Title :
Size-based Transfer Functions: A New Volume Exploration Technique
Author :
Correa, Carlos D. ; Ma, Kwan-Liu
Author_Institution :
Univ. of California, Davis, CA
Abstract :
The visualization of complex 3D images remains a challenge, a fact that is magnified by the difficulty to classify or segment volume data. In this paper, we introduce size-based transfer functions, which map the local scale of features to color and opacity. Features in a data set with similar or identical scalar values can be classified based on their relative size. We achieve this with the use of scale fields, which are 3D fields that represent the relative size of the local feature at each voxel. We present a mechanism for obtaining these scale fields at interactive rates, through a continuous scale-space analysis and a set of detection filters. Through a number of examples, we show that size-based transfer functions can improve classification and enhance volume rendering techniques, such as maximum intensity projection. The ability to classify objects based on local size at interactive rates proves to be a powerful method for complex data exploration.
Keywords :
data visualisation; image classification; image representation; image segmentation; opacity; rendering (computer graphics); transfer functions; 3D fields; complex 3D images; complex data exploration; detection filters; interactive rates; maximum intensity projection; size-based transfer functions; transfer functions; volume exploration technique; Aneurysm; Angiography; Arteries; Cancer detection; Data visualization; Frequency; Image segmentation; Neoplasms; Transfer functions; Veins; GPU Techniques; Index Terms— Interactive Visualization; Scale Space; Transfer Functions; Volume Rendering; Algorithms; Diagnostic Imaging; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity;
Journal_Title :
Visualization and Computer Graphics, IEEE Transactions on
DOI :
10.1109/TVCG.2008.162