Abstract
We apply the notion that phase differences can be used to interpret disparity between a pair of stereoscopic images. Indeed, phase relationships can also be used to obtain probabilistic measures both edges and corners, as well as the directional instantaneous frequency of an image field. The method of phase differences is shown to be equivalent to a Newton-Raphson root finding iteration through the resolutions of band-pass filtering. The method does, however, suffer from stability problems, and in particular stationary phase and aliasing. The stability problems associated with this technique are implicitly derived from the mechanism used to interpet disparity, which in general requires an assumption of linear phase and the local instantaneous frequency. We present two techniques. Firstly, we use the centre frequency of the applied band-pass filter to interpret disparity. This interpretation, however, suffers heavily from phase error and requires considerable damping prior to convergence. Secondly, we use the derivative of phase to obtain the instantaneous frequency from an image, which is then used to improve the disparity estimate. These ideas are extended into 2-D where it is possible to extract both vertical and horizontal disparities.
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References
Adelson. E.H. and Movshon. J.A. Phenominal coherence of moving visual patterns. Nature, 300:523–525, 1982.
Baker.H.H. Depth from Edge and Intensity based stereo. Standforth University, 1982.
Bishop.P.O. and Pettigrew.J.D. Neural mechanisms of binocular vision. Vis.Res., 1986.
Burt. P.J. and Adelson. E.H. The Laplacian pyramid as a compact image code. IEEE Trans. Comm., COM-31.4:532–540, 1983.
Foschini.G.J., Gitlin.R.D., and Weinstein.S.B. On the selection of a two-dimensional signal constellation in the presence of phase jitter and Gaussian noise. Bell Sys. Tech. J., 927–965, 1973.
Gabor. D. Theory of communication. J.Inst.Elec.Eng, 93:429–459, 1946.
Knuttson.H., Wilson.R.G., and Granlund.G. Estimating the local orientation of local anistropic 2-d signals. IEEE.A.S.S.P.Spectral Estimation Workshop.Florida, 234–239, 1983.
Koenderink. J.J. and Van Doorn. A.J. Geometry of binocular vision and stereopsis. Biological Cybernetics, 21:29–35, 1976.
Langley.K. Phase from Gabor filters. Univ.Warwick. Tech.Rep.R119., 1987.
Langley.K. Ph.D. thesis. University of Warwick, 1990.
Langley.K. and Atherton.T.J. A computational theory of stereopsis in the mammalian striate cortex. submitted to IVC, 1988.
Langley.K. and Atherton.T.J. A confidence measure for the aperture problem. Submitted to IVC, 1988.
Marr. D. and Hildreth. E. Theory of edge detection. Proc.R.Soc.Lond, 207:187–217, 1980.
Maske. R., Yamane. S., and Bishop. P.O. End-stopped cells and binocular depth discrimination in the strite cortex of cats. Proc.Soc.Lond.B., 229:257–276, 1986.
Miller. W.M. Video image stereo matching using phase-locked loop techniques. IEEE Proc. Int. Conf. on Robotics and Automation., 1:112–117, 1986.
Papouillis.A. Signal Analysis. McGraw-Hill Int. Editions, 1987.
Willsky.A.S. Fourier series and estimation on the circle with applications to synchronous communication. part 1:analysis. IEEE Trans.Info.Theory, IT-20,5, 1974.
Wilson.R.G. and Granlund.G. The uncertainty principle in image processing. I.E.E.E trans. on Pattern Analysis and Machine Intelligence, 758–767, 1984.
Wilson.R.G. and Knuttson.H. A multiresolution stereopsis algorithm based on the Gabor representation. Proc. 3rd IEE Conf. on Image Processing., 19–22, 1989.
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Langley, K., Atherton, T.J., Wilson, R.G., Larcombe, M.H.E. (1990). Vertical and horizontal disparities from phase. In: Faugeras, O. (eds) Computer Vision — ECCV 90. ECCV 1990. Lecture Notes in Computer Science, vol 427. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0014878
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DOI: https://doi.org/10.1007/BFb0014878
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