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1. Identity statement
Reference TypeConference Paper (Conference Proceedings)
Sitesibgrapi.sid.inpe.br
Holder Codeibi 8JMKD3MGPEW34M/46T9EHH
Identifier8JMKD3MGPAW/3PFRTUH
Repositorysid.inpe.br/sibgrapi/2017/08.22.00.52
Last Update2017:08.22.00.52.58 (UTC) administrator
Metadata Repositorysid.inpe.br/sibgrapi/2017/08.22.00.52.58
Metadata Last Update2022:06.14.00.09.02 (UTC) administrator
DOI10.1109/SIBGRAPI.2017.42
Citation KeyCasagrandeMaSaTuHaMo:2017:PrNeNe
TitleProbabilistic Neural Network and Wavelet Transform for Mapping of Phragmites australis Using Low Altitude Remote Sensing
FormatOn-line
Year2017
Access Date2024, Apr. 28
Number of Files1
Size26422 KiB
2. Context
Author1 Casagrande, Luan
2 Machado, Gustavo Mello
3 Samiappan, Sathishkumar
4 Turnage, Gray
5 Hathcock, Lee
6 Moorhead, Robert
Affiliation1 Department of Computer Engineering, Universidade Federal de Santa Catarina, Ararangua, SC, Brazil;
2 Department of Computer Engineering, Universidade Federal de Santa Catarina, Ararangua, SC, Brazil;
3 Geosystems Research Institute, Mississippi State University, Starkville, MS, USA
4 Geosystems Research Institute, Mississippi State University, Starkville, MS, USA
5 Geosystems Research Institute, Mississippi State University, Starkville, MS, USA
6 Geosystems Research Institute, Mississippi State University, Starkville, MS, USA
EditorTorchelsen, 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 Addressluanccasagrande@gmail.com
Conference NameConference on Graphics, Patterns and Images, 30 (SIBGRAPI)
Conference LocationNiterói, RJ, Brazil
Date17-20 Oct. 2017
PublisherIEEE Computer Society
Publisher CityLos Alamitos
Book TitleProceedings
Tertiary TypeFull Paper
History (UTC)2017-08-22 00:52:58 :: luanccasagrande@gmail.com -> administrator ::
2022-06-14 00:09:02 :: administrator -> :: 2017
3. Content and structure
Is the master or a copy?is the master
Content Stagecompleted
Transferable1
Version Typefinaldraft
KeywordsProbablistic neural networks
Wavelets
Image texture classification
Wetlands
Phragmites
AbstractPhragmites australis (common reed) commonly found in the coastal wetlands can rapidly alter the ecology of these systems by outcompeting native plant species for resources. Identifying and mapping Phragmites can help resource managers to restore affected wetlands. In this work, we use probabilistic neural network with wavelet texture features for mapping regions with Phragmites in visible spectrum imagery acquired at low altitude with small unmanned aerial system. Evaluation study was conducted with imagery acquired in the delta of the Pearl River located in southeastern Louisiana and southwestern Mississippi, United States of America. In comparison to state-of-the-art, our approach presented improvements in several statistical variables such as overall accuracy and kappa value. Furthermore, we show that the remaining omission and commission errors with this technique are generally located along boundaries of patches with Phragmites, which reduces unnecessary efforts for resource managers while searching for nonexistent patches.
Arrangement 1urlib.net > SDLA > Fonds > SIBGRAPI 2017 > Probabilistic Neural Network...
Arrangement 2urlib.net > SDLA > Fonds > Full Index > Probabilistic Neural Network...
doc Directory Contentaccess
source Directory Contentthere are no files
agreement Directory Content
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4. Conditions of access and use
data URLhttp://urlib.net/ibi/8JMKD3MGPAW/3PFRTUH
zipped data URLhttp://urlib.net/zip/8JMKD3MGPAW/3PFRTUH
Languageen
Target Filepaper.pdf
User Groupluanccasagrande@gmail.com
Visibilityshown
Update Permissionnot transferred
5. Allied materials
Mirror Repositorysid.inpe.br/banon/2001/03.30.15.38.24
Next Higher Units8JMKD3MGPAW/3PKCC58
8JMKD3MGPEW34M/4742MCS
Citing Item Listsid.inpe.br/sibgrapi/2017/09.12.13.04 7
sid.inpe.br/banon/2001/03.30.15.38.24 2
Host Collectionsid.inpe.br/banon/2001/03.30.15.38
6. Notes
Empty Fieldsarchivingpolicy 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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