1. Identity statement | |
Reference Type | Conference Paper (Conference Proceedings) |
Site | sibgrapi.sid.inpe.br |
Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
Identifier | 8JMKD3MGPAW/3RNLR4H |
Repository | sid.inpe.br/sibgrapi/2018/08.31.01.55 |
Last Update | 2018:08.31.01.55.55 (UTC) administrator |
Metadata Repository | sid.inpe.br/sibgrapi/2018/08.31.01.55.55 |
Metadata Last Update | 2022:06.14.00.09.14 (UTC) administrator |
DOI | 10.1109/SIBGRAPI.2018.00065 |
Citation Key | MacedoNetoCostSant:2018:BeMeCh |
Title | A Benchmark Methodology for Child Pornography Detection |
Format | On-line |
Year | 2018 |
Access Date | 2024, May 02 |
Number of Files | 1 |
Size | 397 KiB |
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2. Context | |
Author | 1 Macedo Neto, João José de 2 Costa, Filipe de Oliveira 3 Santos, Jefersson Alex dos |
Affiliation | 1 UFMG 2 CPQD 3 UFMG |
Editor | Ross, Arun Gastal, Eduardo S. L. Jorge, Joaquim A. Queiroz, Ricardo L. de Minetto, Rodrigo Sarkar, Sudeep Papa, João Paulo Oliveira, Manuel M. Arbeláez, Pablo Mery, Domingo Oliveira, Maria Cristina Ferreira de Spina, Thiago Vallin Mendes, Caroline Mazetto Costa, Henrique Sérgio Gutierrez Mejail, Marta Estela Geus, Klaus de Scheer, Sergio |
e-Mail Address | joaomacedo@gmail.com |
Conference Name | Conference on Graphics, Patterns and Images, 31 (SIBGRAPI) |
Conference Location | Foz do Iguaçu, PR, Brazil |
Date | 29 Oct.-1 Nov. 2018 |
Publisher | IEEE Computer Society |
Publisher City | Los Alamitos |
Book Title | Proceedings |
Tertiary Type | Full Paper |
History (UTC) | 2018-08-31 01:55:55 :: joaomacedo@gmail.com -> administrator :: 2022-06-14 00:09:14 :: administrator -> :: 2018 |
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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 | child pornography detection benchmark dataset deep learning computer forensics |
Abstract | The acquisition and distribution of child sexual content are some of the most important concerns for legislative systems and law enforcement agencies around the world. There is a great demand for automatic detection of child pornography, mainly due to the large amount of existent data and the facility someone can share this content over the internet. Although there are some proposed methods to automatically detect child pornography content in the literature, there is no available dataset to assess and compare the performance of these methods due to legal restrictions, considering that in many countries the distribution or possession of this material is a crime by Law. To mitigate this problem, we work with the Brazilian Federal Police to structure and organize a benchmark methodology for child pornography to make it possible the comparison of distinct categories of child pornography detectors. Therefore, we present in this paper the used methodology for the creation of a new annotated dataset of images of child pornography. We also propose a child pornography detection step-wise methodology based on automatic age estimation combined with a pornography detector, which is evaluated using the described benchmark dataset. The proposed approach achieved results (79.84% accuracy) that overcome two tools currently used by the Brazilian Federal Police. |
Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2018 > A Benchmark Methodology... |
Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > A Benchmark Methodology... |
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/3RNLR4H |
zipped data URL | http://urlib.net/zip/8JMKD3MGPAW/3RNLR4H |
Language | en |
Target File | sibgrapi_2018_paper_64.pdf |
User Group | joaomacedo@gmail.com |
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 | 8JMKD3MGPAW/3RPADUS 8JMKD3MGPEW34M/4742MCS |
Citing Item List | sid.inpe.br/sibgrapi/2018/09.03.20.37 10 |
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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