In common usage "omnidirectional" usually refers to all horizontal directions, typically with reduced performance in the direction of the sky or the ground (a truly isotropic radiator is not even possible).
Antennas more complex than the dipole or vertical designs are usually intended to increase the directivity and consequently the gain of the antenna.