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Fast and Accurate Gaussian Derivatives based on B-Splines

Authors :
Bouma, H.
Vilanova, A.
Bescos, J.O.
Haar Romeney, B.M. ter
Gerritsen, F.A.
TNO Defensie en Veiligheid
Source :
Sgallari, F.Murli, A.Paragios, N., Scale Space and Variational Methods in Computer Vision-Proceedings First International Conference, SSVM 2007, May 30-June 2, 2007, Ischia, Italy, 406-417
Publication Year :
2007
Publisher :
Springer, 2007.

Abstract

Gaussian derivatives are often used as differential operators to analyze the structure in images. In this paper, we will analyze the accuracy and computational cost of the most common implementations for differentiation and interpolation of Gaussian-blurred multi-dimensional data. We show that – for the computation of multiple Gaussian derivatives – the method based on B-splines obtains a higher accuracy than the truncated Gaussian at equal computational cost.

Details

Language :
English
Database :
OpenAIRE
Journal :
Sgallari, F.Murli, A.Paragios, N., Scale Space and Variational Methods in Computer Vision-Proceedings First International Conference, SSVM 2007, May 30-June 2, 2007, Ischia, Italy, 406-417
Accession number :
edsair.dedup.wf.001..ade882c3a46f4d3215907885428de669