Aboubakar, 33, has most recently played at TFF First League Hatayspor.
Esteghlal, headed by Ricardo Sa Pinto, is gong to bolster its attacking line.
Aboubakar has represented Cameroon 112 times and scored 45 goals.
The Blues will represent Iran at the 2025-26 AFC Champions League Two.