Image Classification: Pneumonia Detection


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Authors

  • Suvam Konar Thomas Worthington High School, 300 W Dublin-Granville Rd, Worthington, OH 43085, USA

Keywords:

supervised learning, Convolutional Neural Networks (CNNs), transformation layers, chest X-ray classification, pneumonia detection

Abstract

This article examines the principles underlying supervised machine learning, convolutional neural networks, and transformation layers. These ideas were applied to a dataset of chest X-ray images, categorizing them into healthy and pneumonia classes. The accuracy of the model obtained is 85.3\%. This article illustrates the power of machine learning as a diagnostic tool in medicine.

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Published

14-09-2025

How to Cite

Suvam Konar. (2025). Image Classification: Pneumonia Detection. International Journal of Mathematics And Its Applications, 13(3), 109–114. Retrieved from https://ijmaa.in/index.php/ijmaa/article/view/1610

Issue

Section

Research Article