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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Kochhar, A. Gupta, D. Hanmandlu, M. Vasikarla, S. |
| Copyright Year | 2013 |
| Description | Author affiliation: Dept. of Control, Inst. N. S. Inst. of Technol., New Delhi, India (Gupta, D.) || Dept. of Comput. Sci., California State Univ., Northridge, CA, USA (Vasikarla, S.) || Dept. of Electr. Eng., Indian Inst. of Technol., New Delhi, New Delhi, India (Hanmandlu, M.) || Dept. of Comput. Sci., Columbia Univ., New York, NY, USA (Kochhar, A.) |
| Abstract | Gait recognition has lately attracted the attention of a plethora of computer vision and biometric systems researchers. It offers advantages like non-invasiveness, data acquisition from a distance and low resolution. The geometric area between the limbs derived from the spatial-temporal silhouettes serves as an effective feature that is capable of differentiating subjects. Both model-based and model-free approaches are tried while extracting features for the gait recognition. Support Vector Machine (SVM) classifier is used for training the features from silhouettes of the known gaits and identifying the unknown gaits based on the same features. Experimentation on the silhouette samples of publicly available CASIA database vindicates the supremacy of the model based approach over the model free approach. |
| Sponsorship | IEEE Boston Sect. |
| Starting Page | 547 |
| Ending Page | 551 |
| File Size | 546258 |
| Page Count | 5 |
| File Format | |
| e-ISBN | 9781479915354 |
| DOI | 10.1109/THS.2013.6699062 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-11-12 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Legged locomotion Shape Biological system modeling SVM Model free and model based approaches Support vector machines area based feature Analytical models gait silhouette Feature extraction Gait recognition authentication |
| Content Type | Text |
| Resource Type | Article |
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