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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

Introducing Mobile Diffusion, a groundbreaking image generator that utilizes cutting-edge AI technology to transform your creative ideas into reality. This application allows users to craft breathtaking images from their own text prompts without the necessity of an internet connection, operating seamlessly offline directly on your device. Powered by the Stable Diffusion v2.1 model, Mobile Diffusion enhances image generation capabilities, benefiting from CoreML optimization that makes it up to twice as fast as competing apps. After a one-time download of the 4.5 GB model, you can enjoy offline functionality, providing the freedom to create anywhere and at any time. The app empowers users to refine their results by specifying both positive and negative prompts, ensuring the generated images align perfectly with their vision. Sharing your creations is straightforward, and the app is entirely free to access. Designed primarily for research and development, it showcases the potential of running a diffusion model on mobile devices while maintaining acceptable performance levels, highlighting the future of mobile creativity. With its user-friendly interface and powerful features, Mobile Diffusion is set to revolutionize the way we think about image generation on the go.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Stable Diffusion

Integrations

Stable Diffusion

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

No price information available.
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

N1 RND

Website

apps.apple.com/pl/app/mobile-diffusion

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