arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 1911.01557cs.RO

Benchmarking Simulated Robotic Manipulation through a Real World Dataset

Data61, Commonwealth Scientific and Industrial Research Organisation (CSIRO)(联邦科学与工业研究组织(CSIRO)Data61研究所);Queensland University of Technology (QUT)(昆士兰科技大学(QUT))

Jack Collins, Jessie McVicar, David Wedlock, Ross Brown, David Howard, Jürgen Leitner

英文摘要:

We present a benchmark to facilitate simulated manipulation; an attempt to overcome the obstacles of physical benchmarks through the distribution of a real world, ground truth dataset. Users are given various simulated manipulation tasks with assigned protocols having the objective of replicating the real world results of a recorded dataset. The benchmark comprises of a range of metrics used to characterise the successes of submitted environments whilst providing insight into their deficiencies. We apply our benchmark to two simulation environments, PyBullet and V-Rep, and publish the results. All materials required to benchmark an environment, including protocols and the dataset, can be found at the benchmarks' website https://research.csiro.au/robotics/manipulation-benchmark/.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

项目信息

↑