DocumentCode :
411021
Title :
Optical flow and scale-space theory applied to sea-ice motion estimation in Antarctica
Author :
Gutiérrez, Salvador ; Long, David G.
Author_Institution :
Microwave Earth Remote Sensing Lab., Brigham Young Univ., Provo, UT, USA
Volume :
4
fYear :
2003
fDate :
21-25 July 2003
Firstpage :
2805
Abstract :
Sea-ice motion in Antarctica is studied applying methods from computer vision and scale-space theory to a sequence of images obtained from scatterometer data. The proposed method can obtain a dense motion vector field for any specific observation scale. Spatial and temporal scales are used to focus on relevant geophysical features and events. A preprocessing stage involving spatial and temporal filtering at selected scales reduces noise and artifacts produced in the image generation phases, allowing reliable feature extraction and tracking at relevant scales. Optical flow (OF) methods provide a dense estimation of the motion field. The limitations and advantages of this approach are discussed. Optical flow sea-ice motion data are in agreement with sea winds data obtained independently and with very different methodologies. OF results are compared to data from wavelet methods.
Keywords :
computer vision; geophysical signal processing; image motion analysis; image sequences; oceanographic techniques; remote sensing; sea ice; spatial filters; Antarctica; computer vision; feature extraction; image sequences; motion vector field; optical flow methods; scale space theory; scatterometer data; sea ice motion estimation; spatial filtering; spatial scales; temporal filtering; temporal scales; tracking; wavelet methods; Antarctica; Computer vision; Filtering; Image motion analysis; Motion estimation; Optical filters; Optical noise; Optical scattering; Radar measurements; Sea ice;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2003. IGARSS '03. Proceedings. 2003 IEEE International
Print_ISBN :
0-7803-7929-2
Type :
conf
DOI :
10.1109/IGARSS.2003.1294592
Filename :
1294592
Link To Document :
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