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LGM 3D

Paid

High-Resolution 3D Content Creation from Text or Single Image in Seconds

5.0
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Inputs: text, image
Type
Saas
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About LGM 3D

LGM (Large Multi-view Gaussian Model) is a novel framework presented at ECCV 2024 that generates high-resolution 3D content from text prompts or single-view images. It uses multi-view Gaussian features as an efficient 3D representation and an asymmetric U-Net backbone to process multi-view images produced by diffusion models. The system achieves high-fidelity 3D object generation in under 5 seconds at a training resolution of 512.

Key Features

Generates 3D models from text prompts or single-view images
Uses multi-view Gaussian features for efficient 3D representation
Asymmetric U-Net backbone for high-throughput multi-view processing
Achieves training resolution of 512 for high-resolution output
Fast generation speed: produces 3D objects within 5 seconds
Supports both image-to-3D and text-to-3D pipelines
Exports meshes from generated 3D models

Pros & Cons

Pros
  • Generates high-resolution 3D models (512 resolution) in under 5 seconds
  • Works from both text prompts and single-view images
  • State-of-the-art results with high fidelity, as validated by ECCV 2024 acceptance
  • Efficient representation enables fast differentiable rendering
Cons
  • Requires significant GPU memory and compute for training and inference
  • Output quality may vary depending on input text or image complexity
  • Currently a research project, not a commercial product with full support
  • License or usage terms not specified on the website

Best For

Creating 3D assets from text descriptions for games, VR, or designConverting a single photograph into a full 3D modelRapid prototyping of 3D content with high resolutionResearch in 3D generation and multi-view learning

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FAQ

What is LGM?
LGM stands for Large Multi-view Gaussian Model, a framework for high-resolution 3D content creation from text prompts or single-view images. It was presented as an Oral at ECCV 2024.
How fast can LGM generate a 3D model?
LGM can generate a 3D object within 5 seconds, while operating at a training resolution of 512.
What inputs does LGM accept?
LGM accepts either text prompts or single-view images as input.
What outputs does LGM produce?
LGM produces a 3D model represented as multi-view Gaussian features, which can be exported as meshes.
Where can I find the code and paper?
The paper is available on arXiv (arXiv:2402.05054) and the code is linked from the project website.