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Open access Oct 2026

Automated Pneumonia Detection in Healthcare Using Efficient Deep Learning

Accurate and timely pneumonia detection by using chest radiographs plays an important role in reducing death rates and also supports clinical decision-making. In recent years, medical image analysis has advanced considerably and deep learning techniques have made a significant contribution. However, finding a model tha...

Sadia Tariq, M. A. Rajwana, Muhammad Shoaib Rasheed et al. · 0 citations
Open access Sep 2026

Development of Deep Learning Medical Imaging Model for Interpreting Pneumonia Diagnosis

Abstract: Pneumonia is still one of the key public health problems, particularly in resource-poor areas like Kisii County in Kenya, where poor diagnostic equipment hinders early diagnosis. In this project, the intention was to develop and evaluate an explainable deep learning approach for the diagnosis of pneumonia usi...

J. Gikandi, F. Musyoka, Malach Onchiri Okemwa · 0 citations
Sep 2026

A Deep Ensemble Transfer Learning for Pneumonia Detection from Chest X-Ray Images to Improve Health Outcome

Pneumonia is a serious respiratory issue that requires timely and accurate diagnosis to reduce the mortality rate. Chest X-ray images are a common diagnostic tool for pneumonia assessment. Early detection of pneumonia is crucial for prompt treatment and improved patient outcomes. The conventional diagnosis of pneumonia...

M. Das · 0 citations
Open access Sep 2026

COMPARISON OF PERFORMANCE AND COMPUTATIONAL COMPLEXITY OF CNN AND RESNET50 FOR PNEUMONIA CLASSIFICATION

This study aims to compare the classification performance and computational complexity of a CNN and a pre-trained ResNet50 model using transfer learning for binary pneumonia classification on chest X-ray images and shows that the CNN outperforms the ResNet50 across all classification metrics.

Tam Pran Noto Noto, Supatman Supatman · 0 citations
Review Open access Oct 2026

A Review of Lightweight CNN Architectures and Transfer Learning Methods for Automated Pneumonia Detection

Pneumonia is a major respiratory disease that requires timely and accurate diagnosis to optimize the outcome for patients. In recent years, the most popular approach to the automated detection of pneumonia on chest X-ray (CXR) images is based on deep learning, particularly Convolutional Neural Networks (CNNs) and Trans...

Deepika Makwana, S. Degadwala, Malini Joshi · 0 citations

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