Abstract
The Gait recognition is the 2nd generation of biometric identification technology which aims to identify people at a distance by the way they walk. Due to the fact that there has been increasing research interest in the identification of an individual in access controlled environments such as the airports, banks and car parks, it has been observed that the effective human gait recognition plays a very important role in such video surveillance based applications. This paper proposes an effective Gait recognition method for automatic person recognition using SVM and Bayesian Network. In this method frames of videos are used as an input, these videos are live and are from the CASIA dataset. The background subtraction is done using Gait Pal and Pal Entropy and a Median Filter is also used to remove noise from the background. Feature selection is done using the Hanavan's model to reduce the computational cost during training and recognition. Support Vector Machine (SVM) and Bayesian Network are used for training and testing purpose. The experimental results show that the proposed approach has a very effective Correct Classification rate (CCR).
Original language | English |
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Title of host publication | 2015 IEEE 8th International workshop on computational intelligence and applications (IWCIA) proceedings |
Subtitle of host publication | IWCIA 2015 |
Publisher | IEEE, Institute of Electrical and Electronics Engineers |
Pages | 89-94 |
Number of pages | 6 |
ISBN (Electronic) | 9781479998869 |
ISBN (Print) | 9781479988426 |
DOIs | |
Publication status | Published - 11 Apr 2016 |
Event | 8th IEEE International Workshop on Computational Intelligence and Applications: IEEE IWCIA 2015 - Hiroshima City University, Hiroshima, Japan Duration: 06 Nov 2015 → 07 Nov 2015 http://www.smc-hiroshima.info.hiroshima-cu.ac.jp/events/iwcia/2015/ (Conference website) |
Conference
Conference | 8th IEEE International Workshop on Computational Intelligence and Applications |
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Country/Territory | Japan |
City | Hiroshima |
Period | 06/11/15 → 07/11/15 |
Other | The main goal of IWCIA2015 is to provide the scientific researchers and engineers with a vehicle where innovative technologies of computational intelligence could be discussed. |
Internet address |
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