A systematic literature review on deep learning approaches for pneumonia detection using chest X-ray images

S Sharma, K Guleria - Multimedia Tools and Applications, 2024 - Springer
Abstract As per World Health Organization, in 2019, 2.5 million deaths were reported due to
pneumonia, of which 14% were observed among children between 0–5 years of age. Due to …

A methodical exploration of imaging modalities from dataset to detection through machine learning paradigms in prominent lung disease diagnosis: a review

S Kumar, H Kumar, G Kumar, SP Singh, A Bijalwan… - BMC Medical …, 2024 - Springer
Background Lung diseases, both infectious and non-infectious, are the most prevalent
cause of mortality overall in the world. Medical research has identified pneumonia, lung …

A deep learning model for early prediction of pneumonia using VGG19 and neural networks

S Sharma, K Guleria - Mobile Radio Communications and 5G Networks …, 2023 - Springer
Pneumonia is a disease that can be caused by bacteria, viruses, and fungi. According to
WHO, pneumonia is responsible for 22% of all deaths of children under the age of 1–5 years …

Modern machine‐learning predictive models for diagnosing infectious diseases

EY Alqaissi, FS Alotaibi… - … mathematical methods in …, 2022 - Wiley Online Library
Controlling infectious diseases is a major health priority because they can spread and infect
humans, thus evolving into epidemics or pandemics. Therefore, early detection of infectious …

Systematic reviews of machine learning in healthcare: a literature review

K Kolasa, B Admassu… - Expert Review of …, 2024 - Taylor & Francis
Introduction The increasing availability of data and computing power has made machine
learning (ML) a viable approach to faster, more efficient healthcare delivery. Methods A …

Interventions to improve outcomes in community-acquired pneumonia

C Cilloniz, JM Pericas, WH Curioso - Expert Review of Anti-infective …, 2023 - Taylor & Francis
Introduction Community-acquired pneumonia (CAP) is a common infection associated with
high morbimortality and a highly deleterious impact on patients' quality of life and …

Artificial intelligence for the optimal management of community-acquired pneumonia

MA Barbieri, V Battini, M Sessa - Current Opinion in Pulmonary …, 2024 - journals.lww.com
The development and implementation of AI-tools for hospitalization in CAP represent a
transformative approach to improving patient outcomes. The integration of AI into healthcare …

Classification of Paediatric Pneumonia Using Modified DenseNet-121 Deep-Learning Model

TS Arulananth, SW Prakash, RK Ayyasamy… - IEEE …, 2024 - ieeexplore.ieee.org
There is a substantial worldwide effect, both in terms of disease and death, that is caused by
pediatric pneumonia, which is a disorder that affects children under the age of five. Even …

An improved technique for pneumonia infected patients image recognition based on combination algorithm of smooth generalized pinball SVM and variational …

W Ratiphaphongthon, W Panup, R Wangkeeree - IEEE Access, 2022 - ieeexplore.ieee.org
We present a method based on combining a smooth generalized pinball support vector
machine (SVM) and variational autoencoders (VAEs) in chest X-ray (CXR) images. We …

Artificial intelligence in respiratory care: Current scenario and future perspective

S Al-Anazi, A Al-Omari, S Alanazi, A Marar… - Annals of Thoracic …, 2024 - journals.lww.com
BACKGROUND: This narrative review aims to explore the current state and future
perspective of artificial intelligence (AI) in respiratory care. The objective is to provide …