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EPrivateeye: To the edge and beyond!

Publication ,  Conference
Streiffer, C; Srivastava, A; Orlikowski, V; Velasco, Y; Martin, V; Raval, N; Machanavajjhala, A; Cox, LP
Published in: 2017 2nd ACM/IEEE Symposium on Edge Computing, SEC 2017
October 12, 2017

Edge computing offers resource-constrained devices lowlatency access to high-performance computing infrastructure. In this paper, we present ePrivateEye, an implementation of PrivateEye that offloads computationally expensive computervision processing to an edge server. The original PrivateEye locally processed video frames on a mobile device and delivered approximately 20 fps, whereas ePrivateEye transfers frames to a remote server for processing. We present experimental results that utilize our campus Software-Defined Networking infrastructure to characterize how network-path latency, packet loss, and geographic distance impact offloading to the edge in ePrivateEye.We show that offloading videoframe analysis to an edge server at a metro-scale distance allows ePrivateEye to analyze more frames than PrivateEye's local processing over the same period to achieve realtime performance of 30 fps, with perfect precision and negligible impact on energy efficiency.

Duke Scholars

Published In

2017 2nd ACM/IEEE Symposium on Edge Computing, SEC 2017

DOI

Publication Date

October 12, 2017
 

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Streiffer, C., Srivastava, A., Orlikowski, V., Velasco, Y., Martin, V., Raval, N., … Cox, L. P. (2017). EPrivateeye: To the edge and beyond!. In 2017 2nd ACM/IEEE Symposium on Edge Computing, SEC 2017. https://doi.org/10.1145/3132211.3134457
Streiffer, C., A. Srivastava, V. Orlikowski, Y. Velasco, V. Martin, N. Raval, A. Machanavajjhala, and L. P. Cox. “EPrivateeye: To the edge and beyond!.” In 2017 2nd ACM/IEEE Symposium on Edge Computing, SEC 2017, 2017. https://doi.org/10.1145/3132211.3134457.
Streiffer C, Srivastava A, Orlikowski V, Velasco Y, Martin V, Raval N, et al. EPrivateeye: To the edge and beyond!. In: 2017 2nd ACM/IEEE Symposium on Edge Computing, SEC 2017. 2017.
Streiffer, C., et al. “EPrivateeye: To the edge and beyond!.” 2017 2nd ACM/IEEE Symposium on Edge Computing, SEC 2017, 2017. Scopus, doi:10.1145/3132211.3134457.
Streiffer C, Srivastava A, Orlikowski V, Velasco Y, Martin V, Raval N, Machanavajjhala A, Cox LP. EPrivateeye: To the edge and beyond!. 2017 2nd ACM/IEEE Symposium on Edge Computing, SEC 2017. 2017.

Published In

2017 2nd ACM/IEEE Symposium on Edge Computing, SEC 2017

DOI

Publication Date

October 12, 2017