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Description

Recent advancements in the realm of text-to-image synthesis have emerged from diffusion models that have been trained on vast amounts of image-text pairs. To successfully transition this methodology to 3D synthesis, it would necessitate extensive datasets of labeled 3D assets alongside effective architectures for denoising 3D information, both of which are currently lacking. In this study, we address these challenges by leveraging a pre-existing 2D text-to-image diffusion model to achieve text-to-3D synthesis. We propose a novel loss function grounded in probability density distillation that allows a 2D diffusion model to serve as a guiding principle for the optimization of a parametric image generator. By implementing this loss in a DeepDream-inspired approach, we refine a randomly initialized 3D model, specifically a Neural Radiance Field (NeRF), through gradient descent to ensure its 2D renderings from various angles exhibit a minimized loss. Consequently, the 3D representation generated from the specified text can be observed from multiple perspectives, illuminated with various lighting conditions, or seamlessly integrated into diverse 3D settings. This innovative method opens new avenues for the application of 3D modeling in creative and commercial fields.

Description

Stable Diffusion XL, also known as SDXL, represents the most advanced image generation model, designed specifically to achieve higher levels of photorealism and intricate detail in imagery and composition than earlier versions like SD 2.1. This enhancement allows users to generate images that feature improved facial representations and clearer text, while also enabling the creation of visually appealing artwork with the use of concise prompts. As a result, artists and creators can now express their ideas more effectively and efficiently.

API Access

Has API No 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

AnotherWrapper No 
Baseten No 
Chatbot App No 
Comfy Cloud No 
Eromify No 
Fooocus No 
Hyperbolic No 
Nebius Token Factory No 
Odyssey No 
Outspeed No 
Simplismart No 
Videostew No 

Integrations

AnotherWrapper Yes 
Baseten Yes 
Chatbot App Yes 
Comfy Cloud Yes 
Eromify Yes 
Fooocus Yes 
Hyperbolic Yes 
Nebius Token Factory Yes 
Odyssey Yes 
Outspeed Yes 
Simplismart Yes 
Videostew Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

DreamFusion

Website

dreamfusion3d.github.io

Vendor Details

Company Name

Stable Diffusion XL (SDXL)

Website

stablediffusionxl.com

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