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About

Recent breakthroughs in text-to-image synthesis have been driven by diffusion models trained on billions of image-text pairs. Adapting this approach to 3D synthesis would require large-scale datasets of labeled 3D assets and efficient architectures for denoising 3D data, neither of which currently exist. In this work, we circumvent these limitations by using a pre-trained 2D text-to-image diffusion model to perform text-to-3D synthesis. We introduce a loss based on probability density distillation that enables the use of a 2D diffusion model as a prior for optimization of a parametric image generator. Using this loss in a DeepDream-like procedure, we optimize a randomly-initialized 3D model (a Neural Radiance Field, or NeRF) via gradient descent such that its 2D renderings from random angles achieve a low loss. The resulting 3D model of the given text can be viewed from any angle, relit by arbitrary illumination, or composited into any 3D environment.

About

Hugging Face is a leading platform for AI and machine learning, offering a vast hub for models, datasets, and tools for natural language processing (NLP) and beyond. The platform supports a wide range of applications, from text, image, and audio to 3D data analysis. Hugging Face fosters collaboration among researchers, developers, and companies by providing open-source tools like Transformers, Diffusers, and Tokenizers. It enables users to build, share, and access pre-trained models, accelerating AI development for a variety of industries.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Businesses looking for an advanced AI 3D Model Generator solution

Audience

AI developers, researchers, data scientists, and businesses looking for a comprehensive platform to collaborate, share, and utilize machine learning models and datasets for various applications

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

$9 per month
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

DreamFusion
dreamfusion3d.github.io

Company Information

Hugging Face
Founded: 2016
United States
huggingface.co

Alternatives

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RODIN

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Vertex AI

Google

Categories

Categories

Integrations

Datasaur
FauxPilot
Firecrawl
Flowise
Glowbom
Google AI Edge Gallery
Lilac
MiniMax M1
OpenHands
Outspeed
Phi-4-reasoning
Prompt Security
Qwen
Qwen-7B
Qwen-Image
VMware Private AI Foundation
Vertesia
Weaviate
Zyphra Zonos
bolt.diy

Integrations

Datasaur
FauxPilot
Firecrawl
Flowise
Glowbom
Google AI Edge Gallery
Lilac
MiniMax M1
OpenHands
Outspeed
Phi-4-reasoning
Prompt Security
Qwen
Qwen-7B
Qwen-Image
VMware Private AI Foundation
Vertesia
Weaviate
Zyphra Zonos
bolt.diy
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Claim DreamFusion and update features and information
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