Title :
Computer vision applications to the study of sea-ice motion in Antarctica
Author :
Gutiérrez, Salvador ; Long, David G.
Author_Institution :
Earth Remote Sensing Lab., Brigham Young Univ., Provo, UT, USA
Abstract :
The motion of sea-ice in Antarctica is studied using QuikSCAT scatterometer imagery using methods from computer vision and image processing such as intensity edges and optical flow (OF). Features are computed as differential invariants based on spatial and temporal derivatives at various scales. The first estimates of the motion vector field obtained through optical flow are used as the starting point for a regularization scheme that imposes constraints that bring the estimate closer to feature tracking results and observed motion. Constraints from fluid dynamics are brought in by separating the motion field into its divergence free and rotational free components with another field obtained through a convex combination of these components. The advantages of this approach are that it produces a dense motion field that can be globally processed and locally adjusted to fit data and a model. This study complements the analysis of sea ice motion by application of wavelet theory.
Keywords :
geophysical signal processing; image motion analysis; image sequences; oceanographic regions; oceanographic techniques; radar imaging; remote sensing by radar; sea ice; spaceborne radar; Antarctica; QuikSCAT; QuikSCAT scatterometer imagery; Southern Ocean; circulation; computer vision; differential invariants; dynamics; feature extraction; feature tracking; image processing; image sequence; intensity edge; ocean; optical flow; radar imaging; radar remote sensing; radar scatterometry; regularization scheme; sea ice motion; Antarctica; Application software; Computer vision; Image motion analysis; Image processing; Motion estimation; Optical scattering; Radar measurements; Sea ice; Tracking;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2002. IGARSS '02. 2002 IEEE International
Print_ISBN :
0-7803-7536-X
DOI :
10.1109/IGARSS.2002.1026165