3-D moment forms: their construction and application to object identification and positioning
- 1 October 1989
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- Vol. 11 (10) , 1053-1064
- https://doi.org/10.1109/34.42836
Abstract
The 3-D moment method is applied to object identification and positioning. A general theory of deriving 3-D moments invariants is proposed. The notion of complex moments is introduced. Complex moments are defined as linear combinations of moments with complex coefficients and are collected into multiplets such that each multiplet transforms irreducibly under 3-D rotations. The application of the 3-D moment method to motion estimation is also discussed. Using group-theoretic techniques, various invariant scalars are extracted from compounds of complex moments via Clebsch-Gordon expansion. Twelve moment invariants consisting of the second-order and third-order moments are explicitly derived. Based on a perturbation formula, it is shown that the second-order moment invariants can be used to predict whether the estimation using noisy data is reliable or not. The new derivation of vector forms also facilities the calculation of motion estimation in a tensor approach. Vectors consisting of the third-order moments can be derived in a similar manner.<>Keywords
This publication has 13 references indexed in Scilit:
- Distribution of directional data and fabric tensorsPublished by Elsevier ,2003
- On image analysis by the methods of momentsPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1988
- Identification of Partially Obscured Objects in Two and Three Dimensions by Matching Noisy Characteristic CurvesThe International Journal of Robotics Research, 1987
- Determination of 3-D object orientation from projectionsPattern Recognition Letters, 1985
- Stereological determination of structural anisotropyInternational Journal of Engineering Science, 1984
- Radial and Angular Moment Invariants for Image IdentificationPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1981
- Image analysis via the general theory of moments*Journal of the Optical Society of America, 1980
- Three-Dimensional Moment InvariantsPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1980
- Aircraft Identification by Moment InvariantsIEEE Transactions on Computers, 1977
- Visual pattern recognition by moment invariantsIEEE Transactions on Information Theory, 1962