In summary, our contributions are threefold.

world, DepthFusion can generate immersive and engaging
360° views that allow users to experience their text prompts
in a way that was previously impossible. This technology
has the potential to transform a wide range of industries,
from entertainment and gaming to architecture and design.
(1) We
propose LDM3D, a novel diffusion model that outputs
RGBD images (RGB images with corresponding depth
maps) given a text prompt.
(2) We develop DepthFu-
sion, an application to create immersive 360°-view expe-
riences based on RGBD images generated with LDM3D.
(3) Through extensive experiments, we validate the quality
of our generated RGBD images and 360°-view immersive
videos.

2. Related Work
LDM3D- Latent Diffusion Model for 3D