The Gsgen project introduces a novel approach called Gaussian Splatting based text-to-3D GENeration (Gsgen) that generates high-quality, multi-view consistent 3D assets. Previous methods lacked accurate geometry and fidelity, so Gsgen leverages 3D Gaussian Splatting as a representation technique to address these limitations. Their approach involves a progressive optimization strategy, including a geometry optimization stage and an appearance refinement stage. The geometry optimization establishes a coarse representation under a 3D geometry prior, while the appearance refinement iteratively refines the obtained Gaussians to enhance details. The method proves effective in generating 3D assets with accurate geometry and delicate details