prostate cancer aggressiveness. Comput. methods Biomech. Biomed. Eng. Imaging Vis. 4 (3-4) (2016)
Valentina Giannini, Simone Mazzetti, Anna Vignati, Filippo Russo, Enrico Bollito, Francesco Porpiglia, Michele Stasi, Daniele Regge
A fully automatic computer aided diagnosis system for peripheral zone prostate cancer detection using multi-parametric magnetic resonance imaging. Comput. Medical Imaging Graph. 46 (2015)
Samanta Rosati, Gabriella Balestra, Valentina Giannini, Simone Mazzetti, Filippo Russo, Daniele Regge
ChiMerge discretization method: Impact on a computer aided diagnosis system for prostate cancer in MRI. MeMeA (2015)
Francesco Rossi, Alessandro Savino, Valentina Giannini, Anna Vignati, Simone Mazzetti, Alfredo Benso, Stefano Di Carlo, Gianfranco Politano, Daniele Regge
A 3D Voxel Neighborhood Classification Approach within a Multiparametric MRI Classifier for Prostate Cancer Detection. IWBBIO (1) (2015)
Anna Vignati, Valentina Giannini, Luca A. Carbonaro, Ilaria Bertotto, Laura Martincich, Francesco Sardanelli, Daniele Regge
A new algorithm for automatic vascular mapping of DCE-MRI of the breast: Clinical application of a potential new biomarker. Comput. Methods Programs Biomed. 117 (3) (2014)
Alessandro Savino, Alfredo Benso, Stefano Di Carlo, Valentina Giannini, Anna Vignati, Gianfranco Politano, Simone Mazzetti, Daniele Regge
A Prostate Cancer Computer Aided Diagnosis Software including Malignancy Tumor Probabilistic Classification. BIOIMAGING (2014)
Carlo Giupponi, Silvio Giove, Valentina Giannini
A dynamic assessment tool for exploring and communicating vulnerability to floods and climate change. Environ. Model. Softw. 44 (2013)
Valentina Giannini, Anna Vignati, Simone Mazzetti, Massimo De Luca, Christian Bracco, Michele Stasi, Filippo Russo, Enrico Armando, Daniele Regge
A prostate CAD system based on multiparametric analysis of DCE T1-w, and DW automatically registered images. Medical Imaging: Computer-Aided Diagnosis (2013)
Massimo De Luca, Valentina Giannini, Anna Vignati, Simone Mazzetti, Christian Bracco, Michele Stasi, Enrico Armando, Filippo Russo, Enrico Bollito, Francesco Porpiglia, Daniele Regge
A fully automatic method to register the prostate gland on T2-weighted and EPI-DWI images. EMBC (2011)
Simone Mazzetti, Massimo De Luca, Christian Bracco, Anna Vignati, Valentina Giannini, Michele Stasi, Filippo Russo, Enrico Armando, Silvano Agliozzo, Daniele Regge
A CAD system based on multi-parametric analysis for cancer prostate detection on DCE-MRI. Medical Imaging: Computer-Aided Diagnosis (2011)
Anna Vignati, Valentina Giannini, Alberto Bert, Massimo De Luca, Lia Morra, Diego Persano, Laura Martincich, Daniele Regge
A fully automatic lesion detection method for DCE-MRI fat-suppressed breast images. Medical Imaging: Computer-Aided Diagnosis (2009)