TY - JOUR
T1 - Motion of disturbances
T2 - Detection and tracking of multi-body non-rigid motion
AU - Halevy, Gilad
AU - Weinshall, Daphna
PY - 1999/3
Y1 - 1999/3
N2 - We present a new approach to the tracking of very non-rigid patterns of motion, such as water flowing down a stream. The algorithm is based on a `disturbance map', which is obtained by linearly subtracting the temporal average of the previous frames from the new frame. Every local motion creates a disturbance having the form of a wave, with a `head' at the present position of the motion and a historical `tail' that indicates the previous locations of that motion. These disturbances serve as loci of attraction for `tracking particles' that are scattered throughout the image. The algorithm is very fast and can be performed in real time. We provide excellent tracking results on various complex sequences, using both stabilized and moving cameras, showing a busy ant column, waterfalls, rapids and flowing streams, shoppers in a mall, and cars in a traffic intersection.
AB - We present a new approach to the tracking of very non-rigid patterns of motion, such as water flowing down a stream. The algorithm is based on a `disturbance map', which is obtained by linearly subtracting the temporal average of the previous frames from the new frame. Every local motion creates a disturbance having the form of a wave, with a `head' at the present position of the motion and a historical `tail' that indicates the previous locations of that motion. These disturbances serve as loci of attraction for `tracking particles' that are scattered throughout the image. The algorithm is very fast and can be performed in real time. We provide excellent tracking results on various complex sequences, using both stabilized and moving cameras, showing a busy ant column, waterfalls, rapids and flowing streams, shoppers in a mall, and cars in a traffic intersection.
UR - http://www.scopus.com/inward/record.url?scp=0033279791&partnerID=8YFLogxK
U2 - 10.1007/s001380050096
DO - 10.1007/s001380050096
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AN - SCOPUS:0033279791
SN - 0932-8092
VL - 11
SP - 122
EP - 137
JO - Machine Vision and Applications
JF - Machine Vision and Applications
IS - 3
ER -