In the application research of microorganisms/cells, the shape changes and movement laws of microorganisms/cells during their growth environment are the key to understanding their biological mechanisms, mastering tissue development, and pathogenic mechanisms. Automated microbial detection and tracking solutions rely on deep learning technology and a modular microscope-based imaging platform to meet the quantitative imaging and image analysis requirements of modern cell biology, laboratory science, systems biology and medical research.