In this paper, a force-based method for registration of a pattern with consideration of attributes (color, grey level, curvature) is described. In the method, a pattern is represented as a group of points which are sampled from the pattern. When we consider registration of a two dimensional pattern with color (red, green, blue) information, model pattern (the pattern at initial state) and aimed pattern (the pattern after some movement) are input in the same form: respectively, P/sub i/(x/sub i/,y/sub i/,r/sub i/,g/sub i/,b/sub i/;i=1/spl sim/n) and P'/sub j/(x'/sub j/,y'/sub j/,r'/sub j/,g'/sub j/,b'/sub j/;j=1/spl sim/m). The model pattern is registered to the aimed pattern by simulating the movement of the model pattern caused by attractive forces applied to each point of P/sub i/ from all points of P'/sub j/. The magnitude of the force is defined using five dimensional space (x, y, r, g, b) so that stronger forces are exerted between "closer" points while considering similarity of their attribute values. In this paper the algorithm of the method is represented and its performance characteristics are examined. Experiments on registration of pieces of a jigsaw puzzle show that this simple method is robust and useful.
[1]
Lisa M. Brown,et al.
A survey of image registration techniques
,
1992,
CSUR.
[2]
Naokazu Yokoya,et al.
A Robust Method for Registration and Segmentation of Multiple Range Images
,
1995,
Comput. Vis. Image Underst..
[3]
Yasuyo Kita.
A registration method for rigid objects without point matching
,
1994,
ECCV.
[4]
Richard Szeliski,et al.
Using Force Fields Derived from 3D Distance Maps for Inferring the Attitude of a 3D Rigid Object
,
1992,
ECCV.
[5]
Yasuyo Kita.
A registration method for rigid objects using repulsive force
,
1996,
Systems and Computers in Japan.
[6]
Paul J. Besl,et al.
A Method for Registration of 3-D Shapes
,
1992,
IEEE Trans. Pattern Anal. Mach. Intell..
[7]
J. M. Galvez,et al.
Normalization and shape recognition of three-dimensional objects by 3D moments
,
1993,
Pattern Recognit..