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ベンチマーク/sim2realarXiv:2008.00635

BenchBot:フォトリアル3Dシミュレーションと実機ロボットで研究を評価するベンチマーク基盤

BenchBot: Evaluating Robotics Research in Photorealistic 3D Simulation and on Real Robots

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シミュレーションと実機を同じインターフェースで扱えるロボティクス研究用ベンチマークシステムBenchBotを提案し、その構成と利点を述べた論文。

著者: Ben Talbot, David Hall, Haoyang Zhang, Suman Raj Bista, Rohan Smith, Feras Dayoub, Niko Sünderhauf

分類: cs.RO

原文アブストラクト

We introduce BenchBot, a novel software suite for benchmarking the performance of robotics research across both photorealistic 3D simulations and real robot platforms. BenchBot provides a simple interface to the sensorimotor capabilities of a robot when solving robotics research problems; an interface that is consistent regardless of whether the target platform is simulated or a real robot. In this paper we outline the BenchBot system architecture, and explore the parallels between its user-centric design and an ideal research development process devoid of tangential robot engineering challenges. The paper describes the research benefits of using the BenchBot system, including: enhanced capacity to focus solely on research problems, direct quantitative feedback to inform research development, tools for deriving comprehensive performance characteristics, and submission formats which promote sharability and repeatability of research outcomes. BenchBot is publicly available (http://benchbot.org), and we encourage its use in the research community for comprehensively evaluating the simulated and real world performance of novel robotic algorithms.

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