1. Identity statement | |
Reference Type | Conference Paper (Conference Proceedings) |
Site | sibgrapi.sid.inpe.br |
Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
Identifier | 8JMKD3MGPEW34M/3U39GJB |
Repository | sid.inpe.br/sibgrapi/2019/09.13.20.39 |
Last Update | 2019:09.13.20.39.14 (UTC) administrator |
Metadata Repository | sid.inpe.br/sibgrapi/2019/09.13.20.39.14 |
Metadata Last Update | 2022:06.14.00.09.41 (UTC) administrator |
DOI | 10.1109/SIBGRAPI.2019.00019 |
Citation Key | RamosCaFaLiNoTrTr:2019:FaSmSe |
Title | Fast and smart segmentation of paraspinal muscles in magnetic resonance imaging with CleverSeg |
Format | On-line |
Year | 2019 |
Access Date | 2024, May 11 |
Number of Files | 1 |
Size | 699 KiB |
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2. Context | |
Author | 1 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. |
Affiliation | 1 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) |
Editor | Oliveira, Luciano Rebouças de Sarder, Pinaki Lage, Marcos Sadlo, Filip |
e-Mail Address | jonathan@usp.br |
Conference Name | Conference on Graphics, Patterns and Images, 32 (SIBGRAPI) |
Conference Location | Rio de Janeiro, RJ, Brazil |
Date | 28-31 Oct. 2019 |
Publisher | IEEE Computer Society |
Publisher City | Los Alamitos |
Book Title | Proceedings |
Tertiary Type | Full Paper |
History (UTC) | 2019-09-13 20:39:14 :: jonathan@usp.br -> administrator :: 2022-06-14 00:09:41 :: administrator -> jonathan@usp.br :: 2019 |
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3. Content and structure | |
Is the master or a copy? | is the master |
Content Stage | completed |
Transferable | 1 |
Version Type | finaldraft |
Keywords | Segmentation Muscle MRI CleverSeg |
Abstract | Magnetic 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. |
Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2019 > Fast and smart... |
Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > Fast and smart... |
doc Directory Content | access |
source Directory Content | there are no files |
agreement Directory Content | |
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4. Conditions of access and use | |
data URL | http://urlib.net/ibi/8JMKD3MGPEW34M/3U39GJB |
zipped data URL | http://urlib.net/zip/8JMKD3MGPEW34M/3U39GJB |
Language | en |
Target File | PaperID79.pdf |
User Group | jonathan@usp.br |
Visibility | shown |
Update Permission | not transferred |
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5. Allied materials | |
Mirror Repository | sid.inpe.br/banon/2001/03.30.15.38.24 |
Next Higher Units | 8JMKD3MGPEW34M/3UA4FNL 8JMKD3MGPEW34M/3UA4FPS 8JMKD3MGPEW34M/4742MCS |
Citing Item List | sid.inpe.br/sibgrapi/2019/10.25.18.30.33 4 |
Host Collection | sid.inpe.br/banon/2001/03.30.15.38 |
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6. Notes | |
Empty Fields | archivingpolicy 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 |
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7. Description control | |
e-Mail (login) | jonathan@usp.br |
update | |
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