FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3014176587> ?p ?o ?g. }

• W3014176587 abstract "Segmentation of cardiac structures is one of the fundamental steps to estimate volumetric indices of the heart. This step is still performed semi-automatically in clinical routine, and is thus prone to inter- and intra-observer variability. Recent studies have shown that deep learning has the potential to perform fully automatic segmentation. However, the current best solutions still suffer from a lack of robustness. In this work, we introduce an end-to-end multi-task network designed to improve the overall accuracy of cardiac segmentation while enhancing the estimation of clinical indices and reducing the number of outliers. Results obtained on a large open access dataset show that our method outperforms the current best performing deep learning solution and achieved an overall segmentation accuracy lower than the intra-observer variability for the epicardial border (i.e. on average a mean absolute error of 1.5mm and a Hausdorff distance of 5.1mm) with 11% of outliers. Moreover, we demonstrate that our method can closely reproduce the expert analysis for the end-diastolic and end-systolic left ventricular volumes, with a mean correlation of 0.96 and a mean absolute error of 7.6ml. Concerning the ejection fraction of the left ventricle, results are more contrasted with a mean correlation coefficient of 0.83 and an absolute mean error of 5.0%, producing scores that are slightly below the intra-observer margin. Based on this observation, areas for improvement are suggested." @default.
• W3014176587 created "2020-04-10" @default.
• W3014176587 creator A5011661884 @default.
• W3014176587 creator A5028473809 @default.
• W3014176587 creator A5033117256 @default.
• W3014176587 creator A5034424258 @default.
• W3014176587 creator A5037356492 @default.
• W3014176587 creator A5044809861 @default.
• W3014176587 creator A5048844030 @default.
• W3014176587 creator A5063925001 @default.
• W3014176587 creator A5064210265 @default.
• W3014176587 creator A5067228330 @default.
• W3014176587 creator A5071327781 @default.
• W3014176587 creator A5086581005 @default.
• W3014176587 date "2020-04-04" @default.
• W3014176587 modified "2023-10-18" @default.
• W3014176587 title "LU-Net: a multi-task network to improve the robustness of segmentation of left ventriclular structures by deep learning in 2D echocardiography" @default.
• W3014176587 cites W1901129140 @default.
• W3014176587 cites W2048309569 @default.
• W3014176587 cites W2163605009 @default.
• W3014176587 cites W2307770531 @default.
• W3014176587 cites W2327084999 @default.
• W3014176587 cites W2613718673 @default.
• W3014176587 cites W2620296437 @default.
• W3014176587 cites W2744773000 @default.
• W3014176587 cites W2775469102 @default.
• W3014176587 cites W2793788053 @default.
• W3014176587 cites W2798122215 @default.
• W3014176587 cites W2884436604 @default.
• W3014176587 cites W2888358068 @default.
• W3014176587 cites W2891511539 @default.
• W3014176587 cites W2897806204 @default.
• W3014176587 cites W2913736247 @default.
• W3014176587 cites W2962835968 @default.
• W3014176587 cites W2963037989 @default.
• W3014176587 cites W2963150697 @default.
• W3014176587 cites W2963495494 @default.
• W3014176587 cites W2963536842 @default.
• W3014176587 cites W2995427009 @default.
• W3014176587 cites W603908379 @default.
• W3014176587 hasPublicationYear "2020" @default.
• W3014176587 type Work @default.
• W3014176587 sameAs 3014176587 @default.
• W3014176587 citedByCount "0" @default.
• W3014176587 crossrefType "posted-content" @default.
• W3014176587 hasAuthorship W3014176587A5011661884 @default.
• W3014176587 hasAuthorship W3014176587A5028473809 @default.
• W3014176587 hasAuthorship W3014176587A5033117256 @default.
• W3014176587 hasAuthorship W3014176587A5034424258 @default.
• W3014176587 hasAuthorship W3014176587A5037356492 @default.
• W3014176587 hasAuthorship W3014176587A5044809861 @default.
• W3014176587 hasAuthorship W3014176587A5048844030 @default.
• W3014176587 hasAuthorship W3014176587A5063925001 @default.
• W3014176587 hasAuthorship W3014176587A5064210265 @default.
• W3014176587 hasAuthorship W3014176587A5067228330 @default.
• W3014176587 hasAuthorship W3014176587A5071327781 @default.
• W3014176587 hasAuthorship W3014176587A5086581005 @default.
• W3014176587 hasConcept C104317684 @default.
• W3014176587 hasConcept C105795698 @default.
• W3014176587 hasConcept C108583219 @default.
• W3014176587 hasConcept C139945424 @default.
• W3014176587 hasConcept C141898687 @default.
• W3014176587 hasConcept C153180895 @default.
• W3014176587 hasConcept C154945302 @default.
• W3014176587 hasConcept C164705383 @default.
• W3014176587 hasConcept C185592680 @default.
• W3014176587 hasConcept C188154048 @default.
• W3014176587 hasConcept C2778198053 @default.
• W3014176587 hasConcept C2778921608 @default.
• W3014176587 hasConcept C33923547 @default.
• W3014176587 hasConcept C41008148 @default.
• W3014176587 hasConcept C55493867 @default.
• W3014176587 hasConcept C63479239 @default.
• W3014176587 hasConcept C71924100 @default.
• W3014176587 hasConcept C78085059 @default.
• W3014176587 hasConcept C79337645 @default.
• W3014176587 hasConcept C89600930 @default.
• W3014176587 hasConceptScore W3014176587C104317684 @default.
• W3014176587 hasConceptScore W3014176587C105795698 @default.
• W3014176587 hasConceptScore W3014176587C108583219 @default.
• W3014176587 hasConceptScore W3014176587C139945424 @default.
• W3014176587 hasConceptScore W3014176587C141898687 @default.
• W3014176587 hasConceptScore W3014176587C153180895 @default.
• W3014176587 hasConceptScore W3014176587C154945302 @default.
• W3014176587 hasConceptScore W3014176587C164705383 @default.
• W3014176587 hasConceptScore W3014176587C185592680 @default.
• W3014176587 hasConceptScore W3014176587C188154048 @default.
• W3014176587 hasConceptScore W3014176587C2778198053 @default.
• W3014176587 hasConceptScore W3014176587C2778921608 @default.
• W3014176587 hasConceptScore W3014176587C33923547 @default.
• W3014176587 hasConceptScore W3014176587C41008148 @default.
• W3014176587 hasConceptScore W3014176587C55493867 @default.
• W3014176587 hasConceptScore W3014176587C63479239 @default.
• W3014176587 hasConceptScore W3014176587C71924100 @default.
• W3014176587 hasConceptScore W3014176587C78085059 @default.
• W3014176587 hasConceptScore W3014176587C79337645 @default.
• W3014176587 hasConceptScore W3014176587C89600930 @default.
• W3014176587 hasLocation W30141765871 @default.
• W3014176587 hasOpenAccess W3014176587 @default.
• W3014176587 hasPrimaryLocation W30141765871 @default.

• next