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About
Recent breakthroughs in text-to-image synthesis have been driven by diffusion models trained on billions of image-text pairs. Adapting this approach to 3D synthesis would require large-scale datasets of labeled 3D assets and efficient architectures for denoising 3D data, neither of which currently exist. In this work, we circumvent these limitations by using a pre-trained 2D text-to-image diffusion model to perform text-to-3D synthesis. We introduce a loss based on probability density distillation that enables the use of a 2D diffusion model as a prior for optimization of a parametric image generator. Using this loss in a DeepDream-like procedure, we optimize a randomly-initialized 3D model (a Neural Radiance Field, or NeRF) via gradient descent such that its 2D renderings from random angles achieve a low loss. The resulting 3D model of the given text can be viewed from any angle, relit by arbitrary illumination, or composited into any 3D environment.
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About
Pony Diffusion is a versatile text-to-image diffusion model designed to generate high-quality, non-photorealistic images across various styles. It offers a user-friendly interface where users simply input descriptive text prompts and the model creates vivid visuals ranging from stylized pony-themed artwork to dynamic fantasy scenes. The fine-tuned model uses a dataset of approximately 80,000 pony-related images to optimize relevance and aesthetic consistency. It incorporates CLIP-based aesthetic ranking to evaluate image quality during training and supports a “scoring” system to guide output quality. The workflow is straightforward; craft a descriptive prompt, run the model, and save or share the generated image. The service clarifies that the model is trained to produce SFW content and is available under an OpenRAIL-M license, thereby allowing users to freely use, redistribute, and modify the outputs subject to certain guidelines.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Businesses looking for an advanced AI 3D Model Generator solution
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Audience
Artists, illustrators, hobbyists and creatives in need of a tool to generate stylized, high-quality illustrations and creative visuals without deep technical or art-software expertise
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
No information available.
Free Version
Free Trial
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Pricing
Free
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationDreamFusion
dreamfusion3d.github.io
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Company InformationPony Diffusion
United States
ponydiffusion.com
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Integrations
No info available.
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Integrations
No info available.
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