A cost‐sensitive deep learning‐based meta‐classifier for pediatric pneumonia classification using chest X‐rays
Literature survey shows that convolutional neural network (CNN)‐based pretrained models
have been successfully employed to diagnose and detect childhood pneumonia using chest …
have been successfully employed to diagnose and detect childhood pneumonia using chest …
Automated detection of pneumonia cases using deep transfer learning with paediatric chest X-ray images
Objective: Pneumonia is a lung infection and causes the inflammation of the small air sacs
(Alveoli) in one or both lungs. Proper and faster diagnosis of pneumonia at an early stage is …
(Alveoli) in one or both lungs. Proper and faster diagnosis of pneumonia at an early stage is …
A machine learning approach on chest X-rays for pediatric pneumonia detection
Background According to the World Health Organization (WHO), pneumonia is the leading
infectious cause of death in children below 5 years old. Hence, the early detection of …
infectious cause of death in children below 5 years old. Hence, the early detection of …
Transfer learning approach for pediatric pneumonia diagnosis using channel attention deep CNN architectures
Chest X-ray is the most commonly adopted non-invasive and painless diagnostic test for
pediatric pneumonia. However, the low radiation levels for diagnosis make accurate …
pediatric pneumonia. However, the low radiation levels for diagnosis make accurate …
PneumoniaNet: Automated detection and classification of pediatric pneumonia using chest X-ray images and CNN approach
Pneumonia is an inflammation of the lung parenchyma that is caused by a variety of
infectious microorganisms and non-infective agents. All age groups can be affected; …
infectious microorganisms and non-infective agents. All age groups can be affected; …
Limited generalizability of deep learning algorithm for pediatric pneumonia classification on external data
KZ Xin, D Li, PH Yi - Emergency Radiology, 2022 - Springer
Purpose (1) Develop a deep learning system (DLS) to identify pneumonia in pediatric chest
radiographs, and (2) evaluate its generalizability by comparing its performance on internal …
radiographs, and (2) evaluate its generalizability by comparing its performance on internal …
[PDF][PDF] Fusion of deep convolutional neural network with PCA and logistic regression for diagnosis of pediatric pneumonia on chest X-rays
N Habib - Network Biology, 2020 - iaees.org
Consistent headway in machine learning technology is gradually substantiating its
significance in many areas of medical research. Pneumonia is a disease caused due to …
significance in many areas of medical research. Pneumonia is a disease caused due to …
Pneumonia classification from X-ray images with inception-V3 and convolutional neural network
Pneumonia is one of the leading causes of death in both infants and elderly people, with
approximately 4 million deaths each year. It may be a virus, bacterial, or fungal, depending …
approximately 4 million deaths each year. It may be a virus, bacterial, or fungal, depending …
An ensemble-based approach by fine-tuning the deep transfer learning models to classify pneumonia from chest X-ray images
SK Venu - arXiv preprint arXiv:2011.05543, 2020 - arxiv.org
Pneumonia is caused by viruses, bacteria, or fungi that infect the lungs, which, if not
diagnosed, can be fatal and lead to respiratory failure. More than 250,000 individuals in the …
diagnosed, can be fatal and lead to respiratory failure. More than 250,000 individuals in the …
Diagnosis of common pulmonary diseases in children by X-ray images and deep learning
KC Chen, HR Yu, WS Chen, WC Lin, YC Lee… - Scientific reports, 2020 - nature.com
Acute lower respiratory infection is the leading cause of child death in developing countries.
Current strategies to reduce this problem include early detection and appropriate treatment …
Current strategies to reduce this problem include early detection and appropriate treatment …