| 1. Identity statement | ||||
| Reference Type | Conference Paper (Conference Proceedings) | |||
| Site | sibgrapi.sid.inpe.br | |||
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH | |||
| Identifier | 8JMKD3MGPAW/3PML3RP | |||
| Repository | sid.inpe.br/sibgrapi/2017/09.26.14.23 | |||
| Last Update | 2017:09.26.14.23.27 (UTC) rafael89.rocha@gmail.com | |||
| Metadata Repository | sid.inpe.br/sibgrapi/2017/09.26.14.23.27 | |||
| Metadata Last Update | 2022:05.18.22.18.26 (UTC) administrator | |||
| Citation Key | RochaSGSSRBDCS:2017:AvTéDe | |||
| Title | Avaliação de técnicas de Deep Learning aplicadas à identificação de peças defeituosas em vagões de trem  | |||
| Format | On-line | |||
| Year | 2017 | |||
| Access Date | 2024, May 02 | |||
| Number of Files | 1 | |||
| Size | 2491 KiB | |||
| 2. Context | ||||
| Author | 1 Rocha, Rafael L. 2 Siravenha, Ana Carolina Q. 3 Gomes, Ana C. S. 4 Serejo, Gerson L. 5 Silva, Alexandre F. B. 6 Rodrigues, Luciano M. 7 Braga, Júlio 8 Dias, Giovanni 9 Carvalho, Schubert R. 10 Souza, Cleidson R. B. de | |||
| Affiliation | 1 Instituto Tecnológico Vale (ITV), Belém, Pará, Brasil 2 Instituto Tecnológico Vale (ITV), Belém, Pará, Brasil 3 Instituto SENAI de Inovação em Tecnologias Minerais ISI/SENAI, Belém, Pará, Brasil 4 Instituto Tecnológico Vale (ITV), Belém, Pará, Brasil 5 Instituto SENAI de Inovação em Tecnologias Minerais ISI/SENAI, Belém, Pará, Brasil 6 Instituto Tecnológico Vale (ITV), Belém, Pará, Brasil 7 Vale S.A. São Luís. MA, Brasil 8 Vale S.A. São Luís. MA, Brasil 9 Instituto Tecnológico Vale (ITV), Belém, Pará, Brasil 10 Instituto Tecnológico Vale (ITV), Belém, Pará, Brasil e Universidade Federal do Pará, Belém, Pará, Brasil | |||
| 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 | rafael89.rocha@gmail.com | |||
| Conference Name | Conference on Graphics, Patterns and Images, 30 (SIBGRAPI) | |||
| Conference Location | Niterói, RJ, Brazil | |||
| Date | 17-20 Oct. 2017 | |||
| Publisher | Sociedade Brasileira de Computação | |||
| Publisher City | Porto Alegre | |||
| Book Title | Proceedings | |||
| Tertiary Type | Industry Application Paper | |||
| History (UTC) | 2017-09-26 14:23:27 :: rafael89.rocha@gmail.com -> administrator :: 2022-05-18 22:18:26 :: administrator -> :: 2017 | |||
| 3. Content and structure | ||||
| Is the master or a copy? | is the master | |||
| Content Stage | completed | |||
| Transferable | 1 | |||
| Keywords | Deep learning Convolutional neural network Image classification Inspection Wagon components | |||
| Abstract | Inspecting objects is an important task in many areas and is often used in industry to ensure product quality, allowing problem correction and disposal of damaged products. Inspection is also widely used in railway maintenance, where every day, hundreds of wagons are inspected visually in a process dependent on personal interpretation. This article describes an inspection approach of wagon components using deep learning techniques that comprises the stages of the component detection and the identification of its condition. In this work, the analyzed component is the shear pad which is responsible for supporting the truck. Object detection is done by a cascade detector and the classification task among three possible states (undamaged, absent and damaged) is done by convolutional neural networks. Our results are very encouraging, especially when observing the performance of the AlexNet network. | |||
| Arrangement | urlib.net > SDLA > Fonds > SIBGRAPI 2017 > Avaliação de técnicas... | |||
| 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/3PML3RP | |||
| zipped data URL | http://urlib.net/zip/8JMKD3MGPAW/3PML3RP | |||
| Language | pt | |||
| Target File | workshopsibgrapi2017.pdf | |||
| User Group | rafael89.rocha@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 | |||
| 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 doi 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 versiontype volume | |||