TY - GEN
T1 - Pseudo-polar based estimation of large translations rotations and scalings in images
AU - Keller, Yosi
AU - Averbuch, Amir
AU - Israeli, Moshe
PY - 2005
Y1 - 2005
N2 - One of the major challenges related to image registration is the estimation of large motions without prior knowledge. This paper presents a Fourier based approach that estimates large translation, scale and rotation motions. The algorithm uses the pseudo-polar transform to achieve substantial improved approximations of the polar and log-polar Fourier transforms of an image. Thus, rotation and scale changes are reduced to translations which are estimated using phase correlation. By utilizing the pseudo-polar grid we increase the performance (accuracy, speed, robustness) of the registration algorithms. Scales up to 4 and arbitrary rotation angles can be robustly recovered, compared to a maximum scaling of 2 recovered by the current state-of-the-art algorithms. The algorithm utilizes only 1D FFT calculations whose overall complexity is significantly lower than prior works. Experimental results demonstrate the applicability of these algorithms.
AB - One of the major challenges related to image registration is the estimation of large motions without prior knowledge. This paper presents a Fourier based approach that estimates large translation, scale and rotation motions. The algorithm uses the pseudo-polar transform to achieve substantial improved approximations of the polar and log-polar Fourier transforms of an image. Thus, rotation and scale changes are reduced to translations which are estimated using phase correlation. By utilizing the pseudo-polar grid we increase the performance (accuracy, speed, robustness) of the registration algorithms. Scales up to 4 and arbitrary rotation angles can be robustly recovered, compared to a maximum scaling of 2 recovered by the current state-of-the-art algorithms. The algorithm utilizes only 1D FFT calculations whose overall complexity is significantly lower than prior works. Experimental results demonstrate the applicability of these algorithms.
UR - http://www.scopus.com/inward/record.url?scp=35348902516&partnerID=8YFLogxK
U2 - 10.1109/acvmot.2005.97
DO - 10.1109/acvmot.2005.97
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AN - SCOPUS:35348902516
SN - 0769522718
SN - 9780769522715
T3 - Proceedings - IEEE Workshop on Motion and Video Computing, MOTION 2005
SP - 201
EP - 206
BT - Proceedings - IEEE Workshop on Motion and Video Computing, MOTION 2005
PB - IEEE Computer Society
T2 - IEEE Workshop on Motion and Video Computing, MOTION 2005
Y2 - 4 January 2005 through 7 January 2005
ER -