Title :
Investigation of a Hybrid Algorithm for Sea Ice Drift Measurements Using Synthetic Aperture Radar Images
Author :
Berg, Aaron ; Eriksson, Leif E. B.
Author_Institution :
Dept. of Earth & Space Sci., Chalmers Univ. of Technol., Gothenburg, Sweden
Abstract :
Areal matching by phase correlation and feature tracking are two complementary methods used to measure sea ice drift between synthetic aperture radar images. This paper evaluates a new algorithm that combines the two methods. Areal matching is improved by new methods to handle large motions and rotated ice. It is shown that areal rotation can be resolved using a frequency-domain approach. Image segmentation is a prerequisite for feature tracking and achieved by a new method that performs better than Otsu´s method for two-component Gaussian mixture distributions. A circular weighted median filter is found to be suitable for the filtering of the motion field. The algorithm is evaluated through a thorough analysis of the response and sensitivity to various algorithm settings. The accuracy of the algorithm varies by up to 50% for one image pair within the studied range of parameter settings, thus indicating the need for a proper initialization of the algorithm.
Keywords :
Gaussian distribution; image segmentation; oceanographic techniques; remote sensing by radar; sea ice; synthetic aperture radar; Otsus method; algorithm accuracy; algorithm settings; areal matching; areal rotation; circular weighted median filter; complementary methods; feature tracking; frequency-domain approach; handle large motions; hybrid algorithm investigation; image pair; image segmentation; motion field filtering; parameter setting range; phase correlation; proper algorithm initialization; response analysis; rotated ice; sea ice drift measurements; sensitivity analysis; synthetic aperture radar images; two-component Gaussian mixture distributions; Correlation; Image resolution; Radar tracking; Sea ice; Synthetic aperture radar; Tracking; C-band; feature tracking; phase correlation; rotation; sea ice motion; segmentation; synthetic aperture radar (SAR);
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2013.2286500