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2014-03

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Standardized evaluation methodology and reference database for evaluating IVUS image segmentation

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Recurs relacionat

http://dx.doi.org/10.1016/j.compmedimag.2013.07.001

Resum

This paper describes an evaluation framework that allows a standardized and quantitative comparison of IVUS lumen and media segmentation algorithms. This framework has been introduced at the MICCAI 2011 Computing and Visualization for (Intra)Vascular Imaging (CVII) workshop, comparing the results of eight teams that participated. We describe the available data-base comprising of multi-center, multi-vendor and multi-frequency IVUS datasets, their acquisition, the creation of the reference standard and the evaluation measures. The approaches address segmentation of the lumen, the media, or both borders; semi- or fully-automatic operation; and 2-D vs. 3-D methodology. Three performance measures for quantitative analysis have been proposed. The results of the evaluation indicate that segmentation of the vessel lumen and media is possible with an accuracy that is comparable to manual annotation when semi-automatic methods are used, as well as encouraging results can be obtained also in case of fully-automatic segmentation. The analysis performed in this paper also highlights the challenges in IVUS segmentation that remains to be solved.

Matèries

Ultrasons en medicina, Imatges mèdiques, Informàtica mèdica, Algorismes computacionals

Matèries (anglès)

Ultrasonics in medicine, Imaging systems in medicine, Medical informatics, Computer algorithms

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Articles publicats en revistes (Matemàtiques i Informàtica)
<b>Publicacions de projectes de recerca finançats per la UE</b>

Citació

BALOCCO, Simone, GATTA, Carlo, CIOMPI, Francesco, WAHLE, Andreas, RADEVA, Petia, CARLIER, Stéphane, ÜNAL, Gözde b., SANIDAS, Elias, MAURI, Josepa, CARRILLO, Xavier, KOVARNIK, Tomas, WANG, Ching-wei, CHEN, Hsiang-chou, EXARCHOS, Themis p., FOTIADIS, Dimitrios i., DESTREMPES, François, CLOUTIER, Guy, PUJOL VILA, Oriol, ALBERTI, Marina, MENDIZABAL-RUIZ, E. gerardo. Standardized evaluation methodology and reference database for evaluating IVUS image segmentation. _Computerized Medical Imaging and Graphics_. 2014. Vol. 38, núm. 2, pàgs. 70-90. [consulta: 25 de febrer de 2026]. ISSN: 0895-6111. [Disponible a: https://hdl.handle.net/2445/53334]

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