DocumentCode :
665701
Title :
Workload characteristics for iris matching algorithm: A case study
Author :
Chang, Jed Kao-Tung ; Fang Hua ; Torres, Gerardo ; Chen Liu ; Schuckers, Stephanie
Author_Institution :
Dept. of Electr. & Comput. Eng., Clarkson Univ., Potsdam, NY, USA
fYear :
2013
fDate :
12-14 Nov. 2013
Firstpage :
633
Lastpage :
638
Abstract :
With the rapidly expanded biometric data collected by various sectors of government and industry for identification and verification purposes, how to manage and process such Big Data draws great concern. Even though modern processors are equipped with more cores and memory capacity, it still requires careful design in order to utilize the hardware resource effectively and the power consumption efficiently. This research addresses this issue by investigating the workload characteristics of biometric application. Taking Daugman´s iris matching algorithm, which has been proven to be the most reliable iris matching method, as a case study, we conduct performance profiling and binary instrumentation on the benchmark to capture its execution behavior. The results show that data loading and memory access incurs great performance overhead and motivates us to move the biometrics computation to highperformance architecture.
Keywords :
Big Data; image matching; iris recognition; Big Data management; Big Data processing; Daugman´s iris matching algorithm; binary instrumentation; biometric application; biometric computation; biometric data; data loading; high-performance architecture; memory access; memory capacity; performance overhead; performance profiling; workload characteristics; Acceleration; Algorithm design and analysis; Benchmark testing; Computer architecture; Hardware; Instruments; Iris recognition; Binary Instrumentation; Biometrics; Iris Matching; Workload Profiling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Technologies for Homeland Security (HST), 2013 IEEE International Conference on
Conference_Location :
Waltham, MA
Print_ISBN :
978-1-4799-3963-3
Type :
conf
DOI :
10.1109/THS.2013.6699078
Filename :
6699078
Link To Document :
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