Evaluating the effect of viewing angle in different conditions for gait recognition

Gait recognition has gained interest of researchers as it performs identification of subjects at a distance from the camera. However, due to the changes in the viewing angles, it gets cumbersome for a system to perform recognition based on the walking pattern of an individual. In this work, the aim...

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Main Authors:	Makhdoomi, Nahid Ameer, Gunawan, Teddy Surya, Kartiwi, Mira
Format:	Article
Language:	English English
Published:	Asian Research Publishing Network 2017
Subjects:	TK Electrical engineering. Electronics Nuclear engineering
Online Access:	http://irep.iium.edu.my/58369/ http://irep.iium.edu.my/58369/ http://irep.iium.edu.my/58369/1/jeas_0817_6267_Makhdoomi2017_Evaluating%20the%20effect%20of%20viewing%20angle%20in%20different%20conditions%20for%20gait%20recognition.pdf http://irep.iium.edu.my/58369/7/Evaluating%20the%20effect%20of%20viewing%20angle%20in%20different%20conditions%20for%20gaitrecognition.pdf

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spelling	iium-583692018-04-20T09:21:07Z http://irep.iium.edu.my/58369/ Evaluating the effect of viewing angle in different conditions for gait recognition Makhdoomi, Nahid Ameer Gunawan, Teddy Surya Kartiwi, Mira TK Electrical engineering. Electronics Nuclear engineering Gait recognition has gained interest of researchers as it performs identification of subjects at a distance from the camera. However, due to the changes in the viewing angles, it gets cumbersome for a system to perform recognition based on the walking pattern of an individual. In this work, the aim is to present a baseline method for the purpose of human recognition based on the shape of its body and walking pattern when the subject is observed from different viewing angles. The recognition is also tested on the subject in two different scenarios, apart from being observed at different viewing angles. Gait periodicity is estimated after extracting the silhouettes of an individual, followed by obtaining the total silhouette representation of an individual using Matlab. The total silhouette representations obtained from the probe gait data are compared to the gallery gait data representations for the purpose of similarity computation by calculating the RMS value between the said representations. Higher the value, lesser is the similarity & vice versa. The experiments are conducted on the CASIA gait dataset and obtained the gait recognition rate ranging from 23% to 69% in different scenarios. The results show that the proposed method outperforms the other existing methods & puts a decent fight to the base algorithm. Asian Research Publishing Network 2017-08-01 Article PeerReviewed application/pdf en http://irep.iium.edu.my/58369/1/jeas_0817_6267_Makhdoomi2017_Evaluating%20the%20effect%20of%20viewing%20angle%20in%20different%20conditions%20for%20gait%20recognition.pdf application/pdf en http://irep.iium.edu.my/58369/7/Evaluating%20the%20effect%20of%20viewing%20angle%20in%20different%20conditions%20for%20gaitrecognition.pdf Makhdoomi, Nahid Ameer and Gunawan, Teddy Surya and Kartiwi, Mira (2017) Evaluating the effect of viewing angle in different conditions for gait recognition. ARPN Journal of Engineering and Applied Sciences, 12 (16). pp. 4729-4735. ISSN 1819-6608 http://www.arpnjournals.org/jeas/research_papers/rp_2017/jeas_0817_6267.pdf
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English English
topic	TK Electrical engineering. Electronics Nuclear engineering
spellingShingle	TK Electrical engineering. Electronics Nuclear engineering Makhdoomi, Nahid Ameer Gunawan, Teddy Surya Kartiwi, Mira Evaluating the effect of viewing angle in different conditions for gait recognition
description	Gait recognition has gained interest of researchers as it performs identification of subjects at a distance from the camera. However, due to the changes in the viewing angles, it gets cumbersome for a system to perform recognition based on the walking pattern of an individual. In this work, the aim is to present a baseline method for the purpose of human recognition based on the shape of its body and walking pattern when the subject is observed from different viewing angles. The recognition is also tested on the subject in two different scenarios, apart from being observed at different viewing angles. Gait periodicity is estimated after extracting the silhouettes of an individual, followed by obtaining the total silhouette representation of an individual using Matlab. The total silhouette representations obtained from the probe gait data are compared to the gallery gait data representations for the purpose of similarity computation by calculating the RMS value between the said representations. Higher the value, lesser is the similarity & vice versa. The experiments are conducted on the CASIA gait dataset and obtained the gait recognition rate ranging from 23% to 69% in different scenarios. The results show that the proposed method outperforms the other existing methods & puts a decent fight to the base algorithm.
format	Article
author	Makhdoomi, Nahid Ameer Gunawan, Teddy Surya Kartiwi, Mira
author_facet	Makhdoomi, Nahid Ameer Gunawan, Teddy Surya Kartiwi, Mira
author_sort	Makhdoomi, Nahid Ameer
title	Evaluating the effect of viewing angle in different conditions for gait recognition
title_short	Evaluating the effect of viewing angle in different conditions for gait recognition
title_full	Evaluating the effect of viewing angle in different conditions for gait recognition
title_fullStr	Evaluating the effect of viewing angle in different conditions for gait recognition
title_full_unstemmed	Evaluating the effect of viewing angle in different conditions for gait recognition
title_sort	evaluating the effect of viewing angle in different conditions for gait recognition
publisher	Asian Research Publishing Network
publishDate	2017
url	http://irep.iium.edu.my/58369/ http://irep.iium.edu.my/58369/ http://irep.iium.edu.my/58369/1/jeas_0817_6267_Makhdoomi2017_Evaluating%20the%20effect%20of%20viewing%20angle%20in%20different%20conditions%20for%20gait%20recognition.pdf http://irep.iium.edu.my/58369/7/Evaluating%20the%20effect%20of%20viewing%20angle%20in%20different%20conditions%20for%20gaitrecognition.pdf
first_indexed	2023-09-18T21:22:31Z
last_indexed	2023-09-18T21:22:31Z
_version_	1777411976786345984

Evaluating the effect of viewing angle in different conditions for gait recognition

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