عنوان المقالة:Design and Implementation of Real Time Face Recognition System (RTFRS) Design and Implementation of Real Time Face Recognition System (RTFRS)
ا.د. محمد عصام يونس | Mohammed I. Younis | 13876
نوع النشر
مجلة علمية
المؤلفون بالعربي
محمد عصام يونس , زهراء قاسم جابر
المؤلفون بالإنجليزي
ـZahraa Qasem Jaber Mohammed I. Younis
الملخص العربي
Face recognition is a pattern recognition technique and one of the most important biometrics; it is used in a broad spectrum of applications. The accuracy is not a major problem that specifies the performance of automatic face recognition system alone, the time factor is also considered a major factor in real time environments. Recent architecture of the computer system can be employed to solve the time problem, this architecture represented by multi-core CPUs and many-core GPUs that provide the possibility to perform various tasks by parallel processing. However, harnessing the current advancements in computer architecture is not without difficulties. Motivated by such challenge, this paper proposes a Real Time Face Recognition System (RTFRS). In doing so, this paper provides the architectural design, detailed design, and four variant implementations of the RTFRS. Finally, this paper determines the speed up obtained for the three advanced implementations (i. e. , Hybrid Parallel model, CPU Parallel model, and Hybrid Mono model) against the convention implementation (i. e. , CPU Mono model). The practical results demonstrate that the Hybrid Parallel model gain highest speed up around 82X, CPU Parallel model also have a high speed up around 71X, and finally, the Hybrid Mono model gives a slight speed up about 1. 04X.
الملخص الانجليزي
Face recognition is a pattern recognition technique and one of the most important biometrics; it is used in a broad spectrum of applications. The accuracy is not a major problem that specifies the performance of automatic face recognition system alone, the time factor is also considered a major factor in real time environments. Recent architecture of the computer system can be employed to solve the time problem, this architecture represented by multi-core CPUs and many-core GPUs that provide the possibility to perform various tasks by parallel processing. However, harnessing the current advancements in computer architecture is not without difficulties. Motivated by such challenge, this paper proposes a Real Time Face Recognition System (RTFRS). In doing so, this paper provides the architectural design, detailed design, and four variant implementations of the RTFRS. Finally, this paper determines the speed up obtained for the three advanced implementations (i. e. , Hybrid Parallel model, CPU Parallel model, and Hybrid Mono model) against the convention implementation (i. e. , CPU Mono model). The practical results demonstrate that the Hybrid Parallel model gain highest speed up around 82X, CPU Parallel model also have a high speed up around 71X, and finally, the Hybrid Mono model gives a slight speed up about 1. 04X.
تاريخ النشر
01/05/2014
الناشر
International Journal of Computer Applications
رقم المجلد
94
رقم العدد
12
ISSN/ISBN
0975–8887
رابط DOI
10.5120/16395-6014
الصفحات
15-22
رابط الملف
تحميل (491 مرات التحميل)
رابط خارجي
https://www.researchgate.net/publication/271156813_Design_and_Implementation_of_Real_Time_Face_Recognition_System_RTFRS
الكلمات المفتاحية
SIMT; GPU; Parallel algorithms; H eterogeneous computing ; UML
رجوع