Differential Riccati equation (DRE) is especially important in several fields such as optimal control, filtering, and model reduction. In this paper we present matrix-based exponential integrators for the solution of DRE. The methods are suitable for stiff DRE. In particular, we develop low-rank versions of these methods to solve large-scale DRE. The performance of the proposed methods is compared to existing typical integrators.