Cargando…

A 3D-CNN model with CT-based parametric response mapping for classifying COPD subjects

Chronic obstructive pulmonary disease (COPD) is a respiratory disorder involving abnormalities of lung parenchymal morphology with different severities. COPD is assessed by pulmonary-function tests and computed tomography-based approaches. We introduce a new classification method for COPD grouping b...

Descripción completa

Detalles Bibliográficos
Autores principales:	Ho, Thao Thi, Kim, Taewoo, Kim, Woo Jin, Lee, Chang Hyun, Chae, Kum Ju, Bak, So Hyeon, Kwon, Sung Ok, Jin, Gong Yong, Park, Eun-Kee, Choi, Sanghun
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2021
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7794420/ https://www.ncbi.nlm.nih.gov/pubmed/33420092 http://dx.doi.org/10.1038/s41598-020-79336-5

Ejemplares similares

Quantitative CT-based structural alterations of segmental airways in cement dust-exposed subjects
por: Kim, Taewoo, et al.
Publicado: (2020)

Correcting Nonpathological Variation in Longitudinal Parametric Response Maps of CT Scans in COPD Subjects: SPIROMICS
por: Fernández-Baldera, Antonio, et al.
Publicado: (2017)

Segmentation of CT Lung Images Using FCM with Active Contour and CNN Classifier
por: M, Malathi, et al.
Publicado: (2022)

A comparative study of chest CT findings regarding the effects of regional dust exposure on patients with COPD living in urban areas and rural areas near cement plants
por: Kim, Junghyun, et al.
Publicado: (2021)

Parametrized classifiers for optimal EFT sensitivity
por: Chen, Siyu, et al.
Publicado: (2020)

CNN-Based Classifier as an Offline Trigger for the CREDO Experiment
por: Piekarczyk, Marcin, et al.
Publicado: (2021)

Matched Filter Interpretation of CNN Classifiers with Application to HAR
por: Farag, Mohammed M.
Publicado: (2022)

Deep Learning Techniques for Fatty Liver Using Multi-View Ultrasound Images Scanned by Different Scanners: Development and Validation Study
por: Kim, Taewoo, et al.
Publicado: (2021)

Quantitative computed tomography features and clinical manifestations associated with the extent of bronchiectasis in patients with moderate-to-severe COPD
por: Bak, So Hyeon, et al.
Publicado: (2018)

CNN-based framework for classifying temporal relations with question encoder
por: Seki, Yohei, et al.
Publicado: (2021)

Long-term exposure to PM(10) and NO(2) in relation to lung function and imaging phenotypes in a COPD cohort
por: Kwon, Sung Ok, et al.
Publicado: (2020)

Deep Learning Models for Predicting Severe Progression in COVID-19-Infected Patients: Retrospective Study
por: Ho, Thao Thi, et al.
Publicado: (2021)

Multi-Layer Perceptron Classifier with the Proposed Combined Feature Vector of 3D CNN Features and Lung Radiomics Features for COPD Stage Classification
por: Yang, Yingjian, et al.
Publicado: (2023)

Full depth CNN classifier for handwritten and license plate characters recognition
por: Salemdeeb, Mohammed, et al.
Publicado: (2021)

Multi-Class Weed Recognition Using Hybrid CNN-SVM Classifier
por: Wu, Yanjuan, et al.
Publicado: (2023)

A hybrid CNN–SVM classifier for weed recognition in winter rape field
por: Tao, Tao, et al.
Publicado: (2022)

Evaluation of Different Bearing Fault Classifiers in Utilizing CNN Feature Extraction Ability
por: Xie, Wenlang, et al.
Publicado: (2022)

Incorporating CNN Features for Optimizing Performance of Ensemble Classifier for Cardiovascular Disease Prediction
por: Rustam, Furqan, et al.
Publicado: (2022)

Combining CNN Features with Voting Classifiers for Optimizing Performance of Brain Tumor Classification
por: Alturki, Nazik, et al.
Publicado: (2023)

Inflammatory biomarkers and radiologic measurements in never-smokers with COPD: A cross-sectional study from the CODA cohort
por: Lee, Hyun, et al.
Publicado: (2017)

Bullous Parametric Response Map for Functional Localization of COPD
por: Lor, Kuo-Lung, et al.
Publicado: (2022)

Efficiency parametrization of b-tagging classifier using Graph Neural Networks
por: CMS Collaboration
Publicado: (2022)

Computed tomography-derived area and density of pectoralis muscle associated disease severity and longitudinal changes in chronic obstructive pulmonary disease: a case control study
por: Bak, So Hyeon, et al.
Publicado: (2019)

Ensemble of adapted convolutional neural networks (CNN) methods for classifying colon histopathological images
por: Albashish, Dheeb
Publicado: (2022)

Comparison of Clinico-Physiologic and CT Imaging Risk Factors for COPD Exacerbation
por: Yoo, Jung-Wan, et al.
Publicado: (2011)

Detection and classification of COVID-19 by using faster R-CNN and mask R-CNN on CT images
por: Sahin, M. Emin, et al.
Publicado: (2023)

Clinical and Functional Characteristics of Subjects with Asthma, COPD, and Asthma-COPD Overlap: A Multicentre Study in Vietnam
por: Duong-Quy, Sy, et al.
Publicado: (2018)

Explainable AI for CNN-based prostate tumor segmentation in multi-parametric MRI correlated to whole mount histopathology
por: Gunashekar, Deepa Darshini, et al.
Publicado: (2022)

A Multi-Thresholding-Based Discriminative Neural Classifier for Detection of Retinoblastoma Using CNN Models
por: Kumar, Parmod, et al.
Publicado: (2023)

Hybrid Deep Feature Fusion of 2D CNN and 3D CNN for Vestibule Segmentation from CT Images
por: Zhang, Ruicong, et al.
Publicado: (2022)

CNN-based lung CT registration with multiple anatomical constraints
por: Hering, Alessa, et al.
Publicado: (2021)

Choroid Segmentation of Retinal OCT Images Based on CNN Classifier and l(2)-l(q) Fitter
por: He, Fang, et al.
Publicado: (2021)

Efficiently Classifying Lung Sounds through Depthwise Separable CNN Models with Fused STFT and MFCC Features
por: Jung, Shing-Yun, et al.
Publicado: (2021)

CNN-Based Brain Tumor Detection Model Using Local Binary Pattern and Multilayered SVM Classifier
por: Kolla, Morarjee, et al.
Publicado: (2022)

Design of ear-contactless stethoscope and improvement in the performance of deep learning based on CNN to classify the heart sound
por: Roy, Tanmay Sinha, et al.
Publicado: (2023)

Classifying Heart-Sound Signals Based on CNN Trained on MelSpectrum and Log-MelSpectrum Features
por: Chen, Wei, et al.
Publicado: (2023)

Cross-attention multi-branch CNN using DCE-MRI to classify breast cancer molecular subtypes
por: Sun, Liang, et al.
Publicado: (2023)

An automated detection of epileptic seizures EEG using CNN classifier based on feature fusion with high accuracy
por: Chen, Wenna, et al.
Publicado: (2023)

Phenotypic clusters on computed tomography reflects asthma heterogeneity and severity()
por: Kim, Sujeong, et al.
Publicado: (2022)

Quantitative CT-based image registration metrics provide different ventilation and lung motion patterns in prone and supine positions in healthy subjects
por: Shin, Kyung Min, et al.
Publicado: (2020)

Cannot write session to /tmp/vufind_sessions/sess_lqf0fvj9ecrgkqjcpl2m9mrcuk