Title :
Genetic stereo matching using complex conjugate wavelet pyramids
Author :
Luo, L.J. ; Clewer, D.R. ; Canagarajah, C.N. ; Bull, D.R.
Author_Institution :
Centre for Commun. Res., Bristol Univ., UK
Abstract :
A new genetic algorithm-based optimisation technique for stereo matching using complex conjugate wavelet pyramids is proposed. Reliable disparity fields are estimated in the wavelet domain with low computational cost. The new cost function is composed of the differences in wavelet coefficient values, plus vertical discontinuity and ordering constraints. Within homogenous regions, smoothness constraints on the disparity field are also employed. A genetic algorithm is used, where previously estimated vectors at the former image hierarchy are used to predict the corresponding search space of chromosomes, and to correct each newly calculated set of disparity vectors. This significantly reduces computational complexity compared to other methods, whilst maintaining robust performance
Keywords :
genetic algorithms; image matching; parameter estimation; search problems; stereo image processing; wavelet transforms; complex conjugate wavelet pyramids; disparity field estimation; disparity vectors; genetic algorithm; optimisation; ordering constraints; performance; search space; smoothness constraints; stereo depth; stereo matching; vertical discontinuity; wavelet coefficient values; wavelet domain; Biological cells; Computational complexity; Computational efficiency; Cost function; Genetic algorithms; Multiresolution analysis; Optimization methods; Wavelet analysis; Wavelet coefficients; Wavelet domain;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.958447