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A Local Difference coding algorithm for face recognition
- Source :
- 2011 4th International Congress on Image and Signal Processing.
- Publication Year :
- 2011
- Publisher :
- IEEE, 2011.
-
Abstract
- Stimulated by the popular Local Binary Pattern (LBP) coding, we propose a new operator, i.e. the Local Difference (LD) coding. Different from other local coding approaches, the LD coding extracts direction information of both first-order and second-order difference. We apply the LD coding in feature extraction for face recognition, and obtain a very low dimensional feature in comparison with the classic operator such as the Uniform LBP (U-LBP). Experimental results show that the feature obtained with the LD operator could increase or maintain the recognition rate with much lower number of feature dimension.
- Subjects :
- Coding algorithm
Local binary patterns
business.industry
Feature extraction
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Pattern recognition
Facial recognition system
Feature Dimension
Direction information
Binary code
Artificial intelligence
business
Mathematics
Coding (social sciences)
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2011 4th International Congress on Image and Signal Processing
- Accession number :
- edsair.doi...........0958e0a3a3af38cda203abdcafb5dfda
- Full Text :
- https://doi.org/10.1109/cisp.2011.6100290