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Paper · arXiv

360CityArena: A Realistic Virtual Urban Navigation Benchmark for Embodied Agents

We present 360CityArena, a benchmark for evaluating the urban exploration capabilities of embodied agents within a photorealistic environment constructed from 360-degree videos. Existing outdoor benchmarks either lack sufficient photorealism or complexity, resulting in a considerable gap from real-world urban environments. 360CityArena is built on a realistic reconstruction of the Akihabara district in Tokyo, Japan, using 602 360-degree video segments covering 85 streets, and consists of 175 meticulously human-crafted tasks. It encompasses three task categories: Environment Understanding, Path Reasoning, and Spatial Reasoning, covering fundamental abilities required for urban exploration,...

AuthorsKenta Watanabe, Atsuyuki Miyai, Mizuki Takenawa et al.
Primary categorycs.CV
Published9 August 2026
Last updated at source9 August 2026
cs.CVcs.AIcs.LG
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