TY - GEN
T1 - Palmprint recognition based on multiple feature information fusion
AU - Hu, Junlin
AU - Xue, Yan Xue
AU - Zhao, Yongwei
AU - Lu, Jiwen
PY - 2008
Y1 - 2008
N2 - In this paper, we propose an information fusion-based palmprint recognition method. Firstly, three different kinds of palmprint features including texture, principal line and appearance features are extracted using 2D Gabor phase encoding, the modified finite Radon transform (MFRAT) and orthogonal discriminant locality preserving projections (ODLPP), respectively. Then, Hamming distance, pixel-to-area comparison-based similarity calculation and Euclidean distance are presented to computing their matching score, and the nearest neighborhood (NN) classifier is applied to classification. Lastly, information fusion on the decision level is conducted to further improve the recognition accuracy. The experimental results on the PolyU palmprint database demonstrate the feasibility and effectiveness of the proposed approach.
AB - In this paper, we propose an information fusion-based palmprint recognition method. Firstly, three different kinds of palmprint features including texture, principal line and appearance features are extracted using 2D Gabor phase encoding, the modified finite Radon transform (MFRAT) and orthogonal discriminant locality preserving projections (ODLPP), respectively. Then, Hamming distance, pixel-to-area comparison-based similarity calculation and Euclidean distance are presented to computing their matching score, and the nearest neighborhood (NN) classifier is applied to classification. Lastly, information fusion on the decision level is conducted to further improve the recognition accuracy. The experimental results on the PolyU palmprint database demonstrate the feasibility and effectiveness of the proposed approach.
UR - https://www.scopus.com/pages/publications/67249158357
U2 - 10.1109/ICOSP.2008.4697405
DO - 10.1109/ICOSP.2008.4697405
M3 - 会议稿件
AN - SCOPUS:67249158357
SN - 9781424421794
T3 - International Conference on Signal Processing Proceedings, ICSP
SP - 1449
EP - 1452
BT - 2008 9th International Conference on Signal Processing, ICSP 2008
T2 - 2008 9th International Conference on Signal Processing, ICSP 2008
Y2 - 26 October 2008 through 29 October 2008
ER -