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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 Gemini Diffusion?
Gemini Diffusion embodies our innovative research effort focused on transforming the understanding of diffusion within language and text creation. Currently, large language models form the foundational technology behind generative AI. Through the application of a diffusion methodology, we are developing a novel language model that improves user agency, encourages creativity, and hastens the text generation process. In contrast to conventional models that generate text in a linear fashion, diffusion models utilize a distinctive method by producing results through the gradual refinement of noise. This iterative approach allows them to swiftly reach solutions and implement real-time adjustments during the generation phase. Consequently, they excel in various tasks, particularly in areas like editing, mathematics, and programming. Additionally, by generating complete token blocks simultaneously, they yield more cohesive responses to user inquiries than autoregressive models do. Notably, Gemini Diffusion's performance on external evaluations is competitive with that of significantly larger models, all while offering improved speed, marking it as a significant breakthrough in the domain. This advancement not only simplifies the generation process but also paves the way for new forms of creative expression in language-oriented applications, showcasing the potential of rethinking traditional methodologies.
Integrations Supported
Gemini
Gemini Enterprise
WeatherNext
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
OpenAI
Date Founded
2015
Company Location
United States
Company Website
openai.com/research/point-e
Company Facts
Organization Name
Google DeepMind
Date Founded
2010
Company Location
United Kingdom
Company Website
deepmind.google/models/gemini-diffusion/