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Visual pattern recognition by moment invariants

Ming-Kuei Hu · IRE Transactions on Information Theory · 1962

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In this paper a theory of two-dimensional moment invariants for planar geometric figures is presented. A fundamental theorem is established to relate such moment invariants to the well-known algebraic invariants. Complete systems of moment invariants under translation, similitude and orthogonal transformations are derived. Some moment invariants under general two-dimensional linear transformations are also included. Both theoretical formulation and practical models of visual pattern recognition based upon these moment invariants are discussed. A simple simulation program together with its performance are also presented. It is shown that recognition of geometrical patterns and alphabetical characters independently of position, size and orientation can be accomplished. It is also indicated that generalization is possible to include invariance with parallel projection.

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APA 7

Hu, M. K. (1962). Visual pattern recognition by moment invariants. https://doi.org/10.1109/tit.1962.1057692

MLA

Hu, Ming-Kuei. "Visual pattern recognition by moment invariants." 1962. https://doi.org/10.1109/tit.1962.1057692.

Chicago

Hu, Ming-Kuei. 1962. "Visual pattern recognition by moment invariants.". https://doi.org/10.1109/tit.1962.1057692.

Harvard

Hu, M. K. 1962, Visual pattern recognition by moment invariants, IRE Transactions on Information Theory, available at: https://doi.org/10.1109/tit.1962.1057692 [Accessed 7 Aug. 2026].

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Title
Visual pattern recognition by moment invariants
Author / contributors
Ming-Kuei Hu
Publisher
IRE Transactions on Information Theory
Publication year
1962
Language
English

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