Cargando…

Lung Segmentation on High-Resolution Computerized Tomography Images Using Deep Learning: A Preliminary Step for Radiomics Studies

Background: The aim of this work is to identify an automatic, accurate, and fast deep learning segmentation approach, applied to the parenchyma, using a very small dataset of high-resolution computed tomography images of patients with idiopathic pulmonary fibrosis. In this way, we aim to enhance the...

Descripción completa

Detalles Bibliográficos
Autores principales:	Comelli, Albert, Coronnello, Claudia, Dahiya, Navdeep, Benfante, Viviana, Palmucci, Stefano, Basile, Antonio, Vancheri, Carlo, Russo, Giorgio, Yezzi, Anthony, Stefano, Alessandro
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2020
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321165/ https://www.ncbi.nlm.nih.gov/pubmed/34460569 http://dx.doi.org/10.3390/jimaging6110125

Ejemplares similares

Performance of Radiomics Features in the Quantification of Idiopathic Pulmonary Fibrosis from HRCT
por: Stefano, Alessandro, et al.
Publicado: (2020)

Deep Learning-Based Methods for Prostate Segmentation in Magnetic Resonance Imaging
por: Comelli, Albert, et al.
Publicado: (2021)

An Overview of In Vitro Assays of (64)Cu-, (68)Ga-, (125)I-, and (99m)Tc-Labelled Radiopharmaceuticals Using Radiometric Counters in the Era of Radiotheranostics
por: Benfante, Viviana, et al.
Publicado: (2023)

A preliminary PET radiomics study of brain metastases using a fully automatic segmentation method
por: Stefano, Alessandro, et al.
Publicado: (2020)

Anti-Arthritic and Anti-Cancer Activities of Polyphenols: A Review of the Most Recent In Vitro Assays
por: Ali, Muhammad, et al.
Publicado: (2023)

A New Preclinical Decision Support System Based on PET Radiomics: A Preliminary Study on the Evaluation of an Innovative (64)Cu-Labeled Chelator in Mouse Models
por: Benfante, Viviana, et al.
Publicado: (2022)

matRadiomics: A Novel and Complete Radiomics Framework, from Image Visualization to Predictive Model
por: Pasini, Giovanni, et al.
Publicado: (2022)

Artificial Intelligence for Classifying the Relationship between Impacted Third Molar and Mandibular Canal on Panoramic Radiographs
por: Lo Casto, Antonio, et al.
Publicado: (2023)

Phenotyping the Histopathological Subtypes of Non-Small-Cell Lung Carcinoma: How Beneficial Is Radiomics?
por: Pasini, Giovanni, et al.
Publicado: (2023)

Radiomics Analysis of Brain [(18)F]FDG PET/CT to Predict Alzheimer’s Disease in Patients with Amyloid PET Positivity: A Preliminary Report on the Application of SPM Cortical Segmentation, Pyradiomics and Machine-Learning Analysis
por: Alongi, Pierpaolo, et al.
Publicado: (2022)

Assessment of survival in patients with idiopathic pulmonary fibrosis using quantitative HRCT indexes
por: Torrisi, Sebastiano Emanuele, et al.
Publicado: (2018)

Morphological Patterns of Sarcoidosis and Clinical Outcome: Retrospective Analysis through a Multidisciplinary Approach
por: Distefano, Giulio, et al.
Publicado: (2020)

Complications in Idiopathic Pulmonary Fibrosis: Focus on Their Clinical and Radiological Features
por: Galioto, Federica, et al.
Publicado: (2020)

Quantitative Evaluation of Fibrosis in IPF Patients: Meaning of Diffuse Pulmonary Ossification
por: Palermo, Monica, et al.
Publicado: (2021)

Feasibility on the Use of Radiomics Features of 11[C]-MET PET/CT in Central Nervous System Tumours: Preliminary Results on Potential Grading Discrimination Using a Machine Learning Model
por: Russo, Giorgio, et al.
Publicado: (2021)

Radiomics: a critical step towards integrated healthcare
por: Bodalal, Zuhir, et al.
Publicado: (2018)

