Title :
Fingerprint compression using a piecewise-uniform pyramid lattice vector quantization
Author :
Kasaei, Shohreh ; Deriche, Mohamed
Author_Institution :
Signal Process. Res. Centre, Queensland Univ., Brisbane, Qld., Australia
Abstract :
A new compression algorithm for fingerprint images is introduced. Using lattice vector quantization (LVQ), a technique for determining the largest radius of the lattice and its scaling factor is presented. The design is based on obtaining the smallest possible expected total distortion (ETD) measure, using a given bit budget, while using the smallest codebook size. In the proposed piecewise-uniform pyramid LVQ, the wedge problem encountered with the pyramidal lattice point shells is resolved. At very low bit rates, for the coefficients with high-frequency content, the positive-negative mean (PNM) method is proposed to improve the resolution of the reconstructed image. The proposed algorithm results in a high compression ratio and a high reconstructed image quality with a low computational load compared to other existing algorithms
Keywords :
fingerprint identification; image coding; image reconstruction; image resolution; lattice theory; piecewise constant techniques; rate distortion theory; transform coding; vector quantisation; wavelet transforms; codebook size; expected total distortion measure; fingerprint images; high compression ratio; image compression; image quality; lattice vector quantization; low computational load; piecewise-uniform pyramid lattice vector quantization; positive-negative mean method; pyramidal lattice point shells; reconstructed image resolution; scaling factor; very low bit rate coding; wavelet packet; wavelet transform decomposition; wedge problem; Bit rate; Compression algorithms; Distortion measurement; Fingerprint recognition; Image coding; Image matching; Image reconstruction; Lattices; Size measurement; Vector quantization;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on
Conference_Location :
Munich
Print_ISBN :
0-8186-7919-0
DOI :
10.1109/ICASSP.1997.595452