Infinite Photorealistic Worlds Using Procedural Generation

Infinite Photorealistic Worlds Using Procedural Generation
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DOI:
10.1109/cvpr52729.2023.01215
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发表时间:
2023-06
期刊:
2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
影响因子:
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通讯作者:
Alexander R. E. Raistrick;Lahav Lipson;Zeyu Ma;Lingjie Mei;Mingzhe Wang;Yiming Zuo;Karhan Kayan;Hongyu Wen;Beining Han;Yihan Wang;Alejandro Newell;Hei Law;Ankit Goyal;Kaiyu Yang;Jia Deng
Alexander R. E. Raistrick;Lahav Lipson;Zeyu Ma;Lingjie Mei;Mingzhe Wang;Yiming Zuo;Karhan Kayan;Hongyu Wen;Beining Han;Yihan Wang;Alejandro Newell;Hei Law;Ankit Goyal;Kaiyu Yang;Jia Deng
中科院分区:
其他
文献类型:
--
作者:
Alexander R. E. Raistrick;Lahav Lipson;Zeyu Ma;Lingjie Mei;Mingzhe Wang;Yiming Zuo;Karhan Kayan;Hongyu Wen;Beining Han;Yihan Wang;Alejandro Newell;Hei Law;Ankit Goyal;Kaiyu Yang;Jia Deng

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我们介绍Infinigen,一个程序生成器的真实感3D场景的自然世界。Infinigen完全是程序性的:从形状到纹理,每一种资产都是通过随机的数学规则从头开始生成的,不使用外部资源,允许无限的变化和组合。Infinigen提供了广泛的自然世界中的物体和场景,包括植物,动物,地形和自然现象,如火,云,雨和雪。Infinigen可用于为各种计算机视觉任务生成无限、多样化的训练数据,包括物体检测、语义分割、光流和3D重建。我们希望Infinigen成为计算机视觉研究及其他领域的有用资源。请访问www.example.com获取视频、代码和预生成的数据。
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 infinigen.org for videos, code and pre-generated data.