Interstitial Lung Disease in patients with Polymyalgia Rheumatica: A case series
por: Sambataro, Gianluca, et al.
Publicado: (2018)

Contribution of pulmonary function tests (PFTs) to the diagnosis and follow up of connective tissue diseases
por: Ciancio, Nicola, et al.
Publicado: (2019)

Cryptogenic Organizing Pneumonia: Evolution of Morphological Patterns Assessed by HRCT
por: Tiralongo, Francesco, et al.
Publicado: (2020)

HRCT Patterns of Drug-Induced Interstitial Lung Diseases: A Review
por: Distefano, Giulio, et al.
Publicado: (2020)

Histogram-based analysis in progressive pulmonary fibrosis: relationships between pulmonary functional tests and HRCT indexes
por: Palmucci, Stefano, et al.
Publicado: (2023)

A Radioactive-Free Method for the Thorough Analysis of the Kinetics of Cell Cytotoxicity
por: Coronnello, Claudia, et al.
Publicado: (2021)

Pulmonary Vasculitides: A Radiological Review Emphasizing Parenchymal HRCT Features
por: Palmucci, Stefano, et al.
Publicado: (2021)

Imaging patterns of early stage lung cancer for the thoracic surgeon
por: Migliore, Marcello, et al.
Publicado: (2020)

Clinically viable myocardial CCTA segmentation for measuring vessel-specific myocardial blood flow from dynamic PET/CCTA hybrid fusion
por: Piccinelli, Marina, et al.
Publicado: (2022)

3D Brain Segmentation Using Dual-Front Active Contours with Optional User Interaction
por: Li, Hua, et al.
Publicado: (2006)

Joint Brain Parametric T(1)-Map Segmentation and RF Inhomogeneity Calibration
por: Chen, Ping-Feng, et al.
Publicado: (2009)

Radiomics Analyses to Predict Histopathology in Patients with Metastatic Testicular Germ Cell Tumors before Post-Chemotherapy Retroperitoneal Lymph Node Dissection
por: Scavuzzo, Anna, et al.
Publicado: (2023)

Radiomics and Prostate MRI: Current Role and Future Applications
por: Cutaia, Giuseppe, et al.
Publicado: (2021)

A Meta-Analysis of Computerized Tomography-Based Radiomics for the Diagnosis of COVID-19 and Viral Pneumonia
por: Kao, Yung-Shuo, et al.
Publicado: (2021)

Chest imaging using signs, symbols, and naturalistic images: a practical guide for radiologists and non-radiologists
por: Chiarenza, Alessandra, et al.
Publicado: (2019)

Clinical and Radiological Features of Interstitial Lung Diseases Associated with Polymyositis and Dermatomyositis
por: Palmucci, Stefano, et al.
Publicado: (2022)

A non–alcohol-related case of Madelung's disease: Challenging patient with progressive jugular vein distension
por: Gozzo, Cecilia, et al.
Publicado: (2021)

Clinical and radiological features of lung disorders related to connective-tissue diseases: a pictorial essay
por: Palmucci, Stefano, et al.
Publicado: (2022)

Clinical and Prognostic Significance of p-ANCA Positivity in Idiopathic Pulmonary Fibrosis: A Retrospective Observational Study
por: Libra, Alessandro, et al.
Publicado: (2023)

Cavitated pulmonary nodules in a female patient with breast cancer: Keep in mind Serratia marcescens’ infections
por: Fazio, Giulia, et al.
Publicado: (2021)

Endovascular treatment of a rare case of haemobilia caused by both pseudoaneurysm and a giant hepatic haemangioma
por: Federica, Libra, et al.
Publicado: (2021)

Computerized tongue image segmentation via the double geo-vector flow
por: Shi, Miao-Jing, et al.
Publicado: (2014)

Virtual Reality visualization for computerized COVID-19 lesion segmentation and interpretation
por: Oulefki, Adel, et al.
Publicado: (2022)

Computerized Cytological Features for Papillary Thyroid Cancer Diagnosis—Preliminary Report
por: Shih, Shyang-Rong, et al.
Publicado: (2019)

Cannot write session to /tmp/vufind_sessions/sess_arbikubtf2m41gcm35p8nmsmeq