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Infinigen Indoors: Photorealistic Indoor Scenes using Procedural Generation

About

We introduce Infinigen Indoors, a Blender-based procedural generator of photorealistic indoor scenes. It builds upon the existing Infinigen system, which focuses on natural scenes, but expands its coverage to indoor scenes by introducing a diverse library of procedural indoor assets, including furniture, architecture elements, appliances, and other day-to-day objects. It also introduces a constraint-based arrangement system, which consists of a domain-specific language for expressing diverse constraints on scene composition, and a solver that generates scene compositions that maximally satisfy the constraints. We provide an export tool that allows the generated 3D objects and scenes to be directly used for training embodied agents in real-time simulators such as Omniverse and Unreal. Infinigen Indoors is open-sourced under the BSD license. Please visit https://infinigen.org for code and videos.

Alexander Raistrick, Lingjie Mei, Karhan Kayan, David Yan, Yiming Zuo, Beining Han, Hongyu Wen, Meenal Parakh, Stamatis Alexandropoulos, Lahav Lipson, Zeyu Ma, Jia Deng• 2024

Related benchmarks

TaskDatasetResultRank
Indoor Scene SynthesisUser Study
Visual Quality3.35
8
Indoor Scene Dataset ComparisonIndoor Scene Datasets--
7
Perceptual Scene Synthesis EvaluationAmazon Mechanical Turk (AMT) Perceptual Study (test)
Mean Error Frequency0.175
5
Procedural Scene Generation3D-Pairs multi-source setting (test)
Semantic Alignment (SA)2.5
5
Occlusion Boundary EstimationCurated photorealistic artist-designed synthetic 3D scenes for architecture visualization (test)
ODS29.47
3
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