Single Person Hand Gesture Recognition Using Support Vector Machine View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2015

AUTHORS

Sriparna Saha , Amit Konar , Jayashree Roy

ABSTRACT

A simple and easy-to-use system is designed for recognition of single person gestures using their movement of hands while expressing feelings. Here Kinect sensor is employed to generate the 20 body joint coordinates for a person. The gestures are comprised of six single hand gestures as well as four double hand gestures. In this paper, the authors have processed only one (right- or left-hand joint) coordinate while sculpting single hand gestures, whereas two (both right- and left-hand joints) coordinates are taken into account when double hand gestures are considered for each frame using the Kinect sensor. Once the coordinates are obtained, then normalization is carried out based on the coordinate of the hip centre for the first frame. The recognition procedure is based on support vector machine and produces high accuracy rate of 94.3 %. More... »

PAGES

161-167

Book

TITLE

Computational Advancement in Communication Circuits and Systems

ISBN

978-81-322-2273-6
978-81-322-2274-3

Author Affiliations

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-81-322-2274-3_20

DOI

http://dx.doi.org/10.1007/978-81-322-2274-3_20

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1007199160


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