کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
7122782 1461493 2016 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Gesture imitation and recognition using Kinect sensor and extreme learning machines
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی کنترل و سیستم های مهندسی
پیش نمایش صفحه اول مقاله
Gesture imitation and recognition using Kinect sensor and extreme learning machines
چکیده انگلیسی
In the second part, the human action recognition algorithm is implemented for upper-body gestures. A human action dataset is also created for the upper-body movements. Each action is performed 10 times by twenty-four users. The collected joint angles are divided into six action classes. Extreme Learning Machines (ELMs) are used to classify the human actions. Additionally, the Feed-Forward Neural Networks (FNNs) and K-Nearest Neighbor (K-NN) classifiers are used for comparison. According to the comparative results, ELMs produce a good human action recognition performance.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Measurement - Volume 94, December 2016, Pages 852-861
نویسندگان
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