Title :
Extraction of fingerprint orientation maps using a radial basis function recognition accelerator
Author :
Shmurun, A. ; Bjorn, V. ; Tam, S. ; Holler, M.
Author_Institution :
Intel Corp., Santa Clara, CA, USA
fDate :
27 Jun-2 Jul 1994
Abstract :
A ridge direction map, commonly called the orientation map, is essential to most fingerprint identification systems. A novel template matching method for extracting the ridge direction maps from raw fingerprint images is discussed. The method models the intensity profile of fingerprint ridges and generates templates. Subsequently, a radial basis function training procedure reduces the number of prototypical templates. The orientation map directions are then assigned by using a probabilistic measure derived from the contributions of the prototypical templates. A substantial acceleration of the procedure is achieved by using the Ni1000 recognition accelerator
Keywords :
feature extraction; feedforward neural nets; fingerprint identification; probability; Ni1000 recognition accelerator; fingerprint identification systems; fingerprint images; fingerprint orientation map extraction; intensity profile modelling; probabilistic measure; prototypical templates; radial basis function neural network; ridge direction map; template matching; Acceleration; Educational institutions; Engines; Fingerprint recognition; Image matching; Postal services; Protection; Prototypes; Real time systems; Security;
Conference_Titel :
Neural Networks, 1994. IEEE World Congress on Computational Intelligence., 1994 IEEE International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-1901-X
DOI :
10.1109/ICNN.1994.374351