Karl Diedrich describes a research system built using free and open-source software, including ImageJ for image processing, MySQL for data storage, and R for statistical analysis and visualization. This system allows extensive experiment parameters and measurements to be imported from ImageJ into a MySQL database for querying and analysis in R. The free nature of these tools provides flexibility in using the same system across different operating systems and computers.