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abstract

FaceDrive: Facial Expression Driven Operation to Control Virtual Supernumerary Robotic Arms

Published: 17 November 2019 Publication History

Abstract

Supernumerary Robotic Arms (SRAs) can make physical activities easier, but require cooperation with the operator. To improve cooperation, we predict the operator’s intentions by using his/her Facial Expressions (FEs). We propose to map FEs to SRAs commands (e.g. grab, release). To measure FEs, we used a optical sensor-based approach (here inside a HMD), the sensors data are fed to a SVM classifying them in FEs. The SRAs can then carry out commands by predicting the operator’s FEs (and arguably, the operator’s intention). We made a Virtual reality Environment (VE) with SRAs and synchronizable avatar to investigate the most suitable mapping between FEs and SRAs. In SIGGRAPH Asia 2019, the user can manipulate virtual SRAs using his/her FEs.

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References

[1]
M.Niwa, H.Iizuka, H.Ando, and T.Maeda. 2012. Tumori Control : Manipulate Robot with detection and transmission of an Archetype of Behavioral Intention. Transactions of the Virtual Reality Society of Japan 17, 1 (2012), 3–10. https://doi.org/10.18974/tvrsj.17.1_3
[2]
K. Suzuki, F. Nakamura, J. Otsuka, K. Masai, Y. Itoh, Y. Sugiura, and M. Sugimoto. 2017. Recognition and mapping of facial expressions to avatar by embedded photo reflective sensors in head mounted display. In 2017 IEEE Virtual Reality (VR). 177–185. https://doi.org/10.1109/VR.2017.7892245

Cited By

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  • (2024)Sensory Attenuation With a Virtual Robotic Arm Controlled Using Facial MovementsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.324609230:7(4023-4038)Online publication date: Jul-2024
  • (2023)Exploring the Effect of Transfer Learning on Facial Expression Recognition using Photo-Reflective Sensors embedded into a Head-Mounted DisplayProceedings of the Augmented Humans International Conference 202310.1145/3582700.3583705(317-319)Online publication date: 12-Mar-2023
  • (2023)Social Digital Cyborgs: The Collaborative Design Process of JIZAI ARMSProceedings of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544548.3581169(1-19)Online publication date: 19-Apr-2023
  • Show More Cited By

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Information

Published In

cover image ACM Conferences
SA '19: SIGGRAPH Asia 2019 XR
November 2019
47 pages
ISBN:9781450369473
DOI:10.1145/3355355
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 17 November 2019

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Author Tags

  1. augmented human
  2. datasets
  3. support vector machine

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  • Abstract
  • Research
  • Refereed limited

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SA '19
Sponsor:
SA '19: SIGGRAPH Asia 2019
November 17 - 20, 2019
QLD, Brisbane, Australia

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Overall Acceptance Rate 178 of 869 submissions, 20%

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Cited By

View all
  • (2024)Sensory Attenuation With a Virtual Robotic Arm Controlled Using Facial MovementsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.324609230:7(4023-4038)Online publication date: Jul-2024
  • (2023)Exploring the Effect of Transfer Learning on Facial Expression Recognition using Photo-Reflective Sensors embedded into a Head-Mounted DisplayProceedings of the Augmented Humans International Conference 202310.1145/3582700.3583705(317-319)Online publication date: 12-Mar-2023
  • (2023)Social Digital Cyborgs: The Collaborative Design Process of JIZAI ARMSProceedings of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544548.3581169(1-19)Online publication date: 19-Apr-2023
  • (2023)Analyzing the Effect of Diverse Gaze and Head Direction on Facial Expression Recognition With Photo-Reflective Sensors Embedded in a Head-Mounted DisplayIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2022.317976629:10(4124-4139)Online publication date: 1-Oct-2023
  • (2023)Facial Expression Recognition by Photo-Reflective Sensors Considering Time Series and Head Posture2023 28th Asia Pacific Conference on Communications (APCC)10.1109/APCC60132.2023.10460652(358-363)Online publication date: 19-Nov-2023
  • (2022)Synchronous and Asynchronous Manipulation Switching of Multiple Robotic Embodiment Using EMG and Eye GazeProceedings of the Augmented Humans International Conference 202210.1145/3519391.3522753(94-103)Online publication date: 13-Mar-2022
  • (2022)Cyborgs, Human Augmentation, Cybernetics, and JIZAI BodyProceedings of the Augmented Humans International Conference 202210.1145/3519391.3519401(230-242)Online publication date: 13-Mar-2022
  • (2022)Techniques for using VRChat to Replace On-site Experiments2022 IEEE International Symposium on Mixed and Augmented Reality Adjunct (ISMAR-Adjunct)10.1109/ISMAR-Adjunct57072.2022.00055(249-253)Online publication date: Oct-2022
  • (2022)A human augmentation device design review: supernumerary robotic limbsIndustrial Robot: the international journal of robotics research and application10.1108/IR-03-2022-007950:2(256-274)Online publication date: 27-Oct-2022
  • (2022)Principles of human movement augmentation and the challenges in making it a realityNature Communications10.1038/s41467-022-28725-713:1Online publication date: 15-Mar-2022
  • Show More Cited By

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