3DGen: Triplane Latent Diffusion for Textured Mesh Generation

no code implementations • 9 Mar 2023 • Anchit Gupta, Wenhan Xiong, Yixin Nie, Ian Jones, Barlas Oğuz

We take another step along this direction, combining these developments in a two-step pipeline consisting of 1) a triplane VAE which can learn latent representations of textured meshes and 2) a conditional diffusion model which generates the triplane features.

Image Generation Texture Synthesis

CLIP-Layout: Style-Consistent Indoor Scene Synthesis with Semantic Furniture Embedding

no code implementations • 7 Mar 2023 • Jingyu Liu, Wenhan Xiong, Ian Jones, Yixin Nie, Anchit Gupta, Barlas Oğuz

Whether heuristic or learned, these methods ignore instance-level visual attributes of objects, and as a result may produce visually less coherent scenes.

Indoor Scene Synthesis Scene Generation