Moment invariants for 3D flow fields via normalization
We generalize the framework of moments and introduce a definition of invariants for three-dimensional vector fields. To do so, we use the method of moment normalization that has been shown to be useful in the two dimensions. Using invariant moments, we show how to search for patterns in these fields...
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Published in | IEEE Pacific Visualization Symposium pp. 9 - 16 |
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Main Authors | , , , , |
Format | Conference Proceeding |
Language | English Japanese |
Published |
IEEE
01.04.2015
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Subjects | |
Online Access | Get full text |
ISSN | 2165-8765 |
DOI | 10.1109/PACIFICVIS.2015.7156350 |
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Abstract | We generalize the framework of moments and introduce a definition of invariants for three-dimensional vector fields. To do so, we use the method of moment normalization that has been shown to be useful in the two dimensions. Using invariant moments, we show how to search for patterns in these fields independent from their position, orientation and scale. From the first order vector moment tensor, we construct a complete and independent set of descriptors. We test the invariants in queries on synthetic and real world flow fields. |
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AbstractList | We generalize the framework of moments and introduce a definition of invariants for three-dimensional vector fields. To do so, we use the method of moment normalization that has been shown to be useful in the two dimensions. Using invariant moments, we show how to search for patterns in these fields independent from their position, orientation and scale. From the first order vector moment tensor, we construct a complete and independent set of descriptors. We test the invariants in queries on synthetic and real world flow fields. |
Author | Hotz, Ingrid Bujack, Roxana Scheuermann, Gerik Kasten, Jens Hitzer, Eckhard |
Author_xml | – sequence: 1 givenname: Roxana surname: Bujack fullname: Bujack, Roxana email: bujack@informatik.uni-leipzig.de organization: Leipzig University, Germany – sequence: 2 givenname: Jens surname: Kasten fullname: Kasten, Jens email: kasten@informatik.uni-leipzig.de organization: Leipzig University, Germany – sequence: 3 givenname: Ingrid surname: Hotz fullname: Hotz, Ingrid email: ingrid.hotz@dlr.de organization: German Aerospace Center, Germany – sequence: 4 givenname: Gerik surname: Scheuermann fullname: Scheuermann, Gerik email: scheuer@informatik.uni-leipzig.de organization: Leipzig University, Germany – sequence: 5 givenname: Eckhard surname: Hitzer fullname: Hitzer, Eckhard email: hitzer@icu.ac.jp organization: International Christian University, Japan |
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Snippet | We generalize the framework of moments and introduce a definition of invariants for three-dimensional vector fields. To do so, we use the method of moment... |
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SubjectTerms | Covariance matrices I.4.7 [Image Processing and Computer Vision]: Feature Measurement -Moments I.5.2 [Pattern Recognition]: Design Methodology -Classifier design and evaluation Matrices Symmetric matrices Tensile stress Three-dimensional displays Transforms |
Title | Moment invariants for 3D flow fields via normalization |
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