They are equal.
Let $C$ be the closed convex hull of $A$, defined as the intersection of all closed convex sets containing $A$. (Closed half-spaces are enough here.)
Let $B$ be the convex hull of $A$, defined as the intersection of all convex sets containing $A$. (Half-spaces, either open or closed, are not enough here.)
Clearly $B\subset C$. Since $C$ is closed, it follows that $\overline{B}\subset C$.
Conversely, $\overline{B}$ is both closed and convex, hence $C\subset \overline{B}$.