کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
461386 696590 2015 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A low cost architecture for high performance face detection
ترجمه فارسی عنوان
معماری کم هزینه برای تشخیص چهره با عملکرد بالا
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر شبکه های کامپیوتری و ارتباطات
چکیده انگلیسی


• The architecture has six individual dual-port SRAMs for flexible data access.
• The integral image is kept in registers and can be calculated in one clock cycle.
• The square values are calculated by a ROM and few simple shift operations.
• 4-stage pipeline architecture according to feature calculation feature.

Face detection has been playing an important role in numerous fields in recent years, and is considered to be a promising technology in the future. However, low cost implementation is still a difficulty due to huge computation of detection algorithm, especially when the detection is required to be applied in embedded systems. In this paper, a new architecture is proposed based on an efficient face detection algorithm. The architecture has three contributions. The first is a specially designed frame buffer which improves the data access efficiency and provides a big data throughput. The second is a new integral image refresh method, which can renew the integral image in one clock cycle to provide feature values for classification timely. The third contribution is a 4-stage pipeline structure for feature calculation, which improves the classification speed by 3 times almost without any increase in hardware area. The experiment results show that the architecture consumes less hardware and power resources while retaining a high-level of detection capability in processing 1024 × 1024 images.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Microprocessors and Microsystems - Volume 39, Issue 6, August 2015, Pages 339–347
نویسندگان
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