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What is Point-E?

Recent progress in generating 3D objects from text has shown promising results; nonetheless, many of the leading techniques typically require multiple hours on powerful GPUs to produce just one sample, which stands in stark contrast to the more advanced generative image models that can create samples in a matter of seconds or minutes. In this research, we introduce a novel method for 3D object generation that allows for model creation in merely 1-2 minutes using only a single GPU. Our approach begins with generating a synthetic view through a text-to-image diffusion model, and it is followed by constructing a 3D point cloud using a second diffusion model that is conditioned on the image produced. Although our method has not yet reached the highest quality levels of the best existing techniques, it provides a considerably quicker sampling process, thus serving as a valuable alternative for certain applications. Additionally, we make available our pre-trained point cloud diffusion models, as well as the evaluation code and supplementary models, accessible at this provided URL. This endeavor is intended to encourage further research and innovation in the area of rapid 3D object generation, potentially paving the way for more efficient workflows in the industry.

What is Fooocus?

Fooocus stands out as an accessible, open-source tool for generating images offline, leveraging Gradio and the Stable Diffusion XL (SDXL) framework. Designed with simplicity in mind, it enables users to focus on generating prompts while the application takes care of the complex aspects of the process. Moreover, Fooocus includes an offline prompt enhancement system that utilizes GPT-2, along with advanced sampling improvements, ensuring top-notch results for both short and lengthy prompts. The software offers a variety of functions such as inpainting, outpainting, upscaling, and image prompting, utilizing its unique algorithms to achieve superior performance compared to traditional SDXL methods. Users can select from multiple presets, including anime and realistic aesthetics, and enjoy an easy-to-navigate interface that allows for significant customization. The installation is quick and user-friendly, needing just a few clicks, and Fooocus requires a minimum of 4GB NVIDIA GPU memory for optimal performance. Presently, Fooocus is undergoing a period of limited long-term support, with a primary focus on bug fixes, and there are currently no plans to adopt newer model architectures that could influence future improvements. This array of features positions Fooocus as an attractive option for enthusiasts in the realm of image generation, catering to both novice and experienced users alike. As a result, it combines functionality and accessibility to enhance the creative workflow of its users.

Media

Media

Integrations Supported

Integrations Supported

NVIDIA DRIVE
Stable Diffusion XL (SDXL)

API Availability

API Availability

Pricing Information

Pricing not provided

Pricing Information

Free
Free Version

Supported Platforms

SaaS

Supported Platforms

Windows
Mac
Linux

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

OpenAI

Date Founded

2015

Company Location

United States

Company Website

openai.com/research/point-e

Company Facts

Organization Name

lllyasviel

Company Location

China

Company Website

github.com/lllyasviel/Fooocus

Categories and Features

AI Tools

Not specified

Categories and Features

AI Image Generators

Not specified

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