DocumentCode
3254801
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
fYear
2013
fDate
3-5 Dec. 2013
Firstpage
633
Lastpage
633
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Global Conference on Signal and Information Processing (GlobalSIP), 2013 IEEE
Conference_Location
Austin, TX
Type
conf
DOI
10.1109/GlobalSIP.2013.6736970
Filename
6736970
Link To Document