In this study, we developed a custom platform for rapid expert annotation and proposed the modular CNN-based multi-stage framework (classification framework and regression framework) consisting of basic component units and special component units. The framework represents an auxiliary examination method for high precision and automated detection of COVID-19. This study makes the following contributions: