Human Identification Based Biometric Gait Features using MSRC Human Identification Based Biometric Gait Features using MSRC
Journal Title: International Journal of Advanced Research in Computer Engineering & Technology(IJARCET) - Year 2013, Vol 2, Issue 5
Abstract
Human identification using gait is a new biometric intended to classify individuals by the way they walk have come to play an increasingly important role in visual surveillance applications. In gait biometric research, various gait classification approaches are available. This paper presents human identification system using the view-invariant approach. The framework of proposed system consists of the subject detection, silhouette extraction, feature extraction, and classification. Firstly, moving subjects are detected from the video sequences. And extractions of human silhouette are done by using background subtraction method. In feature extraction step, motion parameters such as joint angles, angular velocity and gait velocity are calculated using speeded up robust features (SURF) descriptors. This descriptor helps to read the essential points used to generate gait signatures and extracts motion parameters for classification. In the final stage, Meta-sample based sparse representation method (MSRC) is used in classification of the extracted motion parameters and features. Experiments are conducted on the own dataset which obtain overall classification rate of 94.6782%.
Authors and Affiliations
Nyo Nyo Htwe , Nu War,
Keywords
Related Articles
- EP ID EP98873
- DOI -
- Views 103
- Downloads 0
Interpreting Inference Engine for Semantic Web
Semantic web is a web of data, where data should be related to one another and also Knowledge will be organized in conceptual spaces according to its meaning. To understand and use the data and knowledge encoded in...
A HIGH SPEED AND EFFICIENT DESIGN FOR BINARY NUMBER SQUARING USING DWANDWA YOGA
The complexity in implementing complex logic functions in hardware circuitry is to be reduced in order to perform large calculations with minimum delay. This paper presents a most efficient and high speed design fo...
Optimization of Hamilton Path Tournament Schedule
A Hamilton path tournament design involving n teams and n/2 stadiums, is a round robin schedule on n − 1 days in which each team plays in each stadium at most twice, and the set of games played in each stadium in...
Optimal Design RRC Pulse Shape Polyphase FIR Decimation Filter for Multi-Standard Wireless Transceivers
Pulse Shaping Filters or Root Raised Cosine (RRC) low pass filters emerges as one of the hottest topic in field of Wireless Communication technology. Low pass filters are used for decimation and for interpolation. When...
A Literature Review of Online Discussion Forum in e-Learning Scenario
Learning is the technology that enables people to learn anytime and anywhere. It comprises all forms of electronically supported learning and teaching and has evolved over a period of time. The advancement of web...