  An incidence of a hypergraph $\mathcal{H}=(X,S)$ is a pair $(x,s)$ with $x\in
X$, $s\in S$ and $x\in s$. Two incidences $(x,s)$ and $(x',s')$ are adjacent if
(i) $x=x'$, or (ii) $\{x,x'\}\subseteq s$ or $\{x,x'\}\subseteq s'$. A proper
incidence $k$-coloring of a hypergraph $\mathcal{H}$ is a mapping $\varphi$
from the set of incidences of $\mathcal{H}$ to $\{1,2,\ldots,k\}$ so that
$\varphi(x,s)\neq \varphi(x',s')$ for any two adjacent incidences $(x,s)$ and
$(x',s')$ of $\mathcal{H}$. The incidence chromatic number
$\chi_I(\mathcal{H})$ of $\mathcal{H}$ is the minimum integer $k$ such that
$\mathcal{H}$ has a proper incidence $k$-coloring. In this paper we prove
$\chi_I(\mathcal{H})\leq (4/3+o(1))r(\mathcal{H})\Delta(\mathcal{H})$ for every
$t$-quasi-linear hypergraph with $t<<r(\mathcal{H})$ and sufficiently large
$\Delta(\mathcal{H})$, where $r(\mathcal{H})$ is the maximum of the
cardinalities of the edges in $\mathcal{H}$. It is also proved that
$\chi_I(\mathcal{H})\leq \Delta(\mathcal{H})+r(\mathcal{H})-1$ if $\mathcal{H}$
is an $\alpha$-acyclic linear hypergraph, and this bound is sharp.
