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What is DreamFusion?

Recent progress in text-to-image synthesis has been driven by diffusion models trained on vast collections of image-text pairs. To effectively adapt this approach for 3D synthesis, there is a critical need for large datasets of labeled 3D assets and efficient architectures capable of denoising 3D information, both of which are currently insufficient. This research aims to tackle these obstacles by utilizing an established 2D text-to-image diffusion model to facilitate text-to-3D synthesis. We introduce a groundbreaking loss function based on probability density distillation, enabling a 2D diffusion model to guide the optimization of a parametric image generator effectively. By applying this loss within a DeepDream-inspired framework, we enhance a randomly initialized 3D model, specifically a Neural Radiance Field (NeRF), through gradient descent, ensuring its 2D renderings from various angles demonstrate reduced loss. As a result, the generated 3D representation can be viewed from multiple viewpoints, illuminated under different lighting conditions, or integrated seamlessly into a variety of 3D environments. This innovative approach not only addresses existing limitations but also paves the way for the broader application of 3D modeling in both creative and commercial sectors, potentially transforming industries reliant on visual content.

What is CSM AI?

Generate assets that showcase intricate geometry, UV-unwrapped textures, and neural radiance fields, utilizing the latest innovations in neural inverse graphics. The creation of immersive environments and games is now more efficient and accurate than ever before. Design engaging 3D simulators and games on a grand scale with relative ease. Personalize and texture 3D assets seamlessly, making the entire process more accessible. High-performance specialized servers facilitate rapid generation of these assets while ensuring confidentiality of the 3D outputs. Comprehensive support is available, along with customized training and data solutions tailored to specific requirements. This innovative methodology empowers creators to expand the limits of interactive experiences like never before, fostering a new era of digital creativity.

Media

Media

Integrations Supported

Discord
TestFlight

Integrations Supported

Discord
TestFlight

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

DreamFusion

Company Website

dreamfusion3d.github.io

Company Facts

Organization Name

CSM AI

Company Location

United States

Company Website

www.csm.ai/

Categories and Features

Categories and Features

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