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2017 | OriginalPaper | Buchkapitel

A Coronary Artery Segmentation Method Based on Graph Cuts and MultiScale Analysis

verfasst von : Chaima Oueslati, Sabra Mabrouk, Faouzi Ghorbel, Mohamed Hedi Bedoui

Erschienen in: Representations, Analysis and Recognition of Shape and Motion from Imaging Data

Verlag: Springer International Publishing

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Abstract

In this paper we propose a new multi-scale fully automatic algorithm based on Graph cuts for vessel extraction. In fact, we combine vesselness, geodesic paths, a multi-scale edgeness map and the directional information for vessel tracking in order to personalize the Graph cuts approach to the segmentation of tubular structures.

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Literatur
1.
Zurück zum Zitat Pyörälä, K., de Backer, G., Graham, I., et al.: Prevention of coronary heart disease in clinical practice. Eur. Heart J. 15(10), 1300–1331 (1994)CrossRef Pyörälä, K., de Backer, G., Graham, I., et al.: Prevention of coronary heart disease in clinical practice. Eur. Heart J. 15(10), 1300–1331 (1994)CrossRef
2.
Zurück zum Zitat Lecornu, L., Roux, C., Jacq, J.-J.: Extraction of vessel contours in angiograms by simultaneous tracking of the two edges. In: Proceedings of the 16th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 1994. Engineering Advances: New Opportunities for Biomedical Engineers, pp. 678–679. IEEE (1994) Lecornu, L., Roux, C., Jacq, J.-J.: Extraction of vessel contours in angiograms by simultaneous tracking of the two edges. In: Proceedings of the 16th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 1994. Engineering Advances: New Opportunities for Biomedical Engineers, pp. 678–679. IEEE (1994)
3.
Zurück zum Zitat Higgins, W.E., Spyra, W.J.T., Ritman, E.L.: Automatic extraction of the arterial tree from 3-D angiograms. In: Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 1989. Images of the Twenty-First Century, pp. 563–564. IEEE (1989) Higgins, W.E., Spyra, W.J.T., Ritman, E.L.: Automatic extraction of the arterial tree from 3-D angiograms. In: Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 1989. Images of the Twenty-First Century, pp. 563–564. IEEE (1989)
4.
Zurück zum Zitat Niki, N., Kawata, Y., Satoh, H., et al.: 3D imaging of blood vessels using x-ray rotational angiographic system. In: Nuclear Science Symposium and Medical Imaging Conference, 1993 IEEE Conference Record, pp. 1873–1877. IEEE (1993) Niki, N., Kawata, Y., Satoh, H., et al.: 3D imaging of blood vessels using x-ray rotational angiographic system. In: Nuclear Science Symposium and Medical Imaging Conference, 1993 IEEE Conference Record, pp. 1873–1877. IEEE (1993)
5.
Zurück zum Zitat Bouraoui, B., Ronse, C., Baruthio, J., et al.: 3D segmentation of coronary arteries based on advanced mathematical morphology techniques. Comput. Med. Imaging Graph. 34(5), 377–387 (2010)CrossRef Bouraoui, B., Ronse, C., Baruthio, J., et al.: 3D segmentation of coronary arteries based on advanced mathematical morphology techniques. Comput. Med. Imaging Graph. 34(5), 377–387 (2010)CrossRef
6.
Zurück zum Zitat Wang, S., Li, B., Zhou, S.: A segmentation method of coronary angiograms based on multi-scale filtering and region-growing. In: 2012 International Conference on Biomedical Engineering and Biotechnology (iCBEB), pp. 678–681. IEEE (2012) Wang, S., Li, B., Zhou, S.: A segmentation method of coronary angiograms based on multi-scale filtering and region-growing. In: 2012 International Conference on Biomedical Engineering and Biotechnology (iCBEB), pp. 678–681. IEEE (2012)
7.
