Title
Atlas construction and image analysis using statistical cardiac models
Abstract
This paper presents a brief overview of current trends in the construction of population and multi-modal heart atlases in our group and their application to atlas-based cardiac image analysis. The technical challenges around the construction of these atlases are organized around two main axes: groupwise image registration of anatomical, motion and fiber images and construction of statistical shape models. Application-wise, this paper focuses on the extraction of atlas-based biomarkers for the detection of local shape or motion abnormalities, addressing several cardiac applications where the extracted information is used to study and grade different pathologies. The paper is concluded with a discussion about the role of statistical atlases in the integration of multiple information sources and the potential this can bring to in-silico simulations.
Year
DOI
Venue
2010
10.1007/978-3-642-15835-3_1
STACOM/CESC
Keywords
Field
DocType
cardiac application,statistical shape model,statistical atlas,atlas construction,atlas-based biomarkers,atlas-based cardiac image analysis,local shape,multiple information source,groupwise image registration,motion abnormality,fiber image,statistical cardiac model,image analysis,image registration
Population,Computer vision,Computer science,Atlas (anatomy),Artificial intelligence,Independent component analysis,Cardiac resynchronization therapy,Image registration
Conference
Volume
ISSN
ISBN
6364
0302-9743
3-642-15834-X
Citations 
PageRank 
References 
0
0.34
36
Authors
12
Name
Order
Citations
PageRank
M De Craene141141.85
Federico M. Sukno220020.33
C Tobón-Gomez317714.41
Constantine Butakoff433632.52
Rosa M. Figueras i Ventura59114.75
Corné Hoogendoorn6739.80
G Piella736643.86
N Duchateau819920.53
Emma Muñoz-Moreno9747.93
Rafael Sebastian103812.23
Oscar Camara1123624.07
Alejandro F. Frangi124333309.21