Does this horizontal sign define a place of obligatory stop, even if there is no vehicle approaching from either side?

Yes, the B-20 'STOP' sign, combined with the horizontal marking P-12 'stop line', requires you to stop the vehicle at the designated place. This duty is absolute, which means you must stop regardless of whether there is traffic on the priority road or not.