Paper
14 December 1998 Multiresolution registration using spline models for both images and disparity
Julian F.A. Magarey, Garry N. Newsam
Author Affiliations +
Proceedings Volume 3641, Videometrics VI; (1998) https://doi.org/10.1117/12.333799
Event: Electronic Imaging '99, 1999, San Jose, CA, United States
Abstract
This paper considers the problem of automatic registration of stereo images with little or no occlusion. The chosen strategy is based on multiresolution (MR) representations of both the images and the unknown, locally-varying warping map, and uses a coarse-to-fine refinement strategy in which successively more image detail is processed to obtain successively finer- scale corrections to an initial, global estimate of the warping map. The definition of an 'optimal' MR registration algorithm under this strategy is set out in terms of maximizing the chances of fast convergence to the true disparity. We set out the equations for a specific version of this strategy in which spline models of different orders are used for both MR representations. The resulting algorithm, which requires hardly any prior parameter adjustment, shows both robustness and flexibility in tests on both synthesized and real image pairs. Indeed, its performance suggests that it comes close to meeting the previously defined optimality criterion.
© (1998) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Julian F.A. Magarey and Garry N. Newsam "Multiresolution registration using spline models for both images and disparity", Proc. SPIE 3641, Videometrics VI, (14 December 1998); https://doi.org/10.1117/12.333799
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KEYWORDS
Image registration

Magnetic resonance imaging

Error analysis

Sensors

Image processing

Ions

Digital filtering

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