NVIDIA Meshtron: High-Fidelity 3D Mesh Generation at Scale

2024-12-16

NVIDIA researchers have developed Meshtron, a novel model capable of generating high-quality 3D meshes at unprecedented scale and fidelity. Employing an autoregressive architecture and sliding window attention, Meshtron represents meshes as a sequence of tokens and utilizes an Hourglass Transformer architecture to efficiently address the scalability and efficiency challenges of existing methods in generating complex 3D models. Generating meshes with artist-like detail, Meshtron offers strong controllability with inputs such as point clouds, face count, and creativity level, paving the way for more realistic 3D asset generation in animation, gaming, and virtual environments.

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AI