COVID-19 is a pandemic disease that caused more than 6.59 million deaths as of 30th October 2022. Traditional manual labelling of CT-based scans is tedious. To solve the problem, intelligent automation methods, such as transfer learning, graph neural networks, attention neural networks and weakly supervised networks can be employed.