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IMAGE DISPARITY ESTIMATION BASED ON FRACTIONAL DUAL-TREE COMPLEX WAVELET TRANSFORM: A MULTI-SCALE APPROACH.
- Source :
-
International Journal of Wavelets, Multiresolution & Information Processing . Jan2013, Vol. 11 Issue 1, p1-21. 21p. 5 Color Photographs, 1 Black and White Photograph, 2 Diagrams, 2 Graphs. - Publication Year :
- 2013
-
Abstract
- In this paper, an efficient multi-scale image disparity estimation algorithm is proposed which estimates the local displacements needed to align different regions between a pair of images. This phase-based approach is based on fractional dual-tree complex wavelet transform (FrDTCWT). In the proposed FrDTCWT, initially we obtained the fractional Fourier transform of the image. We decomposed the fractional transformed image by dual-tree complex wavelet transform into real and imaginary parts. The complex analytic signal is obtained from the real-valued function which is obtained from this FrDTCWT. The FRDTCWT inherits the excellent mathematical properties of DTCWT and FrFT. Phase and amplitude of the image are computed from the complex analytic signal. The disparity is estimated as the optical flow using the phase difference method. The efficiency of the proposed algorithm is carried out by different experiments on synthetic as well as on realistic image sequences. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 02196913
- Volume :
- 11
- Issue :
- 1
- Database :
- Academic Search Index
- Journal :
- International Journal of Wavelets, Multiresolution & Information Processing
- Publication Type :
- Academic Journal
- Accession number :
- 86111851
- Full Text :
- https://doi.org/10.1142/S0219691313500045