Mutually coherent structural representation for image registration through joint manifold embedding and alignment

Sailesh Conjeti; Mehmet Yigitsoy; Debdoot Sheet; Jyotirmoy Chatterjee; Nassir Navab; Amin Katouzian

doi:10.1109/ISBI.2015.7163945

Mutually coherent structural representation for image registration through joint manifold embedding and alignment

Sailesh Conjeti
, Mehmet Yigitsoy
, Debdoot Sheet
, Jyotirmoy Chatterjee
, Nassir Navab
, Amin Katouzian

Informatics 16 - Chair of Computer Aided Medical Procedures

Technical University of Munich
Indian Institute of Technology Kharagpur

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

1 Scopus citations

Abstract

In this paper, we introduce mutually coherent structural representations (McSR) for image registration which learns a mapping of local structural descriptors to create a unique scalar representation, which is similar across modalities. The McSR is learnt using joint alignment and embedding of Laplacian eigenmaps using modality-combination specific dense structural descriptors. The resulting alternate image representation offers richer structurally-driven information for registration while being invariant to inter-modal differences in intensities. The proposed formualtion has been evaluated for robustness and registration error on standard multimodal brain image datasets. It is observed to demonstrate superior systematic recovery and performance over comparative simultaneous registration methods.

Original language	English
Title of host publication	2015 IEEE 12th International Symposium on Biomedical Imaging, ISBI 2015
Publisher	IEEE Computer Society
Pages	601-604
Number of pages	4
ISBN (Electronic)	9781479923748
DOIs	https://doi.org/10.1109/ISBI.2015.7163945
State	Published - 21 Jul 2015
Event	12th IEEE International Symposium on Biomedical Imaging, ISBI 2015 - Brooklyn, United States Duration: 16 Apr 2015 → 19 Apr 2015

Publication series

Name	Proceedings - International Symposium on Biomedical Imaging
Volume	2015-July
ISSN (Print)	1945-7928
ISSN (Electronic)	1945-8452

Conference

Conference	12th IEEE International Symposium on Biomedical Imaging, ISBI 2015
Country/Territory	United States
City	Brooklyn
Period	16/04/15 → 19/04/15

Keywords

Image Registration
Laplacian Eigen Maps
Manifold Alignment
Manifold Embedding
Structural Representation

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10.1109/ISBI.2015.7163945

Cite this

Conjeti, S., Yigitsoy, M., Sheet, D., Chatterjee, J., Navab, N., & Katouzian, A. (2015). Mutually coherent structural representation for image registration through joint manifold embedding and alignment. In 2015 IEEE 12th International Symposium on Biomedical Imaging, ISBI 2015 (pp. 601-604). Article 7163945 (Proceedings - International Symposium on Biomedical Imaging; Vol. 2015-July). IEEE Computer Society. https://doi.org/10.1109/ISBI.2015.7163945

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abstract = "In this paper, we introduce mutually coherent structural representations (McSR) for image registration which learns a mapping of local structural descriptors to create a unique scalar representation, which is similar across modalities. The McSR is learnt using joint alignment and embedding of Laplacian eigenmaps using modality-combination specific dense structural descriptors. The resulting alternate image representation offers richer structurally-driven information for registration while being invariant to inter-modal differences in intensities. The proposed formualtion has been evaluated for robustness and registration error on standard multimodal brain image datasets. It is observed to demonstrate superior systematic recovery and performance over comparative simultaneous registration methods.",

keywords = "Image Registration, Laplacian Eigen Maps, Manifold Alignment, Manifold Embedding, Structural Representation",

author = "Sailesh Conjeti and Mehmet Yigitsoy and Debdoot Sheet and Jyotirmoy Chatterjee and Nassir Navab and Amin Katouzian",

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Conjeti, S, Yigitsoy, M, Sheet, D, Chatterjee, J, Navab, N & Katouzian, A 2015, Mutually coherent structural representation for image registration through joint manifold embedding and alignment. in 2015 IEEE 12th International Symposium on Biomedical Imaging, ISBI 2015., 7163945, Proceedings - International Symposium on Biomedical Imaging, vol. 2015-July, IEEE Computer Society, pp. 601-604, 12th IEEE International Symposium on Biomedical Imaging, ISBI 2015, Brooklyn, United States, 16/04/15. https://doi.org/10.1109/ISBI.2015.7163945

Mutually coherent structural representation for image registration through joint manifold embedding and alignment. / Conjeti, Sailesh; Yigitsoy, Mehmet; Sheet, Debdoot et al.
2015 IEEE 12th International Symposium on Biomedical Imaging, ISBI 2015. IEEE Computer Society, 2015. p. 601-604 7163945 (Proceedings - International Symposium on Biomedical Imaging; Vol. 2015-July).

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

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KW - Laplacian Eigen Maps

KW - Manifold Alignment

KW - Manifold Embedding

KW - Structural Representation

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Conjeti S, Yigitsoy M, Sheet D, Chatterjee J, Navab N, Katouzian A. Mutually coherent structural representation for image registration through joint manifold embedding and alignment. In 2015 IEEE 12th International Symposium on Biomedical Imaging, ISBI 2015. IEEE Computer Society. 2015. p. 601-604. 7163945. (Proceedings - International Symposium on Biomedical Imaging). doi: 10.1109/ISBI.2015.7163945

Mutually coherent structural representation for image registration through joint manifold embedding and alignment

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