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Malini Joshi

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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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