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身体性AIベンチマークarXiv:2206.06489

Habitat 2.0におけるBEHAVIOR:身体性AIエージェントのベンチマークのためのシミュレータ非依存な論理タスク記述

BEHAVIOR in Habitat 2.0: Simulator-Independent Logical Task Description for Benchmarking Embodied AI Agents

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家庭内タスクを論理空間で記述するBEHAVIORの一部を高速シミュレータHabitat 2.0に移植し、異なるシミュレータ間でタスク定義を再利用できることを示した。

著者: Ziang Liu, Roberto Martín-Martín, Fei Xia, Jiajun Wu, Li Fei-Fei

分類: cs.AI, cs.CV, cs.RO

原文アブストラクト

Robots excel in performing repetitive and precision-sensitive tasks in controlled environments such as warehouses and factories, but have not been yet extended to embodied AI agents providing assistance in household tasks. Inspired by the catalyzing effect that benchmarks have played in the AI fields such as computer vision and natural language processing, the community is looking for new benchmarks for embodied AI. Prior work in embodied AI benchmark defines tasks using a different formalism, often specific to one environment, simulator or domain, making it hard to develop general and comparable solutions. In this work, we bring a subset of BEHAVIOR activities into Habitat 2.0 to benefit from its fast simulation speed, as a first step towards demonstrating the ease of adapting activities defined in the logic space into different simulators.

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