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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Maciejewski, R. Yun Jang Insoo Woo Jänicke, H. Gaither, K.P. Ebert, D.S. |
| Copyright Year | 1995 |
| Abstract | Currently, user centered transfer function design begins with the user interacting with a one or two-dimensional histogram of the volumetric attribute space. The attribute space is visualized as a function of the number of voxels, allowing the user to explore the data in terms of the attribute size/magnitude. However, such visualizations provide the user with no information on the relationship between various attribute spaces (e.g., density, temperature, pressure, x, y, z) within the multivariate data. In this work, we propose a modification to the attribute space visualization in which the user is no longer presented with the magnitude of the attribute; instead, the user is presented with an information metric detailing the relationship between attributes of the multivariate volumetric data. In this way, the user can guide their exploration based on the relationship between the attribute magnitude and user selected attribute information as opposed to being constrained by only visualizing the magnitude of the attribute. We refer to this modification to the traditional histogram widget as an abstract attribute space representation. Our system utilizes common one and two-dimensional histogram widgets where the bins of the abstract attribute space now correspond to an attribute relationship in terms of the mean, standard deviation, entropy, or skewness. In this manner, we exploit the relationships and correlations present in the underlying data with respect to the dimension(s) under examination. These relationships are often times key to insight and allow us to guide attribute discovery as opposed to automatic extraction schemes which try to calculate and extract distinct attributes a priori. In this way, our system aids in the knowledge discovery of the interaction of properties within volumetric data. |
| Sponsorship | IEEE Computer Society Technical Committee on Computer Graphics IEEE Computer Society |
| Page Count | 14 |
| File Size | 1354784 |
| Starting Page | 94 |
| Ending Page | 107 |
| File Format | |
| ISSN | 10772626 |
| Volume Number | 19 |
| Issue Number | 1 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-01-01 |
| Publisher Place | U.S.A. |
| Access Restriction | One Nation One Subscription (ONOS) |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Histograms Transfer functions Rendering (computer graphics) Measurement Data visualization Entropy Image color analysis volume rendering user centred design data mining data visualisation transfer functions knowledge discovery volumetric attribute space abstraction transfer function exploration user centered transfer function design one-dimensional histogram two-dimensional histogram attribute space visualization information metric multivariate volumetric data attribute magnitude attribute information histogram widget abstract attribute space representation mean standard deviation entropy skewness attribute discovery automatic extraction schemes information theory Transfer function design |
| Content Type | Text |
| Resource Type | Article |
| Subject | Computer Graphics and Computer-Aided Design Signal Processing Computer Vision and Pattern Recognition Software |
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