Recognition of Cylindrical Objects Using Occluding Boundaries Obtained from Colour Based Segmentation

This paper describes a method for model-based recognition of cylindrical objects from occluding boundaries obtained by computationally efficient colour segmentation of a 2D image. The models are invoked by combining geometric and colour features. Occluding boundaries of hypothesized objects are generated using colour segmentation and ground plane constraint. Hypothesis verification is achieved by evaluating the fit between occluding boundary generated by the hypothesised object and the edge data. This method differs from existing methods in that it integrates multiple measurements and prior knowledge to achieve robust object recognition. Experiments with real images have been carried out and the results are promising.

[1]  Jean Ponce,et al.  Invariant Properties of Straight Homogeneous Generalized Cylinders and Their Contours , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[2]  Jiri Matas,et al.  Illumination Invariant Colour Recognition , 1994, BMVC.

[3]  Keith Price,et al.  Picture Segmentation Using a Recursive Region Splitting Method , 1998 .

[4]  Alan L. Yuille,et al.  An Extremum Principle for Shape from Contour , 1983, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[5]  Charles R. Dyer,et al.  Model-based recognition in robot vision , 1986, CSUR.

[6]  Anil K. Jain,et al.  Object contour extraction using color and motion , 1993, Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[7]  Zhengyou Zhang On Local Matching of Free-form Curves , 1992, BMVC.

[8]  Ramesh C. Jain,et al.  Three-dimensional object recognition , 1985, CSUR.

[9]  J. K. Aggarwal,et al.  SHAPE RECOGNITION FROM SINGLE SILHOUETTES. , 1987 .

[10]  Jiri Matas,et al.  Generation, Verification and Localization of Object Hypotheses based on Colour , 1993, BMVC.

[11]  Anil K. Jain,et al.  Algorithms for Clustering Data , 1988 .

[12]  Anil K. Jain,et al.  CAD-Based Computer Vision: From CAD Models to Relational Graphs , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[13]  Paul J. Besl,et al.  A Method for Registration of 3-D Shapes , 1992, IEEE Trans. Pattern Anal. Mach. Intell..

[14]  F. Bookstein Fitting conic sections to scattered data , 1979 .