Clearly, the integral of this correspondence coincides with the integral of correspondence $\phi:X\to 2^\mathbb{R}$ given by $\phi(x)=\big\{\langle a,v(x)\rangle \mid a\in A\big\}$. Moreover, $\phi$ is clearly compact-valued and is integrably bounded, since $$\max_{a\in A} \big|\langle a,v(x)\rangle\big|\leq \max_{a\in A} \|a\| \|v(x)\|$$
by the Cauchy-Schwarz inequality and the norm of an integrable function is integrable. By Proposition 7 on page 73 of the 1974 book "Core and Equilibria of a Large Economy" by Werner Hildenbrand shows that the integral of a closed valued integrable correspondence from a probability space to a Euclidean space is compact.
The only subtlety one needs to take care of is that Hildenbrand defines the integral of a correspondence with almost everywhere selections instead of actual measurable selections. This is not an issue if $\phi$ admits a measurable selection. We can apply the Kuratwki - Ryll-Nardzewski measurable selection theorem if we can show that the set $\{x\in X\mid \phi(x)\cap O\neq\emptyset\}$ is measurable for each open set of reals $O$. Let $V\subseteq\mathbb{R}^d$ be given by $V=\{v\in\mathbb{R}^d \mid \langle a,v\rangle\in O \text{ for some } a\in A\}$ and for each $a\in A$ let $V_a=\{v\in\mathbb{R}^d \mid \langle a,v\rangle\in O\}$, an open set. Then $V=\bigcup_{a\in A} V_a$ is open too and
$$\{x\in X\mid \phi(x)\cap (b,c)\neq\emptyset\}=v^{-1}(V).$$
So if $v$ is Borel measurable, we can take the integal with respect to Borel selections. Otherwise, we can define it with respect to measurable selections for the $P$-completion.