Title :
Dense disparity estimation based on the continuous wavelet transform [stereo image analysis]
Author :
Huang, Xiaodong ; Dubois, Eric
Author_Institution :
Sch. of Inf. Technol. & Eng., Univ. of Ottawa, Ont., Canada
Abstract :
This paper presents a new method for disparity estimation based on the continuous wavelet transform (CWT), by making use of the redundant information that results from the CWT. Several kinds of wavelets are tested for this purpose, including frequently used 1D wavelets as well as two nonseparable 2D orthogonal wavelets. The results are compared from the points of view of both the matching rate and preservation of feature information, and show that the disparity estimation based on the continuous wavelet transform can give better results than the standard area based methods SSD and SAD. In addition, a new method which uses zero insertion is introduced to increase the matching rate.
Keywords :
image matching; stereo image processing; wavelet transforms; 1D wavelets; CWT redundant information; continuous wavelet transform; dense disparity estimation; feature information preservation; matching rate; nonseparable 2D orthogonal wavelets; stereo image analysis; zero insertion method; Continuous wavelet transforms; Discrete wavelet transforms; Fourier transforms; Image analysis; Image coding; Image processing; Information technology; Testing; Wavelet domain; Wavelet transforms;
Conference_Titel :
Electrical and Computer Engineering, 2004. Canadian Conference on
Print_ISBN :
0-7803-8253-6
DOI :
10.1109/CCECE.2004.1345056