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October 12, 2025International Scientific Journal of Engineering and Management

AI-Powered Pneumonia Detection Using Deep Learning on Chest X-Ray Images

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Authors

BPB. PurushothamaPAPerpetua Shruthi A

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Overview

This case study demonstrates the effectiveness of deep learning in pneumonia detection using chest X-ray images, indicating improvements in healthcare diagnostics.

Key Points

  • Deep learning technology significantly enhances pneumonia detection accuracy and speed, improving patient outcomes.
  • The study achieved high performance metrics, including accuracy and precision, on a publicly available dataset.
  • A web-based platform was developed for real-time predictions, facilitating better access to diagnostic tools in medical settings.
  • The research outlines future directions for enhancing model effectiveness and expanding its practical applications in healthcare.

Cite This Study

Purushothama et al. (2025) studied this question.

synapsesocial.com/papers/68ebffcfdef9fcb308ff23behttps://doi.org/10.55041/isjem05086
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Deep Learning-Based Pneumonia Detection from Chest X-ray Images: A CNN Approach with Performance Analysis and Clinical Implications2025
  2. 2Automated Pneumonia Detection With Deep Learning Methods2025
  3. 3An AI-based System for Pneumonia Detection in Chest X-Rays Using Deep Learning Models2025
  4. 4AI-driven pneumonia diagnosis from chest x-rays2025
  5. 5Detection of Pneumonia Disease on Chest X-ray Images Using Convolutional Neural Network2025 · 2 citations