Fast and robust recognition of orbit and sinus drawings using histograms of forces

The notion of the histogram of forces was introduced in a previous work with the aim of modeling spatial relations between image objects. In this paper, we show that it can also be useful in pattern recognition. Drawings of cranial orbits and sinuses are classified using force histograms. The results are consistent with human responses, and our method compares favorably with classical methods based on geometric criteria and Fourier descriptors.

[1]  Faouzi Ghorbel,et al.  A complete invariant description for gray-level images by the harmonic analysis approach , 1994, Pattern Recognit. Lett..

[2]  Rainer Otterbach,et al.  Fast and robust recognition and localization of 2D objects , 1994, Other Conferences.

[3]  M. Teague Image analysis via the general theory of moments , 1980 .

[4]  Jun Shen,et al.  Fast computation of moment invariants , 1991, Pattern Recognit..

[5]  Ashraf A. Kassim,et al.  A comparative study of efficient generalised Hough transform techniques , 1999, Image Vis. Comput..

[6]  Dana H. Ballard,et al.  Generalizing the Hough transform to detect arbitrary shapes , 1981, Pattern Recognit..

[7]  Maurice Maes,et al.  Polygonal shape recognition using string-matching techniques , 1991, Pattern Recognit..

[8]  James M. Keller,et al.  Quantitative analysis of properties and spatial relations of fuzzy image regions , 1993, IEEE Trans. Fuzzy Syst..

[9]  Ralph Roskies,et al.  Fourier Descriptors for Plane Closed Curves , 1972, IEEE Transactions on Computers.

[10]  Anca L. Ralescu,et al.  Spatial organization in 2D segmented images: representation and recognition of primitive spatial relations , 1994, CVPR 1994.

[11]  Laurent Wendling,et al.  Orbit and sinus classification based on force histogram computation , 2000, Proceedings 15th International Conference on Pattern Recognition. ICPR-2000.

[12]  Laurent Wendling,et al.  A New Way to Represent the Relative Position between Areal Objects , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[13]  Majid Ahmadi,et al.  Pattern recognition with moment invariants: A comparative study and new results , 1991, Pattern Recognit..