Elastic registration based on particle filter in radiotherapy images with brain deformations

A. R. Mejia-Rodriguez; E. R. Arce-Santana; E. Scalco; D. Tresoldi; M. O. Mendez; A. M. Bianchi; G. M. Cattaneo; G. Rizzo

doi:10.1109/IEMBS.2011.6091985

Elastic registration based on particle filter in radiotherapy images with brain deformations

A. R. Mejia-Rodriguez, E. R. Arce-Santana, E. Scalco, D. Tresoldi, M. O. Mendez, A. M. Bianchi, G. M. Cattaneo, G. Rizzo

IRCCS Ospedale San Raffaele

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

Abstract

This paper presents the evaluation of the accuracy of an elastic registration algorithm, based on the particle filter and an optical flow process. The algorithm is applied in brain CT and MRI simulated image datasets, and MRI images from a real clinical radiotherapy case. To validate registration accuracy, standard indices for registration accuracy assessment were calculated: the dice similarity coefficient (DICE), the average symmetric distance (ASD) and the maximal distance between pixels (Dmax). The results showed that this registration process has good accuracy, both qualitatively and quantitatively, suggesting that this method may be considered as a good new option for radiotherapy applications like patient's follow up treatment.

Original language	English
Title of host publication	Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
Pages	8049-8052
Number of pages	4
DOIs	https://doi.org/10.1109/IEMBS.2011.6091985
Publication status	Published - 2011
Event	33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2011 - Boston, MA, United States Duration: Aug 30 2011 → Sep 3 2011

Other

Other	33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2011
Country/Territory	United States
City	Boston, MA
Period	8/30/11 → 9/3/11

Keywords

Elastic image registration
optical flow
particle filter
radiotherapy real clinical case
simulation datasets

ASJC Scopus subject areas

Computer Vision and Pattern Recognition
Signal Processing
Biomedical Engineering
Health Informatics

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10.1109/IEMBS.2011.6091985

Cite this

Mejia-Rodriguez, A. R., Arce-Santana, E. R., Scalco, E., Tresoldi, D., Mendez, M. O., Bianchi, A. M., Cattaneo, G. M., & Rizzo, G. (2011). Elastic registration based on particle filter in radiotherapy images with brain deformations. In Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS (pp. 8049-8052). [6091985] https://doi.org/10.1109/IEMBS.2011.6091985

Elastic registration based on particle filter in radiotherapy images with brain deformations. / Mejia-Rodriguez, A. R.; Arce-Santana, E. R.; Scalco, E.; Tresoldi, D.; Mendez, M. O.; Bianchi, A. M.; Cattaneo, G. M.; Rizzo, G.

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. 2011. p. 8049-8052 6091985.

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

Mejia-Rodriguez, AR, Arce-Santana, ER, Scalco, E, Tresoldi, D, Mendez, MO, Bianchi, AM, Cattaneo, GM & Rizzo, G 2011, Elastic registration based on particle filter in radiotherapy images with brain deformations. in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS., 6091985, pp. 8049-8052, 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2011, Boston, MA, United States, 8/30/11. https://doi.org/10.1109/IEMBS.2011.6091985

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abstract = "This paper presents the evaluation of the accuracy of an elastic registration algorithm, based on the particle filter and an optical flow process. The algorithm is applied in brain CT and MRI simulated image datasets, and MRI images from a real clinical radiotherapy case. To validate registration accuracy, standard indices for registration accuracy assessment were calculated: the dice similarity coefficient (DICE), the average symmetric distance (ASD) and the maximal distance between pixels (Dmax). The results showed that this registration process has good accuracy, both qualitatively and quantitatively, suggesting that this method may be considered as a good new option for radiotherapy applications like patient's follow up treatment.",

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AU - Scalco, E.

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AU - Mendez, M. O.

AU - Bianchi, A. M.

AU - Cattaneo, G. M.

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Elastic registration based on particle filter in radiotherapy images with brain deformations

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Keywords

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