Yes, it is possible to join after the last bow by reciting Takbeeratul-Ihram ("Allahu Akbar") and following the imam in prostration until the imam finishes the prayer. The prayer is continued - without counting the prostration with the imam as part of the first rak'a - by standing for his first rak'a without reciting Takbeeratul-Ihram again.