title: Whole myocardium tracking in 2D-echocardiography in multiple orientations using a motion constrained level-set.
abstract: The segmentation and tracking of the myocardium in echocardiographic sequences is an important task for the diagnosis of heart disease. This task is difficult due to the inherent problems of echographic images (i.e. low contrast, speckle noise, signal dropout, presence of shadows). In this article, we extend a level-set method recently proposed in Dietenbeck et al. (2012) in order to track the whole myocardium in echocardiographic sequences. To this end, we enforce temporal coherence by adding a new motion prior energy to the existing framework. This motion prior term is expressed as new constraint that enforces the conservation of the levels of the implicit function along the image sequence. Moreover, the robustness of the proposed method is improved by adjusting the associated hyperparameters in a spatially adaptive way, using the available strong a priori about the echocardiographic regions to be segmented. The accuracy and robustness of the proposed method is evaluated by comparing the obtained segmentation with experts references and to another state-of-the-art method on a dataset of 15 sequences (≃ 900 images) acquired in three echocardiographic views. We show that the algorithm provides results that are consistent with the inter-observer variability and outperforms the state-of-the-art method. We also carry out a complete study on the influence of the parameters settings. The obtained results demonstrate the stability of our method according to those values.
authors.affiliation: Université de Lyon, CREATIS, CNRS UMR5220, INSERM U1044, Université Lyon 1, INSA-LYON, France. Electronic address: thomas.dietenbeck@creatis.insa-lyon.fr.
authors.forename: T
authors.initials: T
authors.lastname: Dietenbeck
authors.affiliation: Université de Lyon, CREATIS, CNRS UMR5220, INSERM U1044, Université Lyon 1, INSA-LYON, France; Cardiovascular Imaging and Dynamics, KU Leuven, Leuven, Belgium.
authors.forename: D
authors.initials: D
authors.lastname: Barbosa
authors.affiliation: Université de Lyon, CREATIS, CNRS UMR5220, INSERM U1044, Université Lyon 1, INSA-LYON, France.
authors.forename: M
authors.initials: M
authors.lastname: Alessandrini
authors.affiliation: Cardiovascular Imaging and Dynamics, KU Leuven, Leuven, Belgium.
authors.forename: R
authors.initials: R
authors.lastname: Jasaityte
authors.affiliation: Cardiovascular Imaging and Dynamics, KU Leuven, Leuven, Belgium.
authors.forename: V
authors.initials: V
authors.lastname: Robesyn
authors.affiliation: Cardiovascular Imaging and Dynamics, KU Leuven, Leuven, Belgium.
authors.forename: J
authors.initials: J
authors.lastname: D'hooge
authors.affiliation: Université de Lyon, CREATIS, CNRS UMR5220, INSERM U1044, Université Lyon 1, INSA-LYON, France.
authors.forename: D
authors.initials: D
authors.lastname: Friboulet
authors.affiliation: Université de Lyon, CREATIS, CNRS UMR5220, INSERM U1044, Université Lyon 1, INSA-LYON, France.
authors.forename: O
authors.initials: O
authors.lastname: Bernard
mesh_terms: D000465:Algorithms; D016477:Artifacts; D004452:Echocardiography / Q000379:methods*; D006331:Heart Diseases / Q000000981:diagnostic imaging*; D006801:Humans; D007089:Image Enhancement / Q000379:methods; D007090:Image Interpretation, Computer-Assisted / Q000379:methods*; D015588:Observer Variation; D010363:Pattern Recognition, Automated / Q000379:methods*; D015203:Reproducibility of Results; D012680:Sensitivity and Specificity
keywords: Active contour; Echocardiography; Segmentation; Tracking