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Adaptive fog-based output security for augmented reality

Publication ,  Conference
Ahn, S; Gorlatova, M; Naghizadeh, P; Chiang, M; Mittal, P
Published in: VR/AR Network 2018 - Proceedings of the 2018 Morning Workshop on Virtual Reality and Augmented Reality Network, Part of SIGCOMM 2018
August 7, 2018

Augmented reality (AR) technologies are rapidly being adopted across multiple sectors, but little work has been done to ensure the security of such systems against potentially harmful or distracting visual output produced by malicious or bug-ridden applications. Past research has proposed to incorporate manually specified policies into AR devices to constrain their visual output. However, these policies can be cumbersome to specify and implement, and may not generalize well to complex and unpredictable environmental conditions. We propose a method for generating adaptive policies to secure visual output in AR systems using deep reinforcement learning. This approach utilizes a local fog computing node, which runs training simulations to automatically learn an appropriate policy for filtering potentially malicious or distracting content produced by an application. Through empirical evaluations, we show that these policies are able to intelligently displace AR content to reduce obstruction of real-world objects, while maintaining a favorable user experience.

Duke Scholars

Published In

VR/AR Network 2018 - Proceedings of the 2018 Morning Workshop on Virtual Reality and Augmented Reality Network, Part of SIGCOMM 2018

DOI

ISBN

9781450359139

Publication Date

August 7, 2018

Start / End Page

1 / 6
 

Citation

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Ahn, S., Gorlatova, M., Naghizadeh, P., Chiang, M., & Mittal, P. (2018). Adaptive fog-based output security for augmented reality. In VR/AR Network 2018 - Proceedings of the 2018 Morning Workshop on Virtual Reality and Augmented Reality Network, Part of SIGCOMM 2018 (pp. 1–6). https://doi.org/10.1145/3229625.3229626
Ahn, S., M. Gorlatova, P. Naghizadeh, M. Chiang, and P. Mittal. “Adaptive fog-based output security for augmented reality.” In VR/AR Network 2018 - Proceedings of the 2018 Morning Workshop on Virtual Reality and Augmented Reality Network, Part of SIGCOMM 2018, 1–6, 2018. https://doi.org/10.1145/3229625.3229626.
Ahn S, Gorlatova M, Naghizadeh P, Chiang M, Mittal P. Adaptive fog-based output security for augmented reality. In: VR/AR Network 2018 - Proceedings of the 2018 Morning Workshop on Virtual Reality and Augmented Reality Network, Part of SIGCOMM 2018. 2018. p. 1–6.
Ahn, S., et al. “Adaptive fog-based output security for augmented reality.” VR/AR Network 2018 - Proceedings of the 2018 Morning Workshop on Virtual Reality and Augmented Reality Network, Part of SIGCOMM 2018, 2018, pp. 1–6. Scopus, doi:10.1145/3229625.3229626.
Ahn S, Gorlatova M, Naghizadeh P, Chiang M, Mittal P. Adaptive fog-based output security for augmented reality. VR/AR Network 2018 - Proceedings of the 2018 Morning Workshop on Virtual Reality and Augmented Reality Network, Part of SIGCOMM 2018. 2018. p. 1–6.

Published In

VR/AR Network 2018 - Proceedings of the 2018 Morning Workshop on Virtual Reality and Augmented Reality Network, Part of SIGCOMM 2018

DOI

ISBN

9781450359139

Publication Date

August 7, 2018

Start / End Page

1 / 6