Zurück zum Zitat Nimura, Y., Kitasaka, T., Mori, K.: Blood vessel segmentation using line-direction vector based on Hessian analysis. In: SPIE Medical Imaging. International Society for Optics and Photonics, pp. 76233Q–76233Q-9 (2010) Nimura, Y., Kitasaka, T., Mori, K.: Blood vessel segmentation using line-direction vector based on Hessian analysis. In: SPIE Medical Imaging. International Society for Optics and Photonics, pp. 76233Q–76233Q-9 (2010)
8.
Zurück zum Zitat Kerkeni, A., Benabdallah, A., Manzanera, A., et al.: A coronary artery segmentation method based on multiscale analysis and region growing. Comput. Med. Imaging Graph. 48, 49–61 (2016)CrossRef Kerkeni, A., Benabdallah, A., Manzanera, A., et al.: A coronary artery segmentation method based on multiscale analysis and region growing. Comput. Med. Imaging Graph. 48, 49–61 (2016)CrossRef
9.
Zurück zum Zitat Kerkeni, A., Benabdallah, A., Bedoui, M.H.: Coronary artery multiscale enhancement methods: a comparative study. In: Kamel, M., Campilho, A. (eds.) ICIAR 2013. LNCS, vol. 7950, pp. 510–520. Springer, Heidelberg (2013) Kerkeni, A., Benabdallah, A., Bedoui, M.H.: Coronary artery multiscale enhancement methods: a comparative study. In: Kamel, M., Campilho, A. (eds.) ICIAR 2013. LNCS, vol. 7950, pp. 510–520. Springer, Heidelberg (2013)
10.
Zurück zum Zitat Schmitter, D., Gaudet-Blavignac, C., Piccini, D., et al.: New parametric 3D snake for medical segmentation of structures with cylindrical topology. In: 2015 IEEE International Conference on Image Processing (ICIP), pp. 276–280. IEEE (2015) Schmitter, D., Gaudet-Blavignac, C., Piccini, D., et al.: New parametric 3D snake for medical segmentation of structures with cylindrical topology. In: 2015 IEEE International Conference on Image Processing (ICIP), pp. 276–280. IEEE (2015)
11.
Zurück zum Zitat Hernández-vela, A., Gatta, C., Escalera, S., et al.: Accurate coronary centerline extraction, caliber estimation, and catheter detection in angiographies. IEEE Trans. Inform. Technol. Biomed. 16(6), 1332–1340 (2012) Hernández-vela, A., Gatta, C., Escalera, S., et al.: Accurate coronary centerline extraction, caliber estimation, and catheter detection in angiographies. IEEE Trans. Inform. Technol. Biomed. 16(6), 1332–1340 (2012)
12.
Zurück zum Zitat Kolmogorov, V., Boykov, Y.: What metrics can be approximated by geo-cuts, or global optimization of length/area and flux. In: Tenth IEEE International Conference on Computer Vision (ICCV 2005), vol. 1, pp. 564–571. IEEE (2005) Kolmogorov, V., Boykov, Y.: What metrics can be approximated by geo-cuts, or global optimization of length/area and flux. In: Tenth IEEE International Conference on Computer Vision (ICCV 2005), vol. 1, pp. 564–571. IEEE (2005)
13.
Zurück zum Zitat Kolmogorov, V., Zabin, R.: What energy functions can be minimized via graph cuts? IEEE Trans. Pattern Anal. Mach. Intell. 26(2), 147–159 (2004) Kolmogorov, V., Zabin, R.: What energy functions can be minimized via graph cuts? IEEE Trans. Pattern Anal. Mach. Intell. 26(2), 147–159 (2004)
14.
Zurück zum Zitat Liao, R., Luc, D., Sun, Y., et al.: 3-D reconstruction of the coronary artery tree from multiple views of a rotational X-ray angiography. Int. J. Cardiovasc. Imaging 26(7), 733–749 (2010) Liao, R., Luc, D., Sun, Y., et al.: 3-D reconstruction of the coronary artery tree from multiple views of a rotational X-ray angiography. Int. J. Cardiovasc. Imaging 26(7), 733–749 (2010)
Metadaten
Titel
A Coronary Artery Segmentation Method Based on Graph Cuts and MultiScale Analysis
verfasst von
Chaima Oueslati
Sabra Mabrouk
Faouzi Ghorbel
Mohamed Hedi Bedoui
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-60654-5_12