The process required to track cellular structures is a key task to quantitatively describe the biological implications associated with cell migration. With the advent of modern microscope that has vastly increased the volume of image data the development of automated tracking solutions is becoming a prerequisite for cellular analysis [1]. In this research we developed a fully automated framework that is able to track cell migration in time-lapse images and obtains the required measurements for the motility analysis.