TY - GEN
T1 - Illusory Control with Instant Virtual World Environment
AU - Aoki, Junki
AU - Sasaki, Fumihiro
AU - Yamashina, Ryota
AU - Kurazume, Ryo
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023/10
Y1 - 2023/10
N2 - We proposed a teleoperation method, illusory control (IC), that provides a comfortable operation experience using a seamless transition between real and pre-prepared virtual environments. Therefore, the mobile robot with IC could function solely in familiar environments. To make IC applicable in unfamiliar environments, this study proposes a novel method, instant IC, that eliminates the requirement for a pre-prepared virtual environment. The proposed robot system can instantly generate a virtual environment using actual 360° images of the robot in motion, utilizing instant neural graphics primitives and neural radiance fields. The 360° images allow the entire surrounding environment to be virtualized without requiring specific camera orientations. In addition, by optimizing the density of neural radiance fields using depth estimation results beforehand, the reconstruction accuracy at unknown poses can be guaranteed. Furthermore, we propose a depth scaling method based on the actual measurements obtained by LiDAR to increase the consistency of virtual and real environments. With this instant virtual environment, the proposed system enables teleoperation in unknown environments via the seamless transition between real and virtual environments. The experimental results exhibit consistent and smooth back-and-forth transitions between virtual and real space in mobile robot teleoperation.
AB - We proposed a teleoperation method, illusory control (IC), that provides a comfortable operation experience using a seamless transition between real and pre-prepared virtual environments. Therefore, the mobile robot with IC could function solely in familiar environments. To make IC applicable in unfamiliar environments, this study proposes a novel method, instant IC, that eliminates the requirement for a pre-prepared virtual environment. The proposed robot system can instantly generate a virtual environment using actual 360° images of the robot in motion, utilizing instant neural graphics primitives and neural radiance fields. The 360° images allow the entire surrounding environment to be virtualized without requiring specific camera orientations. In addition, by optimizing the density of neural radiance fields using depth estimation results beforehand, the reconstruction accuracy at unknown poses can be guaranteed. Furthermore, we propose a depth scaling method based on the actual measurements obtained by LiDAR to increase the consistency of virtual and real environments. With this instant virtual environment, the proposed system enables teleoperation in unknown environments via the seamless transition between real and virtual environments. The experimental results exhibit consistent and smooth back-and-forth transitions between virtual and real space in mobile robot teleoperation.
UR - http://www.scopus.com/inward/record.url?scp=85187302531&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85187302531&partnerID=8YFLogxK
U2 - 10.1109/SMC53992.2023.10394235
DO - 10.1109/SMC53992.2023.10394235
M3 - Conference contribution
AN - SCOPUS:85187302531
T3 - Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics
SP - 1474
EP - 1481
BT - 2023 IEEE International Conference on Systems, Man, and Cybernetics
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2023 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2023
Y2 - 1 October 2023 through 4 October 2023
ER -