Modern Computational Techniques for Engineering Applications

Chapter 5 Automated computer-aided diagnosis of COVID-19 and pneumonia based on chest X-ray images using deep learning Classification and segmentation

Maria C. Moreno, Brayan Daniel Sarmiento, Daniel Steven Moran, Fabián Enrique Casares and Oscar J. Suarez

University of Pamplona, Colombia

DOI: 10.1201/9781003407409-5

Contents

1. 5.1 Introduction
2. 5.2 Literature review
   • 5.2.1 Medical image segmentation
   • 5.2.2 Computer-aided detection and diagnosis
   • 5.2.3 Annotation-efficient
3. 5.3 Materials and methods
   • 5.3.1 Dataset description
   • 5.3.2 Pre-processing
   • 5.3.3 Convolutional neuronal network
4. 5.4 Experimental results
   • 5.4.1 Experimental setup
   • 5.4.2 Data augmentation
   • 5.4.3 Evaluation of performance metrics
   • 5.4.4 Graphical user interface
5. 5.5 Conclusion and ...