| 1. Identity statement | ||||
| Reference Type | Conference Paper (Conference Proceedings) | |||
| Site | sibgrapi.sid.inpe.br | |||
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH | |||
| Identifier | 8JMKD3MGPAW/3PFCA92 | |||
| Repository | sid.inpe.br/sibgrapi/2017/08.18.22.12 | |||
| Last Update | 2017:08.18.22.12.49 (UTC) administrator | |||
| Metadata Repository | sid.inpe.br/sibgrapi/2017/08.18.22.12.49 | |||
| Metadata Last Update | 2022:06.14.00.08.49 (UTC) administrator | |||
| DOI | 10.1109/SIBGRAPI.2017.34 | |||
| Citation Key | VaretoSilvCostSchw:2017:FaVeBa | |||
| Title | Face Verification based on Relational Disparity Features and Partial Least Squares Models  | |||
| Format | On-line | |||
| Year | 2017 | |||
| Access Date | 2024, May 01 | |||
| Number of Files | 1 | |||
| Size | 351 KiB | |||
| 2. Context | ||||
| Author | 1 Vareto, Rafael Henrique 2 Silva, Samira Santos da 3 Costa, Filipe de Oliveira 4 Schwartz, William Robson | |||
| Affiliation | 1 Universidade Federak de Minas Gerais 2 Universidade Federak de Minas Gerais 3 Universidade Federak de Minas Gerais 4 Universidade Federak de Minas Gerais | |||
| Editor | Torchelsen, Rafael Piccin Nascimento, Erickson Rangel do Panozzo, Daniele Liu, Zicheng Farias, Mylène Viera, Thales Sacht, Leonardo Ferreira, Nivan Comba, João Luiz Dihl Hirata, Nina Schiavon Porto, Marcelo Vital, Creto Pagot, Christian Azambuja Petronetto, Fabiano Clua, Esteban Cardeal, Flávio | |||
| e-Mail Address | rafaelvareto@gmail.com | |||
| Conference Name | Conference on Graphics, Patterns and Images, 30 (SIBGRAPI) | |||
| Conference Location | Niterói, RJ, Brazil | |||
| Date | 17-20 Oct. 2017 | |||
| Publisher | IEEE Computer Society | |||
| Publisher City | Los Alamitos | |||
| Book Title | Proceedings | |||
| Tertiary Type | Full Paper | |||
| History (UTC) | 2017-08-18 22:12:49 :: rafaelvareto@gmail.com -> administrator :: 2022-06-14 00:08:49 :: administrator -> :: 2017 | |||
| 3. Content and structure | ||||
| Is the master or a copy? | is the master | |||
| Content Stage | completed | |||
| Transferable | 1 | |||
| Version Type | finaldraft | |||
| Keywords | Face verification partial least squares relational features | |||
| Abstract | Face verification approaches aim at determining whether two given faces are from the same person. This scenario has several applications, such as information security, forensics, surveillance and smart cards. Several works extract features independently from each face image, i.e., any sort of relation between the two faces is not modeled a priori to either training or classification stages. In this work, we propose an approach that compares a pair of faces by extracting relational features, assuming the hypothesis that modeling the relation between two faces can be useful for increasing the robustness and performance of the face verification task. Then, we employ multiple classification models based on Partial Least Squares to verify whether a given pair of images belongs the same subject (genuine) or belongs to different subjects (impostor). We validate our approach on the Labeled Faces in the Wild (LFW) and on the Public Figures (Pubfig) datasets, using only few images for training. According to the experiments, our approach achieves results up to 0.966 of area under the curve (AUC) for the LFW dataset using its unrestricted, labeled outside data protocol and an average equal error (EER) of 13.65% on PubFig dataset. | |||
| Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2017 > Face Verification based... | |||
| Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > Face Verification based... | |||
| 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/8JMKD3MGPAW/3PFCA92 | |||
| zipped data URL | http://urlib.net/zip/8JMKD3MGPAW/3PFCA92 | |||
| Language | en | |||
| Target File | PID4957039.pdf | |||
| User Group | rafaelvareto@gmail.com | |||
| Visibility | shown | |||
| Update Permission | not transferred | |||
| 5. Allied materials | ||||
| Mirror Repository | sid.inpe.br/banon/2001/03.30.15.38.24 | |||
| Next Higher Units | 8JMKD3MGPAW/3PKCC58 8JMKD3MGPEW34M/4742MCS | |||
| Citing Item List | sid.inpe.br/sibgrapi/2017/09.12.13.04 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 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 | |||