کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
411960 679598 2015 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A real-time hand detection system based on multi-feature
ترجمه فارسی عنوان
یک سیستم تشخیص دست در زمان واقعی بر اساس چند ویژگی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی

This paper describes a real-time hand detection system which can reach high speed and accuracy. The system is based on Gentle Adaboost and cascade classifier. To improve the performance of the system, three efficient features are selected to describe the visual properties of human hands. In addition, the detection is accelerated due to several optimization methods, including the method for fast calculation of HOG features, improved cascade classifier and skin-color pre-detection. Experiments were performed on our self-constructed dataset, the results showed that the detection rate of the system can reach 0.889 while the false rate is 0.010 at the speed of 32.6339 ms per frame on a Intel Core i5-2400 CPU running at 3.1 GHz.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Neurocomputing - Volume 158, 22 June 2015, Pages 184–193
نویسندگان
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