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Impact of the Lips for Biometrics
- Source :
- IEEE Transactions on Image Processing. 21:3092-3101
- Publication Year :
- 2012
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2012.
-
Abstract
- In this paper, the impact of the lips for identity recognition is investigated. In fact, it is a challenging issue for identity recognition solely by the lips. In the first stage of the proposed system, a fast box filtering is proposed to generate a noise-free source with high processing efficiency. Afterward, five various mouth corners are detected through the proposed system, in which it is also able to resist shadow, beard, and rotation problems. For the feature extraction, two geometric ratios and ten parabolic-related parameters are adopted for further recognition through the support vector machine. Experimental results demonstrate that, when the number of subjects is fewer or equal to 29, the correct accept rate (CAR) is greater than 98%, and the false accept rate (FAR) is smaller than 0.066%. (CAR95.02%, FAR0.095% # Subjects ≤ 57). Moreover, the processing speed of the overall system achieves 34.43 frames per second, which meets the real-time requirement. Thus, the proposed system can be an effective candidate for facial biometrics applications when other facial organs are covered or when it is applied for an access control system.
- Subjects :
- Databases, Factual
Biometrics
business.industry
Computer science
Feature extraction
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Frame rate
Computer Graphics and Computer-Aided Design
Grayscale
Facial recognition system
Lip
Support vector machine
Biometric Identification
Pattern recognition (psychology)
Humans
Computer vision
Artificial intelligence
business
Rotation (mathematics)
Algorithms
Software
Subjects
Details
- ISSN :
- 19410042 and 10577149
- Volume :
- 21
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Image Processing
- Accession number :
- edsair.doi.dedup.....c67f7913c332650236bbe6b59c7d1a86
- Full Text :
- https://doi.org/10.1109/tip.2012.2186310