Translated data: Adobe and Stanford University have jointly introduced DMV3D, a Transformer-based single-stage diffusion model capable of generating high-fidelity 3D images at an astonishing speed on a single A100 GPU. DMV3D integrates 3D NeRF reconstruction and rendering, eliminating the need for real 3D models and providing innovative solutions to challenges in creating 3D assets for augmented reality, virtual reality, robotics, and gaming. By skillfully utilizing sparse views and a joint reconstruction and denoising model, DMV3D offers new perspectives and possibilities for the future of 3D vision and graphics.