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CAS IR Grid
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长春光学精密机械与物... [1]
自动化研究所 [1]
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OAI收割 [2]
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会议论文 [1]
期刊论文 [1]
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2020 [1]
2011 [1]
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Real-Sim-Real Transfer for Real-World Robot Control Policy Learning with Deep Reinforcement Learning
期刊论文
OAI收割
APPLIED SCIENCES-BASEL, 2020, 卷号: 10, 期号: 5, 页码: 16
作者:
Liu, Naijun
;
Cai, Yinghao
;
Lu, Tao
;
Wang, Rui
;
Wang, Shuo
  |  
收藏
  |  
浏览/下载:15/0
  |  
提交时间:2020/06/02
robot
policy learning
reality gap
simulated environment
deep reinforcement learning
Reality Sim: A realistic environment for robot simulation platform of humanoid robot (EI CONFERENCE)
会议论文
OAI收割
5th International Conference on Automation, Robotics and Applications, ICARA 2011, December 6, 2011 - December 8, 2011, Wellington, New zealand
作者:
Fu Y.
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浏览/下载:35/0
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提交时间:2013/03/25
As a virtual training
testing and evaluating environment
simulation platform becomes a significant component in Soccer Robot project. Nevertheless
the simulated environment in a simulation platform usually has a big gap with the realistic world. In order to solve this issue
we demonstrate a more realistic simulation system which is called Reality Sim with numerous real images. By this system
the computer vision code could be easily tested on simulation platform. For this purpose
previously
an image database with a large quantity of images recorded by camera pose is built. Furthermore
if the camera pose of an image is not included in the database
an interpolation algorithm is used to reconstruct a brand-new realistic image of that pose such that a realistic image could be provided on every robot camera pose. Our results show this system effectively simulates a more realistic environment for simulation platform. 2011 IEEE.