Title :
Cloud-Vision: Real-time face recognition using a mobile-cloudlet-cloud acceleration architecture
Author :
Soyata, Tolga ; Muraleedharan, Rajani ; Funai, Colin ; Kwon, Minseok ; Heinzelman, Wendi
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Rochester, Rochester, NY, USA
Abstract :
Face recognition applications for airport security and surveillance can benefit from the collaborative coupling of mobile and cloud computing as they become widely available today. This paper discusses our work with the design and implementation of face recognition applications using our mobile-cloudlet-cloud architecture named MOCHA and its initial performance results. The challenge lies with how to perform task partitioning from mobile devices to cloud and distribute compute load among cloud servers (cloudlet) to minimize the response time given diverse communication latencies and server compute powers. Our preliminary simulation results show that optimal task partitioning algorithms significantly affect response time with heterogeneous latencies and compute powers. Motivated by these results, we design, implement, and validate the basic functionalities of MOCHA as a proof-of-concept, and develop algorithms that minimize the overall response time for face recognition. Our experimental results demonstrate that high-powered cloudlets are technically feasible and indeed help reduce overall processing time when face recognition applications run on mobile devices using the cloud as the backend servers.
Keywords :
cloud computing; face recognition; mobile computing; MOCHA; airport security; cloud computing; cloud server; cloud-vision; collaborative coupling; communication latency; heterogeneous latency; high-powered cloudlets; load distribution; mobile computing; mobile device; mobile-cloudlet-cloud acceleration architecture; optimal task partitioning algorithm; real-time face recognition; surveillance; Cloud computing; Computer architecture; Face; Face recognition; Mobile handsets; Servers; Time factors;
Conference_Titel :
Computers and Communications (ISCC), 2012 IEEE Symposium on
Conference_Location :
Cappadocia
Print_ISBN :
978-1-4673-2712-1
Electronic_ISBN :
1530-1346
DOI :
10.1109/ISCC.2012.6249269