Infinite Photorealistic Worlds using Procedural Generation

06/15/2023
by   Alexander Raistrick, et al.
0

We introduce Infinigen, a procedural generator of photorealistic 3D scenes of the natural world. Infinigen is entirely procedural: every asset, from shape to texture, is generated from scratch via randomized mathematical rules, using no external source and allowing infinite variation and composition. Infinigen offers broad coverage of objects and scenes in the natural world including plants, animals, terrains, and natural phenomena such as fire, cloud, rain, and snow. Infinigen can be used to generate unlimited, diverse training data for a wide range of computer vision tasks including object detection, semantic segmentation, optical flow, and 3D reconstruction. We expect Infinigen to be a useful resource for computer vision research and beyond. Please visit https://infinigen.org for videos, code and pre-generated data.

READ FULL TEXT

page 14

page 15

page 16

page 17

page 31

page 32

page 33

page 35

research
07/09/2021

Unity Perception: Generate Synthetic Data for Computer Vision

We introduce the Unity Perception package which aims to simplify and acc...
research
02/16/2023

Tuning computer vision models with task rewards

Misalignment between model predictions and intended usage can be detrime...
research
11/09/2020

EDEN: Multimodal Synthetic Dataset of Enclosed GarDEN Scenes

Multimodal large-scale datasets for outdoor scenes are mostly designed f...
research
03/17/2022

Transframer: Arbitrary Frame Prediction with Generative Models

We present a general-purpose framework for image modelling and vision ta...
research
09/21/2017

Playing for Benchmarks

We present a benchmark suite for visual perception. The benchmark is bas...
research
09/24/2010

Modeling Instantaneous Changes In Natural Scenes

This project aims to create 3d model of the natural world and model chan...
research
08/28/2023

Flexible Techniques for Differentiable Rendering with 3D Gaussians

Fast, reliable shape reconstruction is an essential ingredient in many c...

Please sign up or login with your details

Forgot password? Click here to reset