Document Detail

WESD--Weighted Spectral Distance for Measuring Shape Dissimilarity.
MedLine Citation:
PMID:  23868785     Owner:  NLM     Status:  In-Data-Review    
This paper presents a new distance for measuring shape dissimilarity between objects. Recent publications introduced the use of eigenvalues of the Laplace operator as compact shape descriptors. Here, we revisit the eigenvalues to define a proper distance, called Weighted Spectral Distance (WESD), for quantifying shape dissimilarity. The definition of WESD is derived through analyzing the heat trace. This analysis provides the proposed distance with an intuitive meaning and mathematically links it to the intrinsic geometry of objects. We analyze the resulting distance definition, present and prove its important theoretical properties. Some of these properties include: 1) WESD is defined over the entire sequence of eigenvalues yet it is guaranteed to converge, 2) it is a pseudometric, 3) it is accurately approximated with a finite number of eigenvalues, and 4) it can be mapped to the $([0,1))$ interval. Last, experiments conducted on synthetic and real objects are presented. These experiments highlight the practical benefits of WESD for applications in vision and medical image analysis.
Ender Konukoglu; Ben Glocker; Antonio Criminisi; Kilian M Pohl
Related Documents :
25002105 - The investigation of acute optic neuritis: a review and proposed protocol.
24574895 - Periodic solutions for nonlinear integro-differential systems with piecewise constant a...
22779465 - Theoretical investigations of energy harvesting efficiency from structural vibrations u...
24341285 - Orientation and alignment in reactive beam collisions: recent progress.
24878965 - Multi-phonon scattering processes in one-dimensional anharmonic biological superlattice...
15600545 - Photonic band gap enhancement in frequency-dependent dielectrics.
Publication Detail:
Type:  Journal Article    
Journal Detail:
Title:  IEEE transactions on pattern analysis and machine intelligence     Volume:  35     ISSN:  1939-3539     ISO Abbreviation:  IEEE Trans Pattern Anal Mach Intell     Publication Date:  2013 Sep 
Date Detail:
Created Date:  2013-07-22     Completed Date:  -     Revised Date:  -    
Medline Journal Info:
Nlm Unique ID:  9885960     Medline TA:  IEEE Trans Pattern Anal Mach Intell     Country:  United States    
Other Details:
Languages:  eng     Pagination:  2284-97     Citation Subset:  IM    
Massachusetts General Hospital and Harvard Medical School, Charlestown.
Export Citation:
APA/MLA Format     Download EndNote     Download BibTex
MeSH Terms

From MEDLINE®/PubMed®, a database of the U.S. National Library of Medicine

Previous Document:  3D Face Recognition under Expressions, Occlusions, and Pose Variations.
Next Document:  Symmetric fast marching schemes for better numerical isotropy.