1. Identity statement | |
Reference Type | Conference Paper (Conference Proceedings) |
Site | sibgrapi.sid.inpe.br |
Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
Identifier | 8JMKD3MGPAW/3RN65ML |
Repository | sid.inpe.br/sibgrapi/2018/08.27.17.27 |
Last Update | 2018:08.27.17.27.39 (UTC) administrator |
Metadata Repository | sid.inpe.br/sibgrapi/2018/08.27.17.27.39 |
Metadata Last Update | 2022:06.14.00.09.09 (UTC) administrator |
DOI | 10.1109/SIBGRAPI.2018.00023 |
Citation Key | CunhaMLTQSSP:2018:LaRePa |
Title | Patch PlaNet: Landmark Recognition with Patch Classification Using Convolutional Neural Networks |
Format | On-line |
Year | 2018 |
Access Date | 2024, May 16 |
Number of Files | 1 |
Size | 1936 KiB |
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2. Context | |
Author | 1 Cunha, Kelvin Batista 2 Maggi, Lucas 3 Lima, João Paulo 4 Teichrieb, Veronica 5 Quintino, Jonysberg Peixoto 6 da Silva, Fabio Q. B. 7 Santos, Andre L M 8 Pinho, Helder |
Affiliation | 1 Voxar Labs - Centro de Informática - Universidade Federal de Pernambuco 2 Voxar Labs - Centro de Informática - Universidade Federal de Pernambuco 3 Voxar Labs - Centro de Informática - Universidade Federal Rural de Pernambuco 4 Voxar Labs - Centro de Informática - Universidade Federal de Pernambuco 5 Projeto de P&D CIN/Samsung - Universidade Federal de Pernambuco 6 Universidade Federal de Pernambuco 7 Universidade Federal de Pernambuco 8 Samsung Instituto de Desenvolvimento para a Informática |
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 | kbc@cin.ufpe.br |
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) | 2018-08-27 17:27:39 :: kbc@cin.ufpe.br -> administrator :: 2022-06-14 00:09:09 :: 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 | Landmark Recognition Convolutional Neural Network Image-Patch |
Abstract | In this work we address the problem of landmark recognition. We extend PlaNet, a model based on deep neural networks that approaches the problem of landmark recognition as a classification problem and performs the recognition of places around the world. We propose an extension of the PlaNet technique in which we use a voting scheme to perform the classification, dividing the image into previously defined regions and inferring the landmark based on these regions. The prediction of the model depends not only on the information of the features learned by the deep convolutional neural network architecture during training, but also uses local information from each region in the image for which the classification is made. To validate our proposal, we performed the training of the original PlaNet model and our variation using a database built with images from Flickr, and evaluated the models in the Paris and Oxford Buildings datasets. It was possible to notice that the addition of image division and voting structure improves the accuracy result of the model by 5-11 percentage points on average, reducing the level of ambiguity found during the inference of the model. |
Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2018 > Patch PlaNet: Landmark... |
Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > Patch PlaNet: Landmark... |
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/3RN65ML |
zipped data URL | http://urlib.net/zip/8JMKD3MGPAW/3RN65ML |
Language | en |
Target File | Patch PlaNet Landmark Recognition with Patch Classification using Convolutional Neural Networks.pdf |
User Group | kbc@cin.ufpe.br |
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 7 sid.inpe.br/sibgrapi/2022/06.10.21.49 1 |
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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