Title :
Fusion method of palmprint recognition base on texture features and lines features
Author :
Liu Hongxi ; Cai Changqing ; Ni Hongxia ; Sun Junxi
Author_Institution :
Coll. of Electron. & Inf, Changchun Inst. of Technol., Changchun, China
Abstract :
The palmprint recognition is studied in detail. Some problem about feature extraction, feature fusion and matching is discussed. The extraction of line feature is obtained based on mathematic morphology. Texture feature extraction based on Gabor filters is also carried out. Using line and texture features, two classifiers is designed. Then, basic probability assignment functions of the two classifiers are proposed by Fuzzy regulation. At last, the result of two classifiers carries through fusion decision by D-S theory of evidence. The result of the experiment has already shown that this kind of method is valid, reasonable.
Keywords :
Gabor filters; feature extraction; fuzzy set theory; image fusion; image matching; image texture; inference mechanisms; mathematical morphology; palmprint recognition; D-S theory of evidence; Gabor filters; feature fusion; feature matching; fusion decision; fuzzy regulation; image texture feature extraction; line feature extraction; mathematical morphology; palmprint recognition fusion method; probability assignment functions; D-S theory of evidence; line features; palmprint recognition; texture features;
Conference_Titel :
Signal Processing (ICSP), 2012 IEEE 11th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-2196-9
DOI :
10.1109/ICoSP.2012.6491888