Intelligent Computing Applications for COVID-19

1 Deep Learning for COVID-19 Infection’s Diagnosis, Prevention, and Treatment

Amjad Rehman Khan, Kashif Mehmood, and Noor Ayesha

Contents

1. 1.1 Introduction
2. 1.2 Lung Infections Overview
3. 1.3 Diagnostics
4. 1.4 DL Methodology
   1. 1.4.1 Datasets
   2. 1.4.2 Preprocessing
   3. 1.4.3 Segmentation
   4. 1.4.4 Feature Extraction and Selection
   5. 1.4.5 Classification
5. 1.5 Analysis and Findings
6. 1.6 Conclusions and Future Challenges
7. References

1.1 Introduction

A novel pneumonia-infected case was reported in Wuhan, Hubei Province, China in late December 2019, SARS-CoV-2 or COVID-19 (Wang et al., 2020a, 2020b). The main origin of COVID-19 was Huanan Seafood Wholesale Market where several cases were reported and which was closed to the public on December 31, 2019 (Siordia, 2020). The World Health Organization ...