Title :
A frequency domain technique for range data registration
Author :
Lucchese, Luca ; Doretto, Gianfranco ; Cortelazzo, Guido Maria
Author_Institution :
Dept. of Electr. & Comput. Eng., Oregon State Univ., Corvallis, OR, USA
fDate :
11/1/2002 12:00:00 AM
Abstract :
This work introduces an original method for registering pairs of 3D views consisting of range data sets which operates in the frequency domain. The Fourier transform allows the decoupling of the estimate of the rotation parameters from the estimate of the translation parameters, our algorithm exploits this well-known property by suggesting a three-step procedure. The rotation parameters are estimated by the first two steps through convenient representations and projections of the Fourier transforms´ magnitudes and the translational displacement is recovered by the third step by means of a standard phase correlation technique after compensating one of the two views for rotation. The performance of the algorithm, which is well-suited for unsupervised registration, is clearly assessed through extensive testing with several objects and shows that good and robust estimates of 3D rigid motion are achievable. Our algorithm can be used as a prealignment tool for more accurate space-domain registration techniques, like the ICP algorithm.
Keywords :
Fourier transforms; frequency-domain analysis; image motion analysis; image registration; parameter estimation; 3D rigid motion; 3D views; Fourier transform; ICP algorithm; algorithm performance; frequency domain technique; image registration; range data registration; rotation parameter estimation; space-domain registration techniques; standard phase correlation technique; translation parameter estimation; unsupervised registration; Fourier transforms; Frequency domain analysis; Image segmentation; Iterative closest point algorithm; Motion estimation; Parameter estimation; Phase estimation; Robustness; Solid modeling; Testing;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
DOI :
10.1109/TPAMI.2002.1046160