Title :
ISpace: interactive volume data classification techniques using independent component analysis
Author :
Takanashi, Ikuko ; Lum, Eric B. ; Ma, Kwan-Liu ; Muraki, Shigeru
Author_Institution :
Inf. Technol. R&D Center, Mitsubishi Electr. Corp., Japan
Abstract :
This paper introduces an interactive classification technique for volume data, called ISpace, which uses Independent Component Analysis (ICA) and a multidimensional histogram of the volume data in a transformed space. Essentially, classification in the volume domain becomes equivalent to interactive clipping in the ICA space, which as demonstrated using several examples is more intuitive and direct for the user to classify data. The result is an opacity transfer function defined for rendering multivariate scalar volume data.
Keywords :
data visualisation; image classification; independent component analysis; interactive systems; rendering (computer graphics); ISpace; independent component analysis; interactive classification; interactive clipping; interactive volume data classification techniques; multidimensional histogram; multivariate scalar volume data rendering; opacity transfer function; transformed space; volume data; volume domain; Biological materials; Biomedical imaging; Data visualization; Histograms; Image segmentation; Independent component analysis; Information technology; Rendering (computer graphics); Space technology; Transfer functions;
Conference_Titel :
Computer Graphics and Applications, 2002. Proceedings. 10th Pacific Conference on
Print_ISBN :
0-7695-1784-6
DOI :
10.1109/PCCGA.2002.1167880