Point-EOpenAI
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About
Guide Labs is developing a new class of interpretable AI systems and foundation models that humans can reliably debug, trust, and understand. Our models are engineered to produce human-understandable factors for any output, provide reliable context citations, and specify which training data influences the generated output. This approach addresses issues in current AI systems, which often produce explanations unrelated to their outputs, are difficult to debug, and are challenging to control and align. The Guide Labs team comprises experts with over 20 years of experience in interpretable machine learning. We have developed the first interpretable generative diffusion model and large language model. We are rethinking the model architecture, loss function, and entire pipeline to constrain the model training process such that the models we get are more easily understandable, their errors easier to identify and fix, and easy to align.
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About
While recent work on text-conditional 3D object generation has shown promising results, the state-of-the-art methods typically require multiple GPU-hours to produce a single sample. This is in stark contrast to state-of-the-art generative image models, which produce samples in a number of seconds or minutes. In this paper, we explore an alternative method for 3D object generation which produces 3D models in only 1-2 minutes on a single GPU. Our method first generates a single synthetic view using a text-to-image diffusion model and then produces a 3D point cloud using a second diffusion model which conditions the generated image. While our method still falls short of the state-of-the-art in terms of sample quality, it is one to two orders of magnitude faster to sample from, offering a practical trade-off for some use cases. We release our pre-trained point cloud diffusion models, as well as evaluation code and models, at this https URL.
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Platforms Supported
Windows
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Mac
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Linux
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Cloud
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On-Premises
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iPad
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Audience
AI researchers and developers looking for a solution to manage their processes and operations
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Audience
Anyone searching for a system for generating 3D point clouds from complex prompts
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Support
Phone Support
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24/7 Live Support
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Support
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API
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Training
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Training
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Company InformationGuide Labs
Founded: 2023
www.guidelabs.ai/
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Company InformationOpenAI
Founded: 2015
United States
openai.com/research/point-e
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