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DreamFusion

Rated 4 out of 5
1 user reviews
DreamFusion featured

Text-To-Image generative model

AI Categories: 3D

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Updated 02/24/2024

DreamFusion is a product that uses a text-to-image generative model called Imagen to optimize a 3D scene.

The product features Score Distillation Sampling (SDS), a way to generate samples from a diffusion model by optimizing a loss function. SDS allows for the optimization of samples in an arbitrary parameter space, such as a 3D space.

The product uses a 3D scene parameterization similar to Neural Radiance Fields to define this differentiable mapping. DreamFusion adds additional regularizers and optimization strategies to improve geometry, resulting in coherent, high-quality normals, surface geometry and depth, and relightable NeRFs with a Lambertian shading model.

The use cases for DreamFusion involve optimizing 3D scenes for various applications, such as video games, virtual reality experiences, and film production.

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DreamFusion Reviews

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Rated 4 out of 5

4

Srihari U.

DreamFusion's website features tons of 3D generated objects from text. There are a bunch of funny examples but they also feature their very easy to read research paper that is worth a read.

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