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On reducing the effect of silhouette quality on Iindividual gait recognition : a feature fusion approach
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Jia, Ning, Sanchez Silva, Victor, Li, Chang-Tsun and Mansour, Hassan (2015) On reducing the effect of silhouette quality on Iindividual gait recognition : a feature fusion approach. In: 14th International Conference of the Biometrics Special Interest Group (BIOSIG) , Darmstadt, Germany, 09-11 Sep 2015. Published in: 14th International Conference of the Biometrics Special Interest Group (BIOSIG)
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Official URL: http://dx.doi.org/10.1109/BIOSIG.2015.7314613
Abstract
The quality of the extracted gait silhouettes can
hinder the performance and practicability of gait recognition
algorithms. In this paper, we propose a framework that integrates
a feature fusion approach to improve recognition rate under this
situation. Specifically, we first generate a dataset containing gait
silhouettes with various qualities based on the CASIA Dataset
B. We then fuse gallery data with different qualities and project
data into embedded subspaces.We perform classification based on
the Euclidean distances between fused gallery features and probe
features. Experimental results show that the proposed framework
can provide important improvements on recognition rate.
| Item Type: | Conference Item (Paper) | ||||
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| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software | ||||
| Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
| Library of Congress Subject Headings (LCSH): | Biometric identification, Gait in humans -- Computer simulation, Pattern recognition systems, Human face recognition (Computer science) | ||||
| Journal or Publication Title: | 14th International Conference of the Biometrics Special Interest Group (BIOSIG) | ||||
| Publisher: | IEEE | ||||
| Official Date: | 11 September 2015 | ||||
| Dates: |
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| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Conference Paper Type: | Paper | ||||
| Title of Event: | 14th International Conference of the Biometrics Special Interest Group (BIOSIG) | ||||
| Type of Event: | Conference | ||||
| Location of Event: | Darmstadt, Germany | ||||
| Date(s) of Event: | 09-11 Sep 2015 |
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