1 Introduction

2 Overview of Radiographic Data and its Characteristics

3 COVID-19 Diagnostic Strategies

4 Taxonomy of DL Techniques for COVID-19 Diagnosis

5 Dataset and Performance Metrics

6 Analysis of Existing Literature

7 DL-based Diagnostic Applications for COVID-19 Detection

8 Challenges

9 Research Gap and Future Direction

10 Conclusion