DocumentCode :
1023634
Title :
Disconnected Skeleton: Shape at Its Absolute Scale
Author :
Aslan, Cagri ; Erdem, Aykut ; Erdem, Erkut ; Tari, Sibel
Author_Institution :
Microsoft Corp., Redmond, WA
Volume :
30
Issue :
12
fYear :
2008
Firstpage :
2188
Lastpage :
2203
Abstract :
We present a new skeletal representation along with a matching framework to address the deformable shape recognition problem. The disconnectedness arises as a result of excessive regularization that we use to describe a shape at an attainably coarse scale. Our motivation is to rely on stable properties the shape instead of inaccurately measured secondary details. The new representation does not suffer from the common instability problems of the traditional connected skeletons, and the matching process gives quite successful results on a diverse database of 2D shapes. An important difference of our approach from the conventional use of skeleton is that we replace the local coordinate frame with a global Euclidean frame supported by additional mechanisms to handle articulations and local boundary deformations. As a result, we can produce descriptions that are sensitive to any combination of changes in scale, position, orientation and articulation, as well as invariant ones.
Keywords :
edge detection; image matching; image representation; image thinning; object recognition; 2D shape database; attainably coarse scale; deformable shape recognition problem; disconnected skeleton; global Euclidean frame; local boundary deformations; matching framework; skeletal representation; Databases; Electric shock; Equations; Fires; Robustness; Shape measurement; Skeleton; Surface morphology; Surface reconstruction; Surface waves; Representations; Shape; Algorithms; Artificial Intelligence; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.2007.70842
Filename :
4415271
Link To Document :
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