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Feature Vector Extraction based Texture Feature using Hybrid Wavelet Type I & II for Finger Knuckle Prints for Multi-Instance Feature Fusion
- Source :
- Procedia Computer Science. 79:351-358
- Publication Year :
- 2016
- Publisher :
- Elsevier BV, 2016.
-
Abstract
- The finger knuckle print (FKP) of a particular person is found to be unique and can serve as a biometric feature has been revealed recently by the researchers. In this research Finger Knuckle Print has been used as a biometric feature. Hybrid Wavelet Type I and Hybrid Wavelet Type II were used for feature extraction from the images in order to process it further. The important role of hybrid wavelet transform is to combine the key features of two different orthogonal transforms so that the strengths of both the transform wavelets are used. In this research the different transforms like (Discrete Cosine Transform) DCT, Haar. Hartley, Walsh and Kekre are used in combination for generation of 20 different hybrid wavelets. These hybrid wavelets are applied on the database images to generate feature vector coefficients and they are then subjected to Intra Class testing And Inter Class Testing and their performance is evaluated and compared. Proposed system has given up to 80% of EER for TAR-TRR (PI) for hybrid wavelet formed using (Discrete Cosine Transform) DCT and Kekre transform for the multimodal multi-instance implementation.
- Subjects :
- Discrete wavelet transform
Lifting scheme
Computer science
Feature vector
Stationary wavelet transform
Feature extraction
Transform
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Finger knuckle print (FKP)
050801 communication & media studies
hybrid wavelet
02 engineering and technology
Wavelet packet decomposition
0508 media and communications
Wavelet
0202 electrical engineering, electronic engineering, information engineering
Discrete cosine transform
Computer vision
Continuous wavelet transform
General Environmental Science
business.industry
Second-generation wavelet transform
Hybrid Wavelet Type I (HWI)
05 social sciences
Wavelet transform
Pattern recognition
region of interest (ROI)
Hybrid Wavelet Type II (HWII)
General Earth and Planetary Sciences
020201 artificial intelligence & image processing
Artificial intelligence
business
Fast wavelet transform
Subjects
Details
- ISSN :
- 18770509
- Volume :
- 79
- Database :
- OpenAIRE
- Journal :
- Procedia Computer Science
- Accession number :
- edsair.doi.dedup.....02e3911b455011df52f066af826f04d8
- Full Text :
- https://doi.org/10.1016/j.procs.2016.03.046