Pneumonia Detection in Chest X-ray Images using Convolutional Neural Networks


Abstract:

Pneumonia is an infectious and deadly disease which strikes over millions of people. Usually, chest X-rays are used by radiotherapist to diagnose pneumonia. In this paper, a Computer-Aided Diagnosis (CAD) system for pneumonia detection in chest X-ray images is proposed. This system is based on Convolutional Neural Networks (CNNs) which are able to classify the image into two classes (pneumonia or normal). Experimental results show that the proposed system obtained an accuracy rate of 98.59%.

Año de publicación:

2022

Keywords:

  • convolutional neural networks
  • pneumonia detection
  • chest X-ray images
  • Computer-aided diagnosis

Fuente:

scopusscopus

Tipo de documento:

Conference Object

Estado:

Acceso restringido

Áreas de conocimiento:

  • Inteligencia artificial
  • Laboratorio médico
  • Ciencias de la computación

Áreas temáticas:

  • Enfermedades
  • Ciencias de la computación
  • Instrumentos de precisión y otros dispositivos