Matches in SemOpenAlex for { <https://semopenalex.org/work/W3136379605> ?p ?o ?g. }
- W3136379605 endingPage "588" @default.
- W3136379605 startingPage "579" @default.
- W3136379605 abstract "Abstract Purpose The main purpose of this work was to develop an efficient approach for segmentation of structures that are relevant for diagnosis and treatment of obstructive sleep apnea syndrome (OSAS), namely pharynx, tongue, and soft palate, from mid-sagittal magnetic resonance imaging (MR) data. This framework will be applied to big data acquired within an on-going epidemiological study from a general population. Methods A deep cascaded framework for subsequent segmentation of pharynx, tongue, and soft palate is presented. The pharyngeal structure was segmented first, since the airway was clearly visible in the T1-weighted sequence. Thereafter, it was used as an anatomical landmark for tongue location. Finally, the soft palate region was extracted using segmented tongue and pharynx structures and used as input for a deep network. In each segmentation step, a UNet-like architecture was applied. Results The result assessment was performed qualitatively by comparing the region boundaries obtained from the expert to the framework results and quantitatively using the standard Dice coefficient metric. Additionally, cross-validation was applied to ensure that the framework performance did not depend on the specific selection of the validation set. The average Dice coefficients on the test set were $$0.89pm 0.03$$ <mml:math xmlns:mml=http://www.w3.org/1998/Math/MathML> <mml:mrow> <mml:mn>0.89</mml:mn> <mml:mo>±</mml:mo> <mml:mn>0.03</mml:mn> </mml:mrow> </mml:math> , $$0.87pm 0.02$$ <mml:math xmlns:mml=http://www.w3.org/1998/Math/MathML> <mml:mrow> <mml:mn>0.87</mml:mn> <mml:mo>±</mml:mo> <mml:mn>0.02</mml:mn> </mml:mrow> </mml:math> , and $$0.79pm 0.08$$ <mml:math xmlns:mml=http://www.w3.org/1998/Math/MathML> <mml:mrow> <mml:mn>0.79</mml:mn> <mml:mo>±</mml:mo> <mml:mn>0.08</mml:mn> </mml:mrow> </mml:math> for tongue, pharynx, and soft palate tissues, respectively. The results were similar to other approaches and consistent with expert readings. Conclusion Due to high speed and efficiency, the framework will be applied for big epidemiological data with thousands of participants acquired within the Study of Health in Pomerania as well as other epidemiological studies to provide information on the anatomical structures and aspects that constitute important risk factors to the OSAS development." @default.
- W3136379605 created "2021-03-29" @default.
- W3136379605 creator A5011709769 @default.
- W3136379605 creator A5023811677 @default.
- W3136379605 creator A5032918603 @default.
- W3136379605 creator A5034919258 @default.
- W3136379605 creator A5036535247 @default.
- W3136379605 creator A5049466148 @default.
- W3136379605 creator A5069300097 @default.
- W3136379605 date "2021-03-26" @default.
- W3136379605 modified "2023-10-16" @default.
- W3136379605 title "A deep cascaded segmentation of obstructive sleep apnea-relevant organs from sagittal spine MRI" @default.
- W3136379605 cites W153752003 @default.
- W3136379605 cites W1901129140 @default.
- W3136379605 cites W2000871358 @default.
- W3136379605 cites W2003876472 @default.
- W3136379605 cites W2020712660 @default.
- W3136379605 cites W2027384564 @default.
- W3136379605 cites W2036076926 @default.
- W3136379605 cites W2061272711 @default.
- W3136379605 cites W2076063813 @default.
- W3136379605 cites W2106016208 @default.
- W3136379605 cites W2113221073 @default.
- W3136379605 cites W2142475532 @default.
- W3136379605 cites W2151451255 @default.
- W3136379605 cites W2170774213 @default.
- W3136379605 cites W2268611469 @default.
- W3136379605 cites W2293363416 @default.
- W3136379605 cites W2313304744 @default.
- W3136379605 cites W2320210054 @default.
- W3136379605 cites W2345010043 @default.
