| Publications [#61515] of Bobby D Guenther
Papers Published
- Jian-Shuen Fang and Qi Hao and Brady, D.J. and Guenther, B.D. and Hsu, K.Y., Real-time human identification using a pyroelectric infrared detector array and hidden Markov models,
Opt. Express (USA), vol. 14 no. 15
(2006)
(last updated on 2007/04/12)
Abstract: This paper proposes a real-time human identification system using a pyroelectric infrared (PIR) detector array and hidden Markov models (HMMs). A PIR detector array with masked Fresnel lens arrays is used to generate digital sequential data that can represent a human motion feature. HMMs are trained to statistically model the motion features of individuals through an expectation-maximization (EM) learning process. Human subjects are recognized by evaluating a set of new feature data against the trained HMMs using the maximum-likelihood (ML) criterion. We have developed a prototype system to verify the proposed method. Sensor modules with different numbers of detectors and different sampling masks were tested to maximize the identification capability of the sensor system
Keywords: biometrics (access control);expectation-maximisation algorithm;feature extraction;hidden Markov models;image motion analysis;infrared detectors;lenses;optical arrays;pyroelectric detectors;
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