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Farm3D

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About

Farm3D is a tool designed for learning articulated 3D animals by utilizing a novel framework that distills knowledge from 2D diffusion models. It leverages an image generator to create training data for a monocular reconstruction network that generates detailed 3D assets from a single 2D input image. This includes capabilities such as animation, relighting, and texture swapping. The method involves prompting Stable Diffusion for virtual views to enhance a 3D reconstruction model, allowing for the generation of 3D shapes, textures, and animations quickly and without the need for real images. It also features a new 3D Articulated Animals Dataset which includes intricately detailed models of various animals.

Platform

Keywords

animation stable diffusion 3d reconstruction texture swapping articulated animals

Task

3d reconstruction

Features

• monocular 3d reconstruction

• includes a dataset for evaluating 3d reconstruction of articulated animals

• generates 3d assets from single images

• utilizes a 2d diffusion-based image generator

• controllable synthesis (animation, relighting, texture swapping)

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