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M-estimators over separable sets of representative points for template matching

Published: 17 June 2010 Publication History

Abstract

A template matching technique is proposed in the paper. It uses M-estimators computed over sets of representative points. The algorithm is additionally accelerated using fast dissimilarity principle to remove the unpromising positions. Experimental results confirm the expected high reliability and precision of template localization.

References

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Arya, K. V., Gupta, P., Kalra, P. K., Mitra, P., Image registration using robust M-estimators, Pattern Recognition Letters 28, pp. 1957--1968, 2007
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Chen, J-H., Chen, C-S., Chen, Y-S., Fast Algorithm for Robust Template Matching with M-estimators, IEEE Transactions on SP, Vol. 51, pp. 230--243, 2003
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Chmielewski, L., Kozinska, D., Image Registration, Proc. 3rd Polish Conference Computer Pattern Recognition Systems KOSYR 2003, pp. 163--168, 2003
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Fredriksson, K., Rotation Invariant Template Matching, PhD Thesis, Series of Publications A, Report A-201-3, Helsinki, ISBN1238-645, 2001
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MacLean, J., Tsotsos, J., Fast Pattern Recognition Using Gradient-Descent Search in an Image Pyramid, Proceedings of 15th International Conference on Pattern Recognition, Vol. 2, pp. 873--877, 2000
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Pratt, W., Digital Image Processing, John Willey&Sons Inc., 1991
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Shih-Hsu, C., Cheng, F., Hsu, W., Wu, G., (1997), Fast Algorithm for Point Pattern Matching: Invariant to Translations, Rotations and Scale Changes, Pattern Recognition, Vol. 30, No2, pp. 311--320, 1997
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Zitova, B., Flusser, J., Image Registration Methods: A Survey, Image and Vision Computing, 21, pp. 977--1000, 2003

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CompSysTech '10: Proceedings of the 11th International Conference on Computer Systems and Technologies and Workshop for PhD Students in Computing on International Conference on Computer Systems and Technologies
June 2010
575 pages
ISBN:9781450302432
DOI:10.1145/1839379
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 17 June 2010

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Author Tags

  1. M-estimators
  2. representative points
  3. template localization
  4. template matching

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CompSysTech '10

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Overall Acceptance Rate 241 of 492 submissions, 49%

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