Arena 4.0: A Comprehensive ROS2 Development and Benchmarking Platform for Human-centric Navigation Using Generative-Model-based Environment Generation
Building on the foundations of our previous work, this paper introduces Arena 4.0, a significant advancement over Arena 3.0, Arena-Bench, Arena 1.0, and Arena 2.0. Arena 4.0 offers three key novel contributions: (1) a generative-model-based world and scenario generation approach that utilizes large...
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Zusammenfassung: | Building on the foundations of our previous work, this paper introduces Arena
4.0, a significant advancement over Arena 3.0, Arena-Bench, Arena 1.0, and
Arena 2.0. Arena 4.0 offers three key novel contributions: (1) a
generative-model-based world and scenario generation approach that utilizes
large language models (LLMs) and diffusion models to dynamically generate
complex, human-centric environments from text prompts or 2D floorplans, useful
for the development and benchmarking of social navigation strategies; (2) a
comprehensive 3D model database, extendable with additional 3D assets that are
semantically linked and annotated for dynamic spawning and arrangement within
3D worlds; and (3) a complete migration to ROS 2, enabling compatibility with
modern hardware and enhanced functionalities for improved navigation,
usability, and easier deployment on real robots. We evaluated the platform's
performance through a comprehensive user study, demonstrating significant
improvements in usability and efficiency compared to previous versions. Arena
4.0 is openly available at https://github.com/Arena-Rosnav. |
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DOI: | 10.48550/arxiv.2409.12471 |