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1. Identity statement
Reference TypeConference Paper (Conference Proceedings)
Sitesibgrapi.sid.inpe.br
Holder Codeibi 8JMKD3MGPEW34M/46T9EHH
Identifier8JMKD3MGPEW34M/3U39GJB
Repositorysid.inpe.br/sibgrapi/2019/09.13.20.39
Last Update2019:09.13.20.39.14 (UTC) administrator
Metadata Repositorysid.inpe.br/sibgrapi/2019/09.13.20.39.14
Metadata Last Update2022:06.14.00.09.41 (UTC) administrator
DOI10.1109/SIBGRAPI.2019.00019
Citation KeyRamosCaFaLiNoTrTr:2019:FaSmSe
TitleFast and smart segmentation of paraspinal muscles in magnetic resonance imaging with CleverSeg
FormatOn-line
Year2019
Access Date2024, Apr. 27
Number of Files1
Size699 KiB
2. Context
Author1 Ramos, Jonathan S.
2 Cazzolato, Mirela T.
3 Faiçal, Bruno S.
4 Linares, Oscar A. C.
5 Nogueira-Barbosa, Marcello H.
6 Traina Jr., Caetano
7 Traina, Agma J. M.
Affiliation1 Institute of Mathematics and Computer Science (ICMC), University of São Paulo (USP)
2 Institute of Mathematics and Computer Science (ICMC), University of São Paulo (USP)
3 Institute of Mathematics and Computer Science (ICMC), University of São Paulo (USP)
4 Institute of Mathematics and Computer Science (ICMC), University of São Paulo (USP)
5 Ribeirão Preto Medical School (FMRP), University of São Paulo (USP)
6 Institute of Mathematics and Computer Science (ICMC), University of São Paulo (USP)
7 Institute of Mathematics and Computer Science (ICMC), University of São Paulo (USP)
EditorOliveira, Luciano Rebouças de
Sarder, Pinaki
Lage, Marcos
Sadlo, Filip
e-Mail Addressjonathan@usp.br
Conference NameConference on Graphics, Patterns and Images, 32 (SIBGRAPI)
Conference LocationRio de Janeiro, RJ, Brazil
Date28-31 Oct. 2019
PublisherIEEE Computer Society
Publisher CityLos Alamitos
Book TitleProceedings
Tertiary TypeFull Paper
History (UTC)2019-09-13 20:39:14 :: jonathan@usp.br -> administrator ::
2022-06-14 00:09:41 :: administrator -> jonathan@usp.br :: 2019
3. Content and structure
Is the master or a copy?is the master
Content Stagecompleted
Transferable1
Version Typefinaldraft
KeywordsSegmentation
Muscle
MRI
CleverSeg
AbstractMagnetic Resonance Imaging (MRI) is a non-invasive technique, which has been employed to detect and diagnose many spine pathologies. In a Computer-Aided Diagnosis(CAD) context, the segmentation of the paraspinal musculature from MRI may support measurement, quantification, and analysis of muscle-related pathologies. Current semi-automatic seg-mentation techniques require too much time from the physicians to annotate all slices in the exams. In this work, we focus on minimizing the time spent on manual annotation as well as on the overall segmentation processing time. We use the mean absolute error between slices aiming at minimizing the number of annotated slices in each exam. Moreover, we optimize the manual annotation time by estimating the inside annotation based on the outside annotation, while the competitors demand the annotation of inside and outside annotation (seeds). The experimental evaluation shows that our proposed approach is able to speed up the manual annotation process in up to 50%by annotating only a few representative slices, without loss of accuracy. By annotating only the outside region, the process can be further speed up by another 50%, reducing the total time to only 25% of the previously required. Thus, the total time spent on manual annotation is reduced by up to 75%, and, since human interaction is greatly diminished, allows a more productive and less tiresome activity. Despite that, our proposedCleverSeg method presented accuracy similar to or better than the competitors, while managing a faster processing time.
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4. Conditions of access and use
data URLhttp://urlib.net/ibi/8JMKD3MGPEW34M/3U39GJB
zipped data URLhttp://urlib.net/zip/8JMKD3MGPEW34M/3U39GJB
Languageen
Target FilePaperID79.pdf
User Groupjonathan@usp.br
Visibilityshown
Update Permissionnot transferred
5. Allied materials
Mirror Repositorysid.inpe.br/banon/2001/03.30.15.38.24
Next Higher Units8JMKD3MGPEW34M/3UA4FNL
8JMKD3MGPEW34M/3UA4FPS
8JMKD3MGPEW34M/4742MCS
Citing Item Listsid.inpe.br/sibgrapi/2019/10.25.18.30.33 4
Host Collectionsid.inpe.br/banon/2001/03.30.15.38
6. Notes
Empty Fieldsarchivingpolicy archivist area callnumber contenttype copyholder copyright creatorhistory descriptionlevel dissemination edition electronicmailaddress group isbn issn label lineage mark nextedition notes numberofvolumes orcid organization pages parameterlist parentrepositories previousedition previouslowerunit progress project readergroup readpermission resumeid rightsholder schedulinginformation secondarydate secondarykey secondarymark secondarytype serieseditor session shorttitle sponsor subject tertiarymark type url volume
7. Description control
e-Mail (login)jonathan@usp.br
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