- W3136379605 cites W2765116341 @default.
- W3136379605 cites W2940098913 @default.
- W3136379605 cites W2943666912 @default.
- W3136379605 cites W2962914239 @default.
- W3136379605 cites W2963163009 @default.
- W3136379605 cites W3028090891 @default.
- W3136379605 cites W3104897464 @default.
- W3136379605 cites W2560852850 @default.
- W3136379605 doi "https://doi.org/10.1007/s11548-021-02333-0" @default.
- W3136379605 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/8052251" @default.
- W3136379605 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33770362" @default.
- W3136379605 hasPublicationYear "2021" @default.
- W3136379605 type Work @default.
- W3136379605 sameAs 3136379605 @default.
- W3136379605 citedByCount "3" @default.
- W3136379605 countsByYear W31363796052021 @default.
- W3136379605 countsByYear W31363796052022 @default.
- W3136379605 crossrefType "journal-article" @default.
- W3136379605 hasAuthorship W3136379605A5011709769 @default.
- W3136379605 hasAuthorship W3136379605A5023811677 @default.
- W3136379605 hasAuthorship W3136379605A5032918603 @default.
- W3136379605 hasAuthorship W3136379605A5034919258 @default.
- W3136379605 hasAuthorship W3136379605A5036535247 @default.
- W3136379605 hasAuthorship W3136379605A5049466148 @default.
- W3136379605 hasAuthorship W3136379605A5069300097 @default.
- W3136379605 hasBestOaLocation W31363796051 @default.
- W3136379605 hasConcept C105702510 @default.
- W3136379605 hasConcept C11413529 @default.
- W3136379605 hasConcept C124504099 @default.
- W3136379605 hasConcept C126838900 @default.
- W3136379605 hasConcept C141071460 @default.
- W3136379605 hasConcept C143409427 @default.
- W3136379605 hasConcept C146849305 @default.
- W3136379605 hasConcept C154945302 @default.
- W3136379605 hasConcept C163892561 @default.
- W3136379605 hasConcept C178910020 @default.
- W3136379605 hasConcept C2776752453 @default.
- W3136379605 hasConcept C2780742623 @default.
- W3136379605 hasConcept C2908647359 @default.
- W3136379605 hasConcept C41008148 @default.
- W3136379605 hasConcept C71924100 @default.
- W3136379605 hasConcept C89600930 @default.
- W3136379605 hasConcept C99454951 @default.
- W3136379605 hasConceptScore W3136379605C105702510 @default.
- W3136379605 hasConceptScore W3136379605C11413529 @default.
- W3136379605 hasConceptScore W3136379605C124504099 @default.
- W3136379605 hasConceptScore W3136379605C126838900 @default.
- W3136379605 hasConceptScore W3136379605C141071460 @default.
- W3136379605 hasConceptScore W3136379605C143409427 @default.
- W3136379605 hasConceptScore W3136379605C146849305 @default.
- W3136379605 hasConceptScore W3136379605C154945302 @default.
- W3136379605 hasConceptScore W3136379605C163892561 @default.
- W3136379605 hasConceptScore W3136379605C178910020 @default.
- W3136379605 hasConceptScore W3136379605C2776752453 @default.
- W3136379605 hasConceptScore W3136379605C2780742623 @default.
- W3136379605 hasConceptScore W3136379605C2908647359 @default.
- W3136379605 hasConceptScore W3136379605C41008148 @default.
- W3136379605 hasConceptScore W3136379605C71924100 @default.
- W3136379605 hasConceptScore W3136379605C89600930 @default.
- W3136379605 hasConceptScore W3136379605C99454951 @default.
- W3136379605 hasFunder F4320320879 @default.
- W3136379605 hasIssue "4" @default.
- W3136379605 hasLocation W31363796051 @default.
- W3136379605 hasLocation W31363796052 @default.
- W3136379605 hasOpenAccess W3136379605 @default.
- W3136379605 hasPrimaryLocation W31363796051 @default.
- W3136379605 hasRelatedWork W158826679 @default.