This project implements a diffusion model architecture that incorporates 3D Gaussian Splatting representations directly into the denoising process, enabling single-stage image-to-3D conversion without relying on intermediate multi-view diffusion stages. The approach achieves fast and scalable 3D generation and reconstruction from single images. Published at ICCV 2025.