Title :
A Matlab toolbox for visualization of image manifolds
Author :
Eykholt, Kevin ; Duarte, Marco F.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Massachusetts, Amherst, MA, USA
Abstract :
While manifolds have attracted significant attention from the image processing and computer vision communities, we are not aware of openly available tools for visualization of manifold-modeled data that allows for interactive navigation over the embedded dataset. We introduce the Manifold Analysis GUI (MAGI), a freely available toolbox for Matlab that provides a navigation interface for manifold-modeled image datasets. The inputs to MAGI are a matrix of image data and a corresponding matrix of their embedding coordinates; the toolbox also includes an implementation of Isomap to provide a default nonlinear embedding. MAGI displays a 2-D projection of the embedding that can be navigated interactively, showing the image corresponding to the embedding point closest to the mouse cursor.
Keywords :
computer vision; data visualisation; graphical user interfaces; interactive systems; mathematics computing; 2D projection; Isomap; MAGI; Matlab toolbox; computer vision community; default nonlinear embedding; embedded dataset; image data matrix; image manifold-modeled data visualization; image processing; interactive navigation; manifold analysis GUI; mouse cursor; Computer vision; Data visualization; Graphical user interfaces; MATLAB; Manifolds; Mice; Navigation; Image processing; MATLAB; manifolds; visualization;
Conference_Titel :
Global Conference on Signal and Information Processing (GlobalSIP), 2013 IEEE
Conference_Location :
Austin, TX
DOI :
10.1109/GlobalSIP.2013.6736970