International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Fully Refereed | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064


Downloads: 121 | Views: 302

Research Paper | Computer Science & Engineering | India | Volume 5 Issue 11, November 2016 | Popularity: 6.8 / 10


     

Human Gait Recognition Based on Gait Energy Image

Mayur Popade, Anita Thengade


Abstract: Biometrics is a dynamic industry resulting in sustained evolution of numerous new technologies. The biometric system is needed in many key areas such as banking, airport, criminal cases, security purpose etc. Gait is an important biometric technology to recognize a human by the manner, they walk. Biometric identification based on body movements as gait recognition has gained new motivation over the past few years due to the launch of low cost depth cameras. Here, we propose a model to identify the human without coordination using gait images. In this paper we propose the biometric system to distinguish human from others through gait images based on principal component analysis algorithm and K nearest neighbor classifier. Principal component analysis is used to extract gait features. K nearest neighbor classifier is used to compute human id. Experimental analyses on CASIA A dataset show a significant performance gain in terms of accuracy. We create our own dataset for experiment using camera that provide a good view of entire human body. Furthermore, proposed approach has been experimented on our own dataset.


Keywords: Gait recognition, PCA, KNN, CASIA dataset


Edition: Volume 5 Issue 11, November 2016


Pages: 1393 - 1398



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Mayur Popade, Anita Thengade, "Human Gait Recognition Based on Gait Energy Image", International Journal of Science and Research (IJSR), Volume 5 Issue 11, November 2016, pp. 1393-1398, https://www.ijsr.net/getabstract.php?paperid=ART20163043, DOI: https://www.doi.org/10.21275/ART20163043



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