JOURNAL ARTICLE

Improving stability and invariance of Cartesian Zernike moments

Abstract

Zernike moments are widely used in shape retrieval, recognition and classification. The rotational invariance property of Zernike moments is very simple to achieve, due to their separable magnitude-phase property. However, Zernike moments are not directly invariant to scale and translation. Recently Cartesian Zernike moments invariants (CZMI) were introduced to directly make Zernike moments invariant under translation and scale. Although CZMI reduced scale error considerably, they are inconsistent and scale error increases for high aspect ratio images. In this paper, we propose a new scale invariance parameter, which reduces scale errors, improves the stability of scale invariance and is more consistent and stable for processing all images including the ones with large aspect ratios.

Keywords:
Zernike polynomials Scale invariance Invariant (physics) Velocity Moments Rotational invariance Translation (biology) Mathematics Cartesian coordinate system Stability (learning theory) Separable space Artificial intelligence Pattern recognition (psychology) Algorithm Mathematical analysis Computer science Physics Geometry Optics Statistics Machine learning Mathematical physics

Metrics

7
Cited By
0.55
FWCI (Field Weighted Citation Impact)
27
Refs
0.70
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Medical Image Segmentation Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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