Transfer learning approach for pediatric pneumonia diagnosis using channel attention deep CNN architectures

CR Asswin, DK KS, A Dora, V Ravi, V Sowmya… - … Applications of Artificial …, 2023 - Elsevier
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 …

[HTML][HTML] Stacked ensemble learning based on deep convolutional neural networks for pediatric pneumonia diagnosis using chest X-ray images

JA Prakash, V Ravi, V Sowmya, KP Soman - Neural Computing and …, 2023 - Springer
Pneumonia is an acute respiratory infection caused by bacteria, viruses, or fungi and has
become very common in children ranging from 1 to 5 years of age. Common symptoms of …

[HTML][HTML] Pediatric pneumonia diagnosis using stacked ensemble learning on multi-model deep CNN architectures

J Arun Prakash, CR Asswin, V Ravi, V Sowmya… - Multimedia tools and …, 2023 - Springer
Pediatric pneumonia has drawn immense awareness due to the high mortality rates over
recent years. The acute respiratory infection caused by bacteria, viruses, or fungi infects the …

Automated detection of pneumonia cases using deep transfer learning with paediatric chest X-ray images

M Salehi, R Mohammadi, H Ghaffari… - The British journal of …, 2021 - academic.oup.com
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 …

A cost‐sensitive deep learning‐based meta‐classifier for pediatric pneumonia classification using chest X‐rays

V Ravi, H Narasimhan, TD Pham - Expert systems, 2022 - Wiley Online Library
Literature survey shows that convolutional neural network (CNN)‐based pretrained models
have been successfully employed to diagnose and detect childhood pneumonia using chest …

Efficient pediatric pneumonia diagnosis using depthwise separable convolutions

R Siddiqi - SN Computer Science, 2020 - Springer
Pneumonia is the leading cause of death in children worldwide. A fast and accurate
pneumonia diagnosis system can be helpful in saving a pediatric patient's life and ensuring …

[HTML][HTML] PneumoniaNet: Automated detection and classification of pediatric pneumonia using chest X-ray images and CNN approach

R Alsharif, Y Al-Issa, AM Alqudah, IA Qasmieh… - Electronics, 2021 - mdpi.com
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; …

A transfer learning method with deep residual network for pediatric pneumonia diagnosis

G Liang, L Zheng - Computer methods and programs in biomedicine, 2020 - Elsevier
Abstract Background and Objective Computer aided diagnosis systems based on deep
learning and medical imaging is increasingly becoming research hotspots. At the moment …

[Retracted] Evaluating Deep Neural Network Architectures with Transfer Learning for Pneumonitis Diagnosis

S Krishnamurthy, K Srinivasan… - … Methods in Medicine, 2021 - Wiley Online Library
Pneumonitis is an infectious disease that causes the inflammation of the air sac. It can be life‐
threatening to the very young and elderly. Detection of pneumonitis from X‐ray images is a …

[HTML][HTML] Diagnosis of pediatric pneumonia with ensemble of deep convolutional neural networks in chest x-ray images

E Ayan, B Karabulut, HM Ünver - Arabian Journal for Science and …, 2022 - Springer
Pneumonia is a fatal disease that appears in the lungs and is caused by viral or bacterial
infection. Diagnosis of pneumonia in chest X-ray images can be difficult and error-prone …