JOURNAL ARTICLE

Exploiting correlations in projection-based image registration

Matthew D. Sambora

Year: 2008 Journal:   Optical Engineering Vol: 47 (7)Pages: 077005-077005   Publisher: SPIE

Abstract

Projection-based image registration algorithms use the sum of the pixel values along a given axis of an image to detect spatial changes in temporally separated images. These algorithms have been shown to be computationally efficient and effective for aligning temporally separated images and for visually detecting sensor motion. Registering images via projections has also been shown as a method for overcoming registration errors caused by the presence of fixed pattern noise. This work describes a method that exploits the statistical properties of images with significant local correlation to improve the performance of projection-based image registration algorithms. The algorithm is shown to operate in low signal-to-noise ratio (SNR) conditions and to significantly improve registration performance by as much as a factor of 5.5 in mean squared error over existing projection-based registration algorithms at a minimal computational cost.

Keywords:
Image registration Computer science Artificial intelligence Projection (relational algebra) Computer vision Pixel Noise (video) Fixed-pattern noise Image (mathematics) Algorithm

Metrics

3
Cited By
0.59
FWCI (Field Weighted Citation Impact)
15
Refs
0.72
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Processing 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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