| 1. Identity statement | ||||
| Reference Type | Conference Paper (Conference Proceedings) | |||
| Site | sibgrapi.sid.inpe.br | |||
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH | |||
| Identifier | 8JMKD3MGPEW34M/45BU8FB | |||
| Repository | sid.inpe.br/sibgrapi/2021/08.31.15.06 | |||
| Last Update | 2021:08.31.15.29.21 (UTC) administrator | |||
| Metadata Repository | sid.inpe.br/sibgrapi/2021/08.31.15.06.11 | |||
| Metadata Last Update | 2022:06.14.00.00.18 (UTC) administrator | |||
| DOI | 10.1109/SIBGRAPI54419.2021.00022 | |||
| Citation Key | SilvaMiraCord:2021:NeGrCr | |||
| Title | A New Grammar for Creating Convolutional Neural Networks Applied to Medical Image Classification  | |||
| Format | On-line | |||
| Year | 2021 | |||
| Access Date | 2024, May 06 | |||
| Number of Files | 1 | |||
| Size | 350 KiB | |||
| 2. Context | ||||
| Author | 1 da Silva, Cleber Alberto Cabral Ferreira 2 Miranda, Péricles Barbosa Cunha 3 Cordeiro, Filipe Rolim | |||
| Affiliation | 1 Federal Rural University of Pernambuco (UFRPE) 2 Federal Rural University of Pernambuco (UFRPE) 3 Federal Rural University of Pernambuco (UFRPE) | |||
| Editor | Paiva, Afonso Menotti, David Baranoski, Gladimir V. G. Proença, Hugo Pedro Junior, Antonio Lopes Apolinario Papa, João Paulo Pagliosa, Paulo dos Santos, Thiago Oliveira e Sá, Asla Medeiros da Silveira, Thiago Lopes Trugillo Brazil, Emilio Vital Ponti, Moacir A. Fernandes, Leandro A. F. Avila, Sandra | |||
| e-Mail Address | cleber.cabral@ufrpe.br | |||
| Conference Name | Conference on Graphics, Patterns and Images, 34 (SIBGRAPI) | |||
| Conference Location | Gramado, RS, Brazil (virtual) | |||
| Date | 18-22 Oct. 2021 | |||
| Publisher | IEEE Computer Society | |||
| Publisher City | Los Alamitos | |||
| Book Title | Proceedings | |||
| Tertiary Type | Full Paper | |||
| History (UTC) | 2021-08-31 15:29:22 :: cleber.cabral@ufrpe.br -> administrator :: 2021 2022-03-02 00:54:15 :: administrator -> menottid@gmail.com :: 2021 2022-03-02 13:38:15 :: menottid@gmail.com -> administrator :: 2021 2022-06-14 00:00:18 :: administrator -> :: 2021 | |||
| 3. Content and structure | ||||
| Is the master or a copy? | is the master | |||
| Content Stage | completed | |||
| Transferable | 1 | |||
| Version Type | finaldraft | |||
| Keywords | grammatical evolution deep neural networks multi-objective optimization | |||
| Abstract | In the last decade, the adoption of Deep Convolutional Neural Networks (CNNs) has been successfully applied to solve computer vision tasks, such as image classification in the medical field. However, the several architectures proposed in the literature are composed of an increasing number of parameters and complexity. Therefore, finding the optimal trade-off between accuracy and model complexity for a given data set is challenging. To help the search for these suitable configurations, this work proposes using a new Context-Free Grammar associated with a Multi-Objective Grammatical Evolution Algorithm that generates suitable CNNs for a given image classification problem. In this structure, the new grammar maps every possible search space for the creation of networks. Furthermore, the Multi-Objective Grammatical Evolution Algorithm used optimizes this search taking into account two objective functions: accuracy and f1-score. Our proposal was used in three medical image datasets from MedMNIST: PathMNIST, OCTMNIST, and OrganMNIST_Axial. The results showed that our method generated simpler networks with equal or superior performance from state-of-the-art (more complex) networks and others CNNs also generated by grammatical evolution process. | |||
| Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2021 > A New Grammar... | |||
| Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > A New Grammar... | |||
| 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/8JMKD3MGPEW34M/45BU8FB | |||
| zipped data URL | http://urlib.net/zip/8JMKD3MGPEW34M/45BU8FB | |||
| Language | en | |||
| Target File | 2021171880.pdf | |||
| User Group | cleber.cabral@ufrpe.br | |||
| Visibility | shown | |||
| Update Permission | not transferred | |||
| 5. Allied materials | ||||
| Mirror Repository | sid.inpe.br/banon/2001/03.30.15.38.24 | |||
| Next Higher Units | 8JMKD3MGPEW34M/45PQ3RS 8JMKD3MGPEW34M/4742MCS | |||
| Citing Item List | sid.inpe.br/sibgrapi/2021/11.12.11.46 5 | |||
| 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 | |||