Moving frames for heart fiber reconstruction

Emmanuel Piuze; Jon Sporring; Kaleem Siddiqi

doi:10.1007/978-3-319-19992-4_41

Moving frames for heart fiber reconstruction

Emmanuel Piuze, Jon Sporring, Kaleem Siddiqi

Department of Computer Science

2 Citations (Scopus)

Abstract

The method of moving frames provides powerful geometrical tools for the analysis of smoothly varying frame fields. However, in the face of missing measurements, a reconstruction problem arises, one that is largely unexplored for 3D frame fields. Here we consider the particular example of reconstructing impaired cardiac diffusion magnetic resonance imaging (dMRI) data. We combine moving frame analysis with a diffusion inpainting scheme that incorporates rule-based priors. In contrast to previous reconstruction methods, this new approach uses comprehensive differential descriptors for cardiac fibers, and is able to fully recover their orientation. We demonstrate the superior performance of this approach in terms of error of fit when compared to alternate methods. We anticipate that these tools could find application in clinical settings, where damaged heart tissue needs to be replaced or repaired, and for generating dense fiber volumes in electromechanical modelling of the heart.

Original language	English
Title of host publication	Information Processing in Medical Imaging : 24th international conference, IPMI 2015, Sabhal Mor Ostaig, Isle of Skye, UK, June 28 - July 3, 2015, Proceedings
Editors	Sebastien Ourselin, Daniel C. Alexander, Carl-Fredrik Westin, M. Jorge Cardoso
Number of pages	13
Publisher	Springer
Publication date	2015
Pages	527-539
ISBN (Print)	978-3-319-19991-7
ISBN (Electronic)	978-3-319-19992-4
DOIs	https://doi.org/10.1007/978-3-319-19992-4_41
Publication status	Published - 2015
Event	24th International Conference, Information Processing in Medical Imaging - Sabhal Mor Ostaig, Isle of Skye, United Kingdom Duration: 28 Jun 2015 → 3 Jul 2015 Conference number: 24

Conference

Conference	24th International Conference, Information Processing in Medical Imaging
Number	24
Location	Sabhal Mor Ostaig
Country/Territory	United Kingdom
City	Isle of Skye
Period	28/06/2015 → 03/07/2015

Series	Lecture notes in computer science
Volume	9123
ISSN	0302-9743

Access to Document

10.1007/978-3-319-19992-4_41

Cite this

Piuze, E., Sporring, J., & Siddiqi, K. (2015). Moving frames for heart fiber reconstruction. In S. Ourselin, D. C. Alexander, C.-F. Westin, & M. J. Cardoso (Eds.), Information Processing in Medical Imaging: 24th international conference, IPMI 2015, Sabhal Mor Ostaig, Isle of Skye, UK, June 28 - July 3, 2015, Proceedings (pp. 527-539). Springer. https://doi.org/10.1007/978-3-319-19992-4_41

Moving frames for heart fiber reconstruction. / Piuze, Emmanuel; Sporring, Jon; Siddiqi, Kaleem.
Information Processing in Medical Imaging: 24th international conference, IPMI 2015, Sabhal Mor Ostaig, Isle of Skye, UK, June 28 - July 3, 2015, Proceedings. ed. / Sebastien Ourselin; Daniel C. Alexander; Carl-Fredrik Westin; M. Jorge Cardoso. Springer, 2015. p. 527-539 (Lecture notes in computer science, Vol. 9123).

Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

Piuze, E, Sporring, J & Siddiqi, K 2015, Moving frames for heart fiber reconstruction. in S Ourselin, DC Alexander, C-F Westin & MJ Cardoso (eds), Information Processing in Medical Imaging: 24th international conference, IPMI 2015, Sabhal Mor Ostaig, Isle of Skye, UK, June 28 - July 3, 2015, Proceedings. Springer, Lecture notes in computer science, vol. 9123, pp. 527-539, 24th International Conference, Information Processing in Medical Imaging, Isle of Skye, United Kingdom, 28/06/2015. https://doi.org/10.1007/978-3-319-19992-4_41

Piuze E, Sporring J, Siddiqi K. Moving frames for heart fiber reconstruction. In Ourselin S, Alexander DC, Westin CF, Cardoso MJ, editors, Information Processing in Medical Imaging: 24th international conference, IPMI 2015, Sabhal Mor Ostaig, Isle of Skye, UK, June 28 - July 3, 2015, Proceedings. Springer. 2015. p. 527-539. (Lecture notes in computer science, Vol. 9123). doi: 10.1007/978-3-319-19992-4_41

Piuze, Emmanuel ; Sporring, Jon ; Siddiqi, Kaleem. / Moving frames for heart fiber reconstruction. Information Processing in Medical Imaging: 24th international conference, IPMI 2015, Sabhal Mor Ostaig, Isle of Skye, UK, June 28 - July 3, 2015, Proceedings. editor / Sebastien Ourselin ; Daniel C. Alexander ; Carl-Fredrik Westin ; M. Jorge Cardoso. Springer, 2015. pp. 527-539 (Lecture notes in computer science, Vol. 9123).

