September 18, 2025Open Access

Automated Pneumonia Detection With Deep Learning Methods

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The proposed system achieves significant improvements in accuracy and sensitivity for detecting pneumonia.
Evaluation on publicly available datasets shows superior performance compared to traditional diagnostic methods.
Employing convolutional neural networks with transfer learning enhances classification outcomes and reliability.
This intelligent diagnostic framework aims to support healthcare professionals in delivering timely patient care.

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This study demonstrates improved pneumonia detection accuracy in chest X-ray images using deep learning, indicating effective diagnostic assistance.

K. Pravallika (2025) studied this question.

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This study demonstrates improved pneumonia detection accuracy in chest X-ray images using deep learning, indicating effective diagnostic assistance.