Infinite Photorealistic Worlds Using Procedural Generation
Abstract
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.
Cite
Text
Raistrick et al. "Infinite Photorealistic Worlds Using Procedural Generation." Conference on Computer Vision and Pattern Recognition, 2023. doi:10.1109/CVPR52729.2023.01215Markdown
[Raistrick et al. "Infinite Photorealistic Worlds Using Procedural Generation." Conference on Computer Vision and Pattern Recognition, 2023.](https://mlanthology.org/cvpr/2023/raistrick2023cvpr-infinite/) doi:10.1109/CVPR52729.2023.01215BibTeX
@inproceedings{raistrick2023cvpr-infinite,
title = {{Infinite Photorealistic Worlds Using Procedural Generation}},
author = {Raistrick, Alexander and Lipson, Lahav and Ma, Zeyu and Mei, Lingjie and Wang, Mingzhe and Zuo, Yiming and Kayan, Karhan and Wen, Hongyu and Han, Beining and Wang, Yihan and Newell, Alejandro and Law, Hei and Goyal, Ankit and Yang, Kaiyu and Deng, Jia},
booktitle = {Conference on Computer Vision and Pattern Recognition},
year = {2023},
pages = {12630-12641},
doi = {10.1109/CVPR52729.2023.01215},
url = {https://mlanthology.org/cvpr/2023/raistrick2023cvpr-infinite/}
}