Title :
Shift–Scale Complex Correlation for Wide-Angle Coherent Cross-Track SAR Stereo Processing
Author :
Yocky, David A., Jr. ; Jakowatz, Charles V.
Author_Institution :
Sandia Nat. Labs., Albuquerque, NM
fDate :
3/1/2007 12:00:00 AM
Abstract :
Automated synthetic aperture radar (SAR) stereo correspondence becomes increasingly difficult when imaging high-relief terrain utilizing large stereo crossing-angle geometries because high-relief SAR image features can undergo significant spatial distortions, causing a failure of traditional correlation matching. This paper presents eight coherent spotlight-mode cross-track stereo pairs with stereo crossing angles averaging 93.7deg collected over a terrain with slopes greater than 20deg. These stereo pairs suffer from terrain-induced distortions, resulting in a decrease in complex correlation (coherence) when utilizing scanning-window correlation calculations. The search to maximize complex correlation is changed from a shift-only (disparity) search to a shift-and-scale search using the downhill simplex method. This approach is tested against complex imagery with simulated distortions and then employed on the eight wide-angle stereo collects. The resulting digital terrain maps (DTMs) are compared to ground truth. Using a shift-and-scale correlation approach to estimate disparity, the relative height errors decrease, and the number of reliable DTM posts increase
Keywords :
stereo image processing; synthetic aperture radar; terrain mapping; automated synthetic aperture radar stereo correspondence; digital terrain maps; downhill simplex method; high-relief terrain; scanning-window correlation calculations; shift-and-scale search; shift-scale complex correlation; spotlight-mode cross-track stereo pairs; stereo crossing angles; terrain-induced distortions; wide-angle coherent cross-track SAR stereo processing; Adaptive optics; Data mining; Electromagnetic scattering; Geometry; Laser radar; Optical distortion; Optical imaging; Optical interferometry; Optical scattering; Synthetic aperture radar; Automation; coherent processing; digital terrain map (DTM); image registration; spotlight-mode SAR; stereo SAR; synthetic aperture radar (SAR);
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2006.886193