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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

ModelsLab is a groundbreaking AI firm that delivers a robust array of APIs aimed at converting text into multiple media formats, such as images, videos, audio, and 3D models. Their platform allows developers and enterprises to produce top-notch visual and audio content without the hassle of managing complicated GPU infrastructures. Among their services are text-to-image, text-to-video, text-to-speech, and image-to-image generation, all of which can be effortlessly integrated into a variety of applications. Furthermore, they provide resources for training customized AI models, including the fine-tuning of Stable Diffusion models through LoRA methods. Dedicated to enhancing accessibility to AI technology, ModelsLab empowers users to efficiently and affordably create innovative AI products. By streamlining the development process, they aim to inspire creativity and foster the growth of next-generation media solutions.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

VisionStory

Integrations

VisionStory

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

$7/month
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

DreamFusion

Website

dreamfusion3d.github.io

Vendor Details

Company Name

ModelsLab

Founded

2022

Country

United States

Website

modelslab.com

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