Atlas construction and image analysis using statistical cardiac models

Mathieu De Craene; Federico M. Sukno; Catalina Tobon-Gomez; Constantine Butakoff; Rosa M. Figueras I Ventura; Corné Hoogendoorn; Gemma Piella; Nicolas Duchateau; Emma Muñoz-Moreno; Rafael Sebastian; Oscar Camara; Alejandro F. Frangi

doi:10.1007/978-3-642-15835-3_1

Atlas construction and image analysis using statistical cardiac models

Mathieu De Craene^*, Federico M. Sukno, Catalina Tobon-Gomez, Constantine Butakoff, Rosa M. Figueras I Ventura, Corné Hoogendoorn, Gemma Piella, Nicolas Duchateau, Emma Muñoz-Moreno, Rafael Sebastian, Oscar Camara, Alejandro F. Frangi

^*Corresponding author for this work

Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

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.

Original language	English
Title of host publication	Statistical Atlases and Computational Models of the Heart - First Int. Workshop, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conj. with MICCAI 2010, Proc.
Pages	1-13
Number of pages	13
DOIs	https://doi.org/10.1007/978-3-642-15835-3_1
Publication status	Published - 2010
Event	1st International Workshop on Statistical Atlases and Computational Models of the Heart, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conjunction with MICCAI 2010 - Beijing, China Duration: 20 Sept 2010 → 20 Sept 2010

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	6364 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	1st International Workshop on Statistical Atlases and Computational Models of the Heart, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conjunction with MICCAI 2010
Country/Territory	China
City	Beijing
Period	20/09/10 → 20/09/10

Access to Document

10.1007/978-3-642-15835-3_1

Cite this

De Craene, M., Sukno, F. M., Tobon-Gomez, C., Butakoff, C., Figueras I Ventura, R. M., Hoogendoorn, C., Piella, G., Duchateau, N., Muñoz-Moreno, E., Sebastian, R., Camara, O., & Frangi, A. F. (2010). Atlas construction and image analysis using statistical cardiac models. In Statistical Atlases and Computational Models of the Heart - First Int. Workshop, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conj. with MICCAI 2010, Proc. (pp. 1-13). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 6364 LNCS). https://doi.org/10.1007/978-3-642-15835-3_1

De Craene, Mathieu ; Sukno, Federico M. ; Tobon-Gomez, Catalina et al. / Atlas construction and image analysis using statistical cardiac models. Statistical Atlases and Computational Models of the Heart - First Int. Workshop, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conj. with MICCAI 2010, Proc.. 2010. pp. 1-13 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{5e8284d998b74f5282e02343e8206a2a,

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.",

author = "{De Craene}, Mathieu and Sukno, {Federico M.} and Catalina Tobon-Gomez and Constantine Butakoff and {Figueras I Ventura}, {Rosa M.} and Corn{\'e} Hoogendoorn and Gemma Piella and Nicolas Duchateau and Emma Mu{\~n}oz-Moreno and Rafael Sebastian and Oscar Camara and Frangi, {Alejandro F.}",

year = "2010",

doi = "10.1007/978-3-642-15835-3_1",

language = "English",

isbn = "364215834X",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

pages = "1--13",

booktitle = "Statistical Atlases and Computational Models of the Heart - First Int. Workshop, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conj. with MICCAI 2010, Proc.",

note = "1st International Workshop on Statistical Atlases and Computational Models of the Heart, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conjunction with MICCAI 2010 ; Conference date: 20-09-2010 Through 20-09-2010",

}

De Craene, M, Sukno, FM, Tobon-Gomez, C, Butakoff, C, Figueras I Ventura, RM, Hoogendoorn, C, Piella, G, Duchateau, N, Muñoz-Moreno, E, Sebastian, R, Camara, O & Frangi, AF 2010, Atlas construction and image analysis using statistical cardiac models. in Statistical Atlases and Computational Models of the Heart - First Int. Workshop, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conj. with MICCAI 2010, Proc.. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 6364 LNCS, pp. 1-13, 1st International Workshop on Statistical Atlases and Computational Models of the Heart, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conjunction with MICCAI 2010, Beijing, China, 20/09/10. https://doi.org/10.1007/978-3-642-15835-3_1

Atlas construction and image analysis using statistical cardiac models. / De Craene, Mathieu; Sukno, Federico M.; Tobon-Gomez, Catalina et al.
Statistical Atlases and Computational Models of the Heart - First Int. Workshop, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conj. with MICCAI 2010, Proc.. 2010. p. 1-13 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 6364 LNCS).

Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Atlas construction and image analysis using statistical cardiac models

AU - De Craene, Mathieu

AU - Sukno, Federico M.

AU - Tobon-Gomez, Catalina

AU - Butakoff, Constantine

AU - Figueras I Ventura, Rosa M.

AU - Hoogendoorn, Corné

AU - Piella, Gemma

AU - Duchateau, Nicolas

AU - Muñoz-Moreno, Emma

AU - Sebastian, Rafael

AU - Camara, Oscar

AU - Frangi, Alejandro F.

PY - 2010

Y1 - 2010

N2 - 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.

AB - 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.

UR - http://www.scopus.com/inward/record.url?scp=78049355676&partnerID=8YFLogxK

U2 - 10.1007/978-3-642-15835-3_1

DO - 10.1007/978-3-642-15835-3_1

M3 - Conference contribution

AN - SCOPUS:78049355676

SN - 364215834X

SN - 9783642158346

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 1

EP - 13

BT - Statistical Atlases and Computational Models of the Heart - First Int. Workshop, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conj. with MICCAI 2010, Proc.

T2 - 1st International Workshop on Statistical Atlases and Computational Models of the Heart, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conjunction with MICCAI 2010

Y2 - 20 September 2010 through 20 September 2010

ER -

De Craene M, Sukno FM, Tobon-Gomez C, Butakoff C, Figueras I Ventura RM, Hoogendoorn C et al. Atlas construction and image analysis using statistical cardiac models. In Statistical Atlases and Computational Models of the Heart - First Int. Workshop, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conj. with MICCAI 2010, Proc.. 2010. p. 1-13. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-642-15835-3_1

Atlas construction and image analysis using statistical cardiac models

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