PRNet: Progressive Resolution based Network for Radiograph based disease classification

COVID-19 and Pneumonia have impacted human life significantly. The number of infected people and deaths are increasing every day due to COVID. Rapid COVID detection is important to control and stop the spread of the disease. Considering that AI can play a significant role in accurate and fast detection of such diseases, EE-RDS conducted a multi-class classification challenge by providing chest X-rays of pneumonia, COVID-19 and normal patients. We proposed PRNet, a novel deep learning pipeline and achieved 96.3% accuracy winning the 2nd position on the test set Leaderboard.