DocumentCode
1365105
Title
Interactive Vector Field Feature Identification
Author
Daniels, Joel, II ; Anderson, Erik W. ; Nonato, Luis Gustavo ; Silva, Claudio T.
Author_Institution
Sch. of Comput. & Sci. Comput., Univ. of Utah, Salt Lake City, UT, USA
Volume
16
Issue
6
fYear
2010
Firstpage
1560
Lastpage
1568
Abstract
We introduce a flexible technique for interactive exploration of vector field data through classification derived from user-specified feature templates. Our method is founded on the observation that, while similar features within the vector field may be spatially disparate, they share similar neighborhood characteristics. Users generate feature-based visualizations by interactively highlighting well-accepted and domain specific representative feature points. Feature exploration begins with the computation of attributes that describe the neighborhood of each sample within the input vector field. Compilation of these attributes forms a representation of the vector field samples in the attribute space. We project the attribute points onto the canonical 2D plane to enable interactive exploration of the vector field using a painting interface. The projection encodes the similarities between vector field points within the distances computed between their associated attribute points. The proposed method is performed at interactive rates for enhanced user experience and is completely flexible as showcased by the simultaneous identification of diverse feature types.
Keywords
data visualisation; vectors; diverse feature types; feature based visualizations; feature exploration; interactive exploration; interactive vector field feature identification; simultaneous identification; user specified feature templates; vector field data; vector field points; Aerospace electronics; Data visualization; Feature extraction; Linear systems; Painting; Vectors; Visualization; data clustering; feature classification; high-dimensional data; user interaction; vector field;
fLanguage
English
Journal_Title
Visualization and Computer Graphics, IEEE Transactions on
Publisher
ieee
ISSN
1077-2626
Type
jour
DOI
10.1109/TVCG.2010.170
Filename
5613498
Link To Document