| 1. Identity statement | ||||
| Reference Type | Conference Paper (Conference Proceedings) | |||
| Site | sibgrapi.sid.inpe.br | |||
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH | |||
| Identifier | 8JMKD3MGPEW34M/3U6AJF8 | |||
| Repository | sid.inpe.br/sibgrapi/2019/10.02.13.22 | |||
| Last Update | 2019:10.02.13.22.14 (UTC) administrator | |||
| Metadata Repository | sid.inpe.br/sibgrapi/2019/10.02.13.22.14 | |||
| Metadata Last Update | 2022:06.14.00.09.44 (UTC) administrator | |||
| DOI | 10.1109/SIBGRAPI.2019.00015 | |||
| Citation Key | GarciaMartLinsCama:2019:AcDiIm | |||
| Title | Acquisition of digital images and identification of Aedes aegypti mosquito eggs using classification and deep learning  | |||
| Format | On-line | |||
| Year | 2019 | |||
| Access Date | 2024, Apr. 28 | |||
| Number of Files | 1 | |||
| Size | 8397 KiB | |||
| 2. Context | ||||
| Author | 1 Garcia, Pedro Saint Clair 2 Martins, Rafael 3 Lins Machado, George Luiz 4 Camara-Chavez, Guillermo | |||
| Affiliation | 1 Computer Science Department, Federal University of Ouro Preto 2 Biology Department, Federal University of Ouro Preto 3 Biology Department, Federal University of Ouro Preto 4 Computer Science Department, Federal University of Ouro Preto | |||
| Editor | Oliveira, Luciano Rebouças de Sarder, Pinaki Lage, Marcos Sadlo, Filip | |||
| e-Mail Address | gcamarac@gmail.com | |||
| Conference Name | Conference on Graphics, Patterns and Images, 32 (SIBGRAPI) | |||
| Conference Location | Rio de Janeiro, RJ, Brazil | |||
| Date | 28-31 Oct. 2019 | |||
| Publisher | IEEE Computer Society | |||
| Publisher City | Los Alamitos | |||
| Book Title | Proceedings | |||
| Tertiary Type | Full Paper | |||
| History (UTC) | 2019-10-02 13:22:14 :: gcamarac@gmail.com -> administrator :: 2022-06-14 00:09:44 :: administrator -> gcamarac@gmail.com :: 2019 | |||
| 3. Content and structure | ||||
| Is the master or a copy? | is the master | |||
| Content Stage | completed | |||
| Transferable | 1 | |||
| Version Type | finaldraft | |||
| Keywords | Aedes aegypti egg counting mosquito eggs deep learning | |||
| Abstract | The mosquito Aedes aegypti can transmit some diseases, which makes the study of the proliferation of this vector a necessary task. With the use of traps made in the laboratory, called ovitraps, it is possible to map egg deposition in a community. Through a camera, coupled with a magnifying glass, are acquired images containing the elements (eggs) to be counted. First, the goal is to find pixels with a similar color to mosquito eggs; for that, we take advantage of the slice color method. From these already worked images, a process of transfer learning with a convolutional neural network (CNN) is carried out. The intention is to separate which elements are eggs from the others. In 10% of the test images, the count performed by the model, and the ground truth of the number of eggs was considered weakly correlated. This problem occurs in images that have a high density of eggs or appear black elements that resemble mosquito eggs, but they are not. For the remaining 90% of the test images, the counting was considered to be perfectly correlated. | |||
| Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2019 > Acquisition of digital... | |||
| Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > Acquisition of digital... | |||
| doc Directory Content | access | |||
| source Directory Content | there are no files | |||
| agreement Directory Content |
| |||
| 4. Conditions of access and use | ||||
| data URL | http://urlib.net/ibi/8JMKD3MGPEW34M/3U6AJF8 | |||
| zipped data URL | http://urlib.net/zip/8JMKD3MGPEW34M/3U6AJF8 | |||
| Language | en | |||
| Target File | Paper ID 103.pdf | |||
| User Group | gcamarac@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 | 8JMKD3MGPEW34M/3UA4FNL 8JMKD3MGPEW34M/3UA4FPS 8JMKD3MGPEW34M/4742MCS | |||
| Citing Item List | sid.inpe.br/sibgrapi/2019/10.25.18.30.33 1 | |||
| 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 | |||
| 7. Description control | ||||
| e-Mail (login) | gcamarac@gmail.com | |||
| update | ||||