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Pneumonia Detection from Chest X-Ray Images using Deep Learning

Introduction:

In our final project at T5 bootcamp we will build models that can detect the presence of pneumonia with chest X-rays using Deep Convololutional Neural Network. Chest X-rays are currently the best available method for diagnosing pneumonia, playing a crucial role in clinical care. Over 150 million people get infected with pneumonia on an annual basis especially children under 5 years old.

Problem Statement:

Providing a clinical aid for higher accuracy image reads of diseases that are hard to diagnose. Clinical diagnoses from chest X-rays can be challenging, however, even by skilled radiologists. The diagnosis of pneumonia from chest X-rays is difficult for several reasons:

  1. The appearance of pneumonia in a chest X-ray can be very vague depending on the stage of the infection
  2. Pneumonia often overlaps with other diagnoses

Dataset description:

The dataset is organized into 3 folders (train, test, validation). There are 5,863 X-Ray images (JPEG) and 2 categories (Pneumonia/Normal). Chest X-ray images (anterior-posterior) were selected of pediatric patients of one to five years old.

Objectives:

  • High accuracy
  • Less medical test
  • Low cost
  • Reduce time
  • Reduce death rate
  • Getting knowledge about machine learning techniques
  • Determining binary classification of lung diseases

Deep Learning Models:

  • Sequential
  • Vgg16
  • Vgg19
  • MobileNetV2
  • InceptionV3

Tools:

Languages : Python Tools/IDE : Google colab Libraries : numpy, pandas, matplotlib, Keras, TensorFlow

Team Members

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Contributors

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