| 1. Identity statement | |
| Reference Type | Conference Paper (Conference Proceedings) |
| Site | marte2.sid.inpe.br |
| Identifier | 8JMKD3MGP6W34M/3U67ADP |
| Repository | sid.inpe.br/marte2/2019/10.01.19.20 |
| Last Update | 2019:10.01.19.20.15 (UTC) administrator |
| Metadata Repository | sid.inpe.br/marte2/2019/10.01.19.20.15 |
| Metadata Last Update | 2019:12.13.01.05.31 (UTC) administrator |
| ISBN | 978-85-17-00097-3 |
| Citation Key | AdarmeHappFeit:2019:AsEaFu |
| Title | Assessment of an early fusion CNN approach applied to the deforestation detection in the Brazilian Amazon  |
| Format | Internet |
| Year | 2019 |
| Access Date | 2024, May 05 |
| Secondary Type | PRE CN |
| Number of Files | 1 |
| Size | 889 KiB |
| 2. Context | |
| Author | 1 Adarme, Mabel Ortega 2 Happ, Patrick Nigri 3 Feitosa, Raul Queiroz |
| Affiliation | 1 Pontifícia Universidade Católica do Rio de Janeiro (PUC-Rio) 2 Pontifícia Universidade Católica do Rio de Janeiro (PUC-Rio) 3 Pontifícia Universidade Católica do Rio de Janeiro (PUC-Rio) |
| Author e-Mail Address | 1 mortega@ele.puc-rio.br 2 patrick@ele.puc-rio.br 3 raul@ele.puc-rio.br |
| Editor | Gherardi, Douglas Francisco Marcolino Sanches, Ieda DelArco Aragão, Luiz Eduardo Oliveira e Cruz de |
| Conference Name | Simpósio Brasileiro de Sensoriamento Remoto, 19 (SBSR) |
| Conference Location | Santos |
| Date | 14-17 abril 2019 |
| Publisher | Instituto Nacional de Pesquisas Espaciais (INPE) |
| Publisher City | São José dos Campos |
| Pages | 1217-1220 |
| Book Title | Anais |
| Tertiary Type | full paper |
| Organization | Instituto Nacional de Pesquisas Espaciais (INPE) |
| History (UTC) | 2019-11-01 12:07:20 :: simone -> administrator :: 2019 2019-12-13 01:05:31 :: administrator -> simone :: 2019 |
| 3. Content and structure | |
| Is the master or a copy? | is the master |
| Content Stage | completed |
| Transferable | 1 |
| Keywords | Deep learning deforestation image classification early fusion image stacking |
| Abstract | Deforestation is one of the main causes of biodiversity reduction, climate change among others destructive phenomena. Thus, early detection of deforestation processes is of paramount importance in the recent year. Motivated by this scenario the present work focuses on assessing a DL approach called Early Fusion (EF) for automatic deforestation detection. Change detection approaches based on Random Forest (RF) and Change Vector Analysis (CVA) were adopted as baselines for comparison purposes. These approaches were evaluated in a region located in the state of Pará, Brazil, where two images from Landsat 8 satellite were acquired to detect deforested areas from 2016 to 2017. Their corresponding references were collected from the Satellite Deforestation Monitoring Project in the Legal Amazon (PRODES). In the experiments, the EF approach outperformed RF and CVA baselines, identifying in a better way the regions that have suffered deforestation. |
| Area | SRE |
| Type | Mudança de uso e cobertura da Terra |
| Arrangement 1 | urlib.net > BDMCI > Fonds > SBSR > SBSR 19 > Assessment of an... |
| Arrangement 2 | urlib.net > DIDSR > SBSR 19 > Assessment of an... |
| Arrangement 3 | Projeto Memória 60... > Livros e livros editados > SBSR 19 > Assessment of an... |
| doc Directory Content | access |
| source Directory Content | there are no files |
| agreement Directory Content | there are no files |
| 4. Conditions of access and use | |
| data URL | http://urlib.net/ibi/8JMKD3MGP6W34M/3U67ADP |
| zipped data URL | http://urlib.net/zip/8JMKD3MGP6W34M/3U67ADP |
| Language | pt |
| Target File | 97707.pdf |
| User Group | simone |
| Visibility | shown |
| Copyright License | urlib.net/www/2012/11.12.15.19 |
| Rightsholder | originalauthor yes |
| Update Permission | not transferred |
| 5. Allied materials | |
| Mirror Repository | urlib.net/www/2011/03.29.20.55 |
| Next Higher Units | 8JMKD3MGP6W34M/3UCAT7H |
| Citing Item List | sid.inpe.br/marte2/2019/11.08.12.52 1 |
| Host Collection | dpi.inpe.br/marte2/2013/05.17.15.03.06 |
| 6. Notes | |
| Empty Fields | archivingpolicy archivist callnumber contenttype copyholder creatorhistory descriptionlevel dissemination doi e-mailaddress edition group holdercode issn label lineage mark nextedition notes numberofvolumes orcid parameterlist parentrepositories previousedition previouslowerunit progress project readergroup readpermission resumeid schedulinginformation secondarydate secondarykey secondarymark serieseditor session shorttitle sponsor subject tertiarymark url versiontype volume |
| 7. Description control | |
| e-Mail (login) | simone |
| update | |