In my master thesis I developed the player tracking part of a football analysis software. At the beginning of the thesis, I present the most popular products available on the market and the statistics made by them. After that, I describe the task specification into the details and demonstrate some general purpose tracking algorithm, including their result on the task of ball and player tracking. In the next part of my thesis, I specify my solution for the player tracking problem based on the combination of detection and tracking, including preprocessing of the videos coming from a fixed camera layout and the structure of the software. At the end of my thesis, I demonstrate the performance of the solution based on test results, then I give an outline about the development possibilities.