In this paper we provide constructive lower bounds on the sizes of the largest partial ovoids of the symplectic polar spaces ${\cal W}(3, q)$, $q$ odd square, $q \not\equiv 0 \pmod{3}$, ${\cal W}(5, q)$ and of the Hermitian polar spaces ${\cal H}(4, q^2)$, $q$ even or $q$ odd square, $q \not\equiv 0 \pmod{3}$, ${\cal H}(6, q^2)$, ${\cal H}(8, q^2)$.