Title :
Moment invariants for 3D flow fields via normalization
Author :
Bujack, Roxana ; Kasten, Jens ; Hotz, Ingrid ; Scheuermann, Gerik ; Hitzer, Eckhard
Author_Institution :
Leipzig Univ., Leipzig, Germany
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.
Keywords :
computational geometry; tensors; 3D flow fields; first-order vector moment tensor; invariant moments; moment normalization; pattern search; real-world flow fields; synthetic flow fields; three-dimensional vector fields; Covariance matrices; Matrices; Standards; Symmetric matrices; Tensile stress; Three-dimensional displays; Transforms; I.4.7 [Image Processing and Computer Vision]: Feature Measurement —Moments; I.5.2 [Pattern Recognition]: Design Methodology —Classifier design and evaluation;
Conference_Titel :
Visualization Symposium (PacificVis), 2015 IEEE Pacific
Conference_Location :
Hangzhou
DOI :
10.1109/PACIFICVIS.2015.7156350