@inproceedings{98f86c45965f4f949219d896b3a750e2,

title = "Moving frames for heart fiber reconstruction",

abstract = "The method of moving frames provides powerful geometrical tools for the analysis of smoothly varying frame fields. However, in the face of missing measurements, a reconstruction problem arises, one that is largely unexplored for 3D frame fields. Here we consider the particular example of reconstructing impaired cardiac diffusion magnetic resonance imaging (dMRI) data. We combine moving frame analysis with a diffusion inpainting scheme that incorporates rule-based priors. In contrast to previous reconstruction methods, this new approach uses comprehensive differential descriptors for cardiac fibers, and is able to fully recover their orientation. We demonstrate the superior performance of this approach in terms of error of fit when compared to alternate methods. We anticipate that these tools could find application in clinical settings, where damaged heart tissue needs to be replaced or repaired, and for generating dense fiber volumes in electromechanical modelling of the heart.",

author = "Emmanuel Piuze and Jon Sporring and Kaleem Siddiqi",

year = "2015",

doi = "10.1007/978-3-319-19992-4_41",

language = "English",

isbn = "978-3-319-19991-7",

series = "Lecture notes in computer science",

publisher = "Springer",

pages = "527--539",

editor = "Sebastien Ourselin and Alexander, {Daniel C.} and Carl-Fredrik Westin and Cardoso, {M. Jorge}",

booktitle = "Information Processing in Medical Imaging",

note = "24th International Conference, Information Processing in Medical Imaging, IPMI ; Conference date: 28-06-2015 Through 03-07-2015",

}

TY - GEN

T1 - Moving frames for heart fiber reconstruction

AU - Piuze, Emmanuel

AU - Sporring, Jon

AU - Siddiqi, Kaleem

N1 - Conference code: 24

PY - 2015

Y1 - 2015

N2 - The method of moving frames provides powerful geometrical tools for the analysis of smoothly varying frame fields. However, in the face of missing measurements, a reconstruction problem arises, one that is largely unexplored for 3D frame fields. Here we consider the particular example of reconstructing impaired cardiac diffusion magnetic resonance imaging (dMRI) data. We combine moving frame analysis with a diffusion inpainting scheme that incorporates rule-based priors. In contrast to previous reconstruction methods, this new approach uses comprehensive differential descriptors for cardiac fibers, and is able to fully recover their orientation. We demonstrate the superior performance of this approach in terms of error of fit when compared to alternate methods. We anticipate that these tools could find application in clinical settings, where damaged heart tissue needs to be replaced or repaired, and for generating dense fiber volumes in electromechanical modelling of the heart.

AB - The method of moving frames provides powerful geometrical tools for the analysis of smoothly varying frame fields. However, in the face of missing measurements, a reconstruction problem arises, one that is largely unexplored for 3D frame fields. Here we consider the particular example of reconstructing impaired cardiac diffusion magnetic resonance imaging (dMRI) data. We combine moving frame analysis with a diffusion inpainting scheme that incorporates rule-based priors. In contrast to previous reconstruction methods, this new approach uses comprehensive differential descriptors for cardiac fibers, and is able to fully recover their orientation. We demonstrate the superior performance of this approach in terms of error of fit when compared to alternate methods. We anticipate that these tools could find application in clinical settings, where damaged heart tissue needs to be replaced or repaired, and for generating dense fiber volumes in electromechanical modelling of the heart.

U2 - 10.1007/978-3-319-19992-4_41

DO - 10.1007/978-3-319-19992-4_41

M3 - Article in proceedings

SN - 978-3-319-19991-7

T3 - Lecture notes in computer science

SP - 527

EP - 539

BT - Information Processing in Medical Imaging

A2 - Ourselin, Sebastien

A2 - Alexander, Daniel C.

A2 - Westin, Carl-Fredrik

A2 - Cardoso, M. Jorge

PB - Springer

T2 - 24th International Conference, Information Processing in Medical Imaging

Y2 - 28 June 2015 through 3 July 2015

ER -

Moving frames for heart fiber reconstruction

Abstract

Conference

Access to Document

Fingerprint

Cite this