Farm3D

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Farm3D is an AI tool that learns articulated 3D animal models by distilling 2D diffusion. It enables single-view 3D reconstruction and controllable 3D synthesis from images.

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At a glance

Pricing

Open Source

Free tier

Yes

API

Skill level

Technical

About

What is Farm3D?

Farm3D is a novel AI method for learning articulated 3D animal models by distilling 2D diffusion, presented at 3DV 2024. It leverages 2D diffusion-based image generators like Stable Diffusion to produce training data, enabling the creation of a monocular reconstruction network. This network can factorize an input image into articulated shape, appearance, viewpoint, and light direction. Farm3D allows for single-view 3D reconstruction of detailed animal categories, even without training on real images. Furthermore, it facilitates controllable 3D asset generation from real or synthesized images, offering features like animation, relighting, and texture swapping. The project also introduces Animodel, a new 3D Articulated Animals Dataset for evaluating reconstruction quality.

Best used for

Ideal for developers and content creators who need to generate detailed 3D animal models from single images, animate them, and apply various textures. Especially valuable for creating game assets or virtual environments where realistic and controllable articulated animals are required.

Common actions

reconstruct 3D models

synthesize 3D assets

animate 3D animals

generate 3D content

Content creation3D modelingdigital artimage to 3Danimal modelsdiffusion modelsasset generationai

Capabilities

Key features

Articulated 3D animal learning
Single-view 3D reconstruction
Controllable 3D synthesis
Animation generation
Relighting 3D models
Texture swapping

Target Audience

developercontent creator

Integrations

Not yet documented

Pricing & Plans

Open Source

Not Disclosed

FAQs

What kind of 3D models can Farm3D reconstruct?

Farm3D specializes in reconstructing articulated 3D animal models, including categories like horses, cows, and sheep. It can capture fine details such as legs and ears, even though it is not trained on real-world images, relying instead on virtual supervision from 2D diffusion models.

Can Farm3D generate animated 3D assets?

Yes, Farm3D enables the generation of controllable 3D assets that can be animated. Users can take an input image, whether real or synthesized, and then animate the reconstructed 3D shape, adjust lighting, and swap textures between models of the same category.

What is the Animodel dataset?

Animodel is a new 3D Articulated Animals Dataset introduced by Farm3D to evaluate the quality of single-view 3D reconstruction for articulated animals. It comprises textured 3D meshes of various animals, crafted by a professional 3D artist, complete with realistic articulated poses.

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