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Scene Understanding by Rule Evaluation
November 1997 (vol. 19 no. 11)
pp. 1284-1288

Abstract—We consider how machine learning can be used to help solve the problem of identifying objects or structures composed of parts in complex scenes. We first discuss a conditional rule generation technique (CRG) that is designed to describe structures using part attributes and their relations. We then show how the resultant rules can be used for region labeling and examine constraint propagation techniques for improving rule-based object classification.

[1] S. Muggleton, Inductive Logic Programming.New York: Academic Press, 1992.
[2] J.R. Quinlan, C4.5 Programs for Machine Learning.San Mateo, Calif.: Morgan Kaufmann, 1993.
[3] F. Tsai, "Geometric Hashing With Line Features," Pattern Recognition, vol. 27, pp. 377-389, 1994.
[4] P. Flynn and A.K. Jain, "3D Object Recognition Using Invariant Feature Indexing of Interpretation Tables," Computer Vision, Graphics, and Image Processing, vol. 55, pp. 119-129, 1992.
[5] C. Hanson and T. Henderson, "Gagd-Based Computer Vision," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 11, pp. 1,181-1,193, 1989.
[6] W.E.L. Grimson, Object Recognition by Computer.Cambridge, Mass.: MIT Press, 1990.
[7] A.K. Jain and R. Hoffman, "Evidence-Based Recognition of 3D Objects," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 10, no. 6, pp. 783-802, June 1988.
[8] T. Caelli and A. Dreier, "Variations on the Evidenced-Based Object Recognition Theme," Pattern Recognition, vol. 27, pp. 185-204, 1994.
[9] W.F. Bischof and T. Caelli, "Visual Learning of Patterns and Objects," IEEE Trans. Systems, Man and Cybernetics, in press.
[10] D.G. Lowe, Perceptual Organization and Visual Recognition.Boston: Kluwer Academic Publishers, 1985.
[11] A.K. Jain and R.C. Dubes, Algorithms for Clustering Data.Englewood Cliffs, N.J.: Prentice Hall, 1988.
[12] T. Caelli, E. Osman, and G. West, "On Learning to Recognize 3D Shape Defects," Proc. Third Int'l Conf. Visual Form (IWVF3), 1997.

Index Terms:
Conditional rule generation, machine learning, object recognition, scene understanding, visual learning.
Citation:
Walter F. Bischof, Terry Caelli, "Scene Understanding by Rule Evaluation," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 19, no. 11, pp. 1284-1288, Nov. 1997, doi:10.1109/34.632987
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