Yes, that is the Ohi racetrack. You can read the official name "Tokyo City Keiba" on the top, where Kei-Ba is 'horse racing.' Look at the attached link for the top-down view of this:


The nearby airport is actually Haneda which once was the main airport but now is intra-Japan only except for one airline.