Since the end of 2019, the whole world has been living with the effects of the COVID-19 disease. Due to the airborne nature of the novel coronavirus, the COVID-19 disease has spread rapidly in many countries in a short time and has also been declared a global pandemic. The spread of this virus can be stopped by isolating the infected. According to the guidelines provided by the WHO, the use of chest imaging as a complementary source of data is recommended in different scenarios and stages of COVID-19 to help radiologists and physicians detect and evaluate the disease more accurately. These Medical Imaging include: X-ray, CT-scans and Ultrasounds. It is so important to develop efficient processing/learning models to help overcome this pandemic and be prepared for potential future ones. In fact, AI can assist in the development of robust radiomic solutions for the diagnosis/prognosis, severity assessment and monitoring of COVID-19 patients.