| 1. Identity statement | ||||
| Reference Type | Conference Paper (Conference Proceedings) | |||
| Site | sibgrapi.sid.inpe.br | |||
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH | |||
| Identifier | 8JMKD3MGPBW34M/3A3SG5H | |||
| Repository | sid.inpe.br/sibgrapi/2011/07.12.08.58 | |||
| Last Update | 2011:07.12.08.58.48 (UTC) administrator | |||
| Metadata Repository | sid.inpe.br/sibgrapi/2011/07.12.08.58.48 | |||
| Metadata Last Update | 2022:07.30.18.29.09 (UTC) administrator | |||
| DOI | 10.1109/SIBGRAPI.2011.40 | |||
| Citation Key | DesernoSoirOlivAraú:2011:ToCoDi | |||
| Title | Towards computer-aided diagnostics of screening mammography using content-based image retrieval  | |||
| Format | DVD, On-line. | |||
| Year | 2011 | |||
| Access Date | 2025, Mar. 21 | |||
| Number of Files | 1 | |||
| Size | 1639 KiB | |||
| 2. Context | ||||
| Author | 1 Deserno, Thomas M. 2 Soiron, Michael 3 Oliveira, Julia E. E. de 4 Araújo, Arnaldo de Albuquerque | |||
| Affiliation | 1 Department of Medical Informatics, RWTH Aachen University, Aachen, Germany 2 Department of Medical Informatics, RWTH Aachen University, Aachen, Germany 3 Department of Computer Science, Universidade Federal de Minas Gerais Belo Horizonte, MG, Brazil 4 Department of Computer Science, Universidade Federal de Minas Gerais Belo Horizonte, MG, Brazil | |||
| Editor | Lewiner, Thomas Torres, Ricardo | |||
| e-Mail Address | deserno@ieee.org | |||
| Conference Name | Conference on Graphics, Patterns and Images, 24 (SIBGRAPI) | |||
| Conference Location | Maceió, AL, Brazil | |||
| Date | 28-31 Aug. 2011 | |||
| Publisher | IEEE Computer Society | |||
| Publisher City | Los Alamitos | |||
| Book Title | Proceedings | |||
| Tertiary Type | Full Paper | |||
| History (UTC) | 2011-07-23 15:36:13 :: deserno@ieee.org -> administrator :: 2011 2022-07-30 18:29:09 :: administrator -> :: 2011 | |||
| 3. Content and structure | ||||
| Is the master or a copy? | is the master | |||
| Content Stage | completed | |||
| Transferable | 1 | |||
| Version Type | finaldraft | |||
| Keywords | Content-based image retrieval Computer-aided diagnosis Principal component analysis Support vector machine Mammography Breast lesion Breast density | |||
| Abstract | Screening mammography has been established worldwide for early detection of breast cancer, one of the main causes of death among women in occidental countries. In this paper, we aim at moving towards computer-aided diagnostics of screening mammography. Tissue and lesion are classified using the methodology of content-based image retrieval. In addition, we aim at comprehensive evaluation and have established a large database of annotated reference images (ground truth), which has been merged and unified from different sources publicly available to research. In total, 10,509 mammographic images have been collected from the different sources. From this, 3,375 images are provided with one and 430 radiographs with more than one chain code annotations. This data supports experiments with up to 12 classes, and 233 images per class if a equal distribution is required. Using a two-dimensional principal component analysis with four eigenvalues and a support vector machine with Gaussian kernel for feature extraction and image retrieval, respectively, the precision of computer-aided diagnosis is above 80%. It therefore may be used as second opinion in screening mammography. | |||
| Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2011 > Towards computer-aided diagnostics... | |||
| Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > Towards computer-aided diagnostics... | |||
| 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/8JMKD3MGPBW34M/3A3SG5H | |||
| zipped data URL | http://urlib.net/zip/8JMKD3MGPBW34M/3A3SG5H | |||
| Language | en | |||
| Target File | Deserno-2011.pdf | |||
| User Group | deserno@ieee.org | |||
| Visibility | shown | |||
| 5. Allied materials | ||||
| Mirror Repository | sid.inpe.br/banon/2001/03.30.15.38.24 | |||
| Next Higher Units | 8JMKD3MGPEW34M/46SKNPE 8JMKD3MGPEW34M/4742MCS | |||
| Citing Item List | sid.inpe.br/sibgrapi/2022/05.15.00.56 29 sid.inpe.br/sibgrapi/2022/06.10.21.49 6 | |||
| Host Collection | sid.inpe.br/banon/2001/03.30.15.38 | |||
| 6. Notes | ||||
| Empty Fields | archivingpolicy archivist area callnumber contenttype copyholder copyright creatorhistory descriptionlevel dissemination documentstage 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 | |||