| 1. Identity statement | |
| Reference Type | Conference Paper (Conference Proceedings) |
| Site | sibgrapi.sid.inpe.br |
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
| Identifier | 6qtX3pFwXQZeBBx/vRS9M |
| Repository | sid.inpe.br/banon/2002/10.24.09.47 |
| Last Update | 2002:09.23.03.00.00 (UTC) administrator |
| Metadata Repository | sid.inpe.br/banon/2002/10.24.09.47.55 |
| Metadata Last Update | 2022:06.14.00.11.49 (UTC) administrator |
| DOI | 10.1109/SIBGRA.2002.1167155 |
| Citation Key | CaetanoOlabBaro:2002:PeEvSi |
| Title | Performance evaluation of single and multiple-gaussian models for skin color modeling  |
| Year | 2002 |
| Access Date | 2025, May 09 |
| Number of Files | 1 |
| Size | 1078 KiB |
| 2. Context | |
| Author | 1 Caetano, Tibério S. 2 Olabarriaga, Sílvia D. 3 Barone, Dante A. C. |
| Editor | Gonçalves, Luiz Marcos Garcia Musse, Soraia Raupp Comba, João Luiz Dihl Giraldi, Gilson Dreux, Marcelo |
| Conference Name | Brazilian Symposium on Computer Graphics and Image Processing, 15 (SIBGRAPI) |
| Conference Location | Fortaleza, CE, Brazil |
| Date | 10-10 Oct. 2002 |
| Publisher | IEEE Computer Society |
| Publisher City | Los Alamitos |
| Book Title | Proceedings |
| Tertiary Type | Full Paper |
| Organization | SBC - Brazilian Computer Society |
| History (UTC) | 2008-07-17 14:10:46 :: administrator -> banon :: 2008-08-26 15:21:22 :: banon -> administrator :: 2009-08-13 20:36:39 :: administrator -> banon :: 2010-08-28 20:00:06 :: banon -> administrator :: 2022-06-14 00:11:49 :: administrator -> :: 2002 |
| 3. Content and structure | |
| Is the master or a copy? | is the master |
| Content Stage | completed |
| Transferable | 1 |
| Version Type | finaldraft |
| Abstract | We present an experimental setup to evaluate the relative performance of single gaussian and mixture of gaussians models for skin color modeling. Firstly, a sample set of 1,120,000 skin pixels from a number of ethnic groups is selected and represented in the chromaticity space. In the following, parameter estimation for both the single gaussian and seven (with 2 to 8 gaussian components) gaussian mixture models is performed. For the mixture models, learning is carried out via the expectation-maximisation (EM) algorithm. In order to compare performances achieved by the 8 different models, we apply to each model a test set of 800 images-none from the training set. True skin regions, representing the ground truth, are manually selected, and false positive and true positive rates are computed for each value of a specific threshold. Finally, receiver operating characteristics (ROC) curves are plotted for each model, which make it possible to analyze and compare their relative performances. Results obtained show that, for medium to high true positive rates, mixture models (with 2 to 8 components) outperform the single gaussian model. Nevertheless, for low false positive rates, all the models behave similarly. |
| Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2002 > Performance evaluation of... |
| Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > Performance evaluation of... |
| doc Directory Content | access |
| source Directory Content | there are no files |
| agreement Directory Content | there are no files |
| 4. Conditions of access and use | |
| data URL | http://urlib.net/ibi/6qtX3pFwXQZeBBx/vRS9M |
| zipped data URL | http://urlib.net/zip/6qtX3pFwXQZeBBx/vRS9M |
| Language | en |
| Target File | 69.pdf |
| User Group | administrator |
| Visibility | shown |
| 5. Allied materials | |
| Next Higher Units | 8JMKD3MGPEW34M/46QCSHP 8JMKD3MGPEW34M/4742MCS |
| Citing Item List | sid.inpe.br/sibgrapi/2022/05.01.04.11 32 sid.inpe.br/sibgrapi/2022/06.10.21.49 7 |
| Host Collection | sid.inpe.br/banon/2001/03.30.15.38 |
| 6. Notes | |
| Notes | The conference was held in Fortaleza, CE, Brazil, from October 7 to 10. |
| Empty Fields | affiliation archivingpolicy archivist area callnumber contenttype copyholder copyright creatorhistory descriptionlevel dissemination documentstage e-mailaddress edition electronicmailaddress format group isbn issn keywords label lineage mark mirrorrepository nextedition numberofvolumes orcid 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 |