DocumentCode
20700
Title
A Unified Approach to Streamline Selection and Viewpoint Selection for 3D Flow Visualization
Author
Jun Tao ; Jun Ma ; Chaoli Wang ; Ching-Kuang Shene
Author_Institution
Dept. of Comput. Sci., Michigan Technol. Univ., Houghton, MI, USA
Volume
19
Issue
3
fYear
2013
fDate
Mar-13
Firstpage
393
Lastpage
406
Abstract
We treat streamline selection and viewpoint selection as symmetric problems which are formulated into a unified information-theoretic framework. This is achieved by building two interrelated information channels between a pool of candidate streamlines and a set of sample viewpoints. We define the streamline information to select best streamlines and in a similar manner, define the viewpoint information to select best viewpoints. Furthermore, we propose solutions to streamline clustering and viewpoint partitioning based on the representativeness of streamlines and viewpoints, respectively. Finally, we define a camera path that passes through all selected viewpoints for automatic flow field exploration. We demonstrate the robustness of our approach by showing experimental results with different flow data sets, and conducting rigorous comparisons between our algorithm and other seed placement or streamline selection algorithms based on information theory.
Keywords
data visualisation; information theory; pattern clustering; 3D flow visualization; automatic flow field exploration; camera path; flow data sets; interrelated information channels; sample viewpoints; streamline clustering; streamline selection algorithms; streamlines representativeness; symmetric problems; unified information-theoretic framework; viewpoint partitioning; viewpoint selection; Cameras; Data visualization; Mutual information; Probability distribution; Shape; Silicon; Vectors; Flow visualization; camera path; information channel; streamline selection; viewpoint selection; Algorithms; Computer Graphics; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Reproducibility of Results; Rheology; Sensitivity and Specificity; User-Computer Interface;
fLanguage
English
Journal_Title
Visualization and Computer Graphics, IEEE Transactions on
Publisher
ieee
ISSN
1077-2626
Type
jour
DOI
10.1109/TVCG.2012.143
Filename
6226391
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