JOURNAL ARTICLE

A Real-Time Dynamic Gesture Recognition System

Jiang GuoJun ChengYu GuoJian Pang

Year: 2013 Journal:   Applied Mechanics and Materials Vol: 333-335 Pages: 849-855   Publisher: Trans Tech Publications

Abstract

In this paper, we present a dynamic gesture recognition system. We focus on the visual sensory information to recognize human activity in form of hand movements from a small, predefined vocabulary. A fast and effective method is presented for hand detection and tracking at first for the trajectory extraction. A novel trajectory correction method is applied for simply but effectively trajectory correction. Gesture recognition is achieved by means of a matching technique by determining the distance between the unknown input direction code sequence and a set of previously defined templates. A dynamic time warping (DTW) algorithm is used to perform the time alignment and normalization by computing a temporal transformation allowing the two signals to be matched. Experiment results show our proposed gesture recognition system achieve well result in real time.

Keywords:
Dynamic time warping Computer science Gesture recognition Normalization (sociology) Gesture Computer vision Artificial intelligence Focus (optics) Trajectory Vocabulary Hidden Markov model Transformation (genetics) Tracking (education) Speech recognition Set (abstract data type) Pattern recognition (psychology)

Metrics

2
Cited By
0.28
FWCI (Field Weighted Citation Impact)
15
Refs
0.60
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Hand Gesture Recognition Systems
Physical Sciences →  Computer Science →  Human-Computer Interaction
Human Pose and Action Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Video Analysis and Summarization
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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