Magic3D — High-Resolution Text-to-3D Content Creation

me@ryanorban.com (Ryan Orban) — Tue, 22 Nov 2022 00:00:00 +0000

Summary

Magic3D is a text-to-3D generation system from NVIDIA Research that creates high-resolution textured 3D meshes from text prompts. The method is notable for its two-stage pipeline: first it generates a coarse NeRF representation using DreamFusion’s score distillation sampling (SDS) approach, then refines it into a high-resolution mesh with better surface detail and texture. This two-stage coarse-to-fine approach was faster than pure NeRF optimization and produced cleaner meshes for downstream use.

Text-to-3d on Ryan Orban

Magic3D — High-Resolution Text-to-3D Content Creation

Summary