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Ilaria Bonavita
Publications - 6
Citations - 78
Ilaria Bonavita is an academic researcher. The author has contributed to research in topics: Image registration & Nodule (medicine). The author has an hindex of 3, co-authored 5 publications receiving 33 citations.
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Journal ArticleDOI
Integration of Convolutional Neural Networks for Pulmonary Nodule Malignancy Assessment in a Lung Cancer Classification Pipeline
Ilaria Bonavita,Xavier Rafael-Palou,Mario Ceresa,Gemma Piella,Vicent J. Ribas,Miguel Ángel González Ballester +5 more
TL;DR: This article proposes to assess nodule malignancy through 3D convolutional neural networks and to integrate it in an automated end-to-end existing pipeline of lung cancer detection by integrating predictive models of nodulemalignancy into a limited size lung cancer datasets.
Journal ArticleDOI
Re-Identification and growth detection of pulmonary nodules without image registration using 3D siamese neural networks
Xavier Rafael-Palou,Anton Aubanell,Ilaria Bonavita,Mario Ceresa,Gemma Piella,Vicent J. Ribas,Miguel Ángel González Ballester +6 more
TL;DR: A novel method based on a 3D siamese neural network is presented, for the re-identification of nodules in a pair of CT scans of the same patient without the need for image registration.
Posted Content
Re-Identification and Growth Detection of Pulmonary Nodules without Image Registration Using 3D Siamese Neural Networks
Xavier Rafael-Palou,Anton Aubanell,Ilaria Bonavita,Mario Ceresa,Gemma Piella,Vicent J. Ribas,Miguel Ángel González Ballester +6 more
TL;DR: In this article, a 3D siamese neural network was used to detect, match, and predict nodule growth given pairs of CT scans of the same patient without the need for image registration.
Journal ArticleDOI
STAMINA: Bioinformatics Platform for Monitoring and Mitigating Pandemic Outbreaks
Nikolaos Bakalos,Maria Kaselimi,Nikolaos Doulamis,Anastasios Doulamis,Dimitrios Kalogeras,Mathaios Bimpas,Agapi Davradou,Aggeliki Vlachostergiou,Anaxagoras Fotopoulos,Maria Plakia,Alexandros Karalis,Sofia Tsekeridou,Themistoklis Anagnostopoulos,Angela-Maria Despotopoulou,Ilaria Bonavita,Katrina Gooding Petersen,Leonidas Pelepes,Lefteris Voumvourakis,Anastasia Anagnostou,Derek Groen,Kate S. Mintram,Arindam Saha,Simon J. E. Taylor,Charon van der Ham,Patrick Kaleta,Dražen Ignjatović,Luca Rossi +26 more
TL;DR: The components and integrated outcome of a system that aims to achieve early detection, monitoring and mitigation of pandemic outbreaks, including predictive models for pathogens that are not endemic to the deployment area are presented.
Posted Content
Pulmonary Nodule Malignancy Classification Using its Temporal Evolution with Two-Stream 3D Convolutional Neural Networks
Xavier Rafael-Palou,Anton Aubanell,Ilaria Bonavita,Mario Ceresa,Gemma Piella,Vicent J. Ribas,Miguel Ángel González Ballester +6 more
TL;DR: A two-stream 3D convolutional neural network that predicts malignancy by jointly analyzing two pulmonary nodule volumes from the same patient taken at different time-points is proposed.