Sea Ice non-rigid motion and discontinuity estimation from satellite images
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Transcript of Sea Ice non-rigid motion and discontinuity estimation from satellite images
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Sea Ice non-rigid motion and discontinuity estimation from satellite
images
Gowri SomanathVincent Ly
Dr. Chandra Kambhamettu
Department of Computer & Information Sciences
Dr. Cathleen GeigerDepartment of Geography
http://vims.cis.udel.edu
ACE Meeting May 9th 2012
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Today
• Look at some results from motion segmentation and summary presentation– High activity, low activity– Thresholds and its effect on level of summary
• Possible further analysis• Next steps
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Motion summary: visualizing flow characteristics using motion in an area
• The segments are demarcated by the thick black lines. The transparent grayscale color is only an indication of segments not anything else from the image.
• The arrows show the direction of motion (length and thickness scaled by motion magnitude). It is calculated from the average of all vectors within the segment.
• The white dot is placed at the centroid of the corresponding segment.
• The blue line is along the horizontal axis – which is the reference for all angular measurements.
• The green semi-circle indicates the lower and upper bounds on the angular component of the motion in the segment. The bounds are determined by mean and standard deviation of the angle of the motion (we use mean+std dev and mean-std dev). The start and end points of the green semi-circle indicate these limits.
Its hard to look at the dense motion vectors, so we present a ‘summary’ by segmenting the motion field into coherent regions with ‘similar motion’.
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Motion ‘summary’ : set 1LIC
Motion magnitude
Summary image
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Motion ‘summary’ : set 2LIC
Motion magnitude
Summary image
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Motion ‘summary’ : set 4cLIC
Motion magnitude
Summary image
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Motion ‘summary’ : set 5LIC
Motion magnitude
Summary image
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Motion ‘summary’ : set 1 – parameter tweaksLIC
Motion magnitude
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Possible analysis• Fix a threshold and study the ‘summary’ over a area from multiple
pairs (over time)– Do more segments mean more breakage?– Changes in patterns of motion – indicate something
interesting?
Need• Data to perform the above tests
Questions and suggestion?
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Next step
• We need to revamp our GUI design to accommodate some of our newer products and ideas
• We may do more tests on the segmentation with existing data.