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geodma [2017/04/03 14:22]
raian [Manuals]
geodma [2019/01/21 09:55]
tkorting [Articles using GeoDMA]
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 +====== GeoDMA - Geographic Data Mining Analyst ======
 +GeoDMA is a toolbox for integrating remote sensing imagery analysis methods with data mining techniques producing a user-centered,​ extensible, rich computational environment for information extraction and knowledge discovery over large geographic databases.
  
 +{{:​thales:​logo2017.png?​300|}}
 +
 +===== Downloads =====
 +^ Release ^ TerraView Version ^ Date ^ Download link  ^ Release Notes ^
 +|Releases compatible to TerraLib 5 -> //watch [[http://​wiki.dpi.inpe.br/​doku.php?​id=geodma#​how_to_install_geodma_in_terraview_5|30sec video (below)]] to learn how to install GeoDMA 2.0.0// |||||
 +| GeoDMA 2.0.0 beta source-code | [[http://​www.dpi.inpe.br/​terralib5/​download/​download.php?​FileName=TerraView-5.4.0-win64.exe|5.4.0 ]] | Nov, 21, 2018 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma-develop-2018-11-21-11-03.tar.gz|geodma-develop-2018-11-21-11-03.tar.gz ]] | This file contains the source-code for version 2.0.0. To download the latest source-code please check '​[[geodma_2:​build_inst|Building and Configuring GeoDMA]]'​. |
 +| GeoDMA 2.0.0 beta | [[http://​www.dpi.inpe.br/​terralib5/​download/​download.php?​FileName=TerraView-5.3.3-win64.exe|5.3.3 ]] | Aug, 29, 2018 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma-2.0.0-beta-setup.exe|geodma-2.0.0-beta-setup.exe ]] | This is the first beta version, compatible to the original TerraView |
 +| GeoDMA 2.0.0 alpha 3 | [[http://​www.dpi.inpe.br/​terralib5/​download/​download.php?​FileName=TerraView-5.3.1-win64.exe|5.3.1 ]] | May, 7, 2018 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma-2.0.0-alpha3-setup.exe|geodma-2.0.0-alpha3-setup.exe ]] | This is an alpha version, compatible to the original TerraView |
 +| GeoDMA 2.0.0 alpha 2 | 5.2.2 | Nov, 6, 2017 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma-2.0.0-alpha2-setup.exe|geodma-2.0.0-alpha2-setup.exe ]] | This is an alpha version. It requires a specific version of Terraview 5, downloadable from [[http://​www.dpi.inpe.br/​terralib5/​download/​download.php?​FileName=TerraView-5.2.2-win64.exe|this link ]] |
 +| GeoDMA 2.0.0 alpha | 5.2.1 | June, 14, 2017 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma2.0.0-alpha_setup.exe|geodma2.0.0-alpha_setup.exe ]] | This is an alpha version. It requires a specific version of Terraview 5, downloadable from [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=TerraView-5.2.1-win64-release-5.2-2017-06-13_21-52.exe|this link ]] |
 +|Releases compatible to TerraLib 4|||||
 +| GeoDMA 0.2.2a | 4.2.2 | December, 07, 2015 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​Terraview%204.2.2/​install_geodma-0.2.2a.exe/​download|install_geodma-0.2.2a.exe ]] | |
 +| GeoDMA 0.2.2 | 4.2.2 | March, 27, 2014 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​Terraview%204.2.2/​install_geodma-0.2.2.exe/​download|install_geodma-0.2.2.exe ]] | This is the first version GeoDMA installer, compatible with TerraView 4.2. |
 +| GeoDMA 0.2.1 | 4.0.0 | April, 12, 2011 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%204.0.0/​GeoDMA_021.zip/​download|GeoDMA_021.zip ]] | |
 +| GeoDMA 0.2.0 | 4.0.0 | March, 17, 2011 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%204.0.0/​GeoDMA_020.zip/​download|GeoDMA_020.zip ]] | This is the first version compatible with TerraLib 4. |
 +|Releases compatible to TerraLib 3|||||
 +| GeoDMA 0.1.9 | 3.5.0 | November, 05, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.5.0/​GeoDMA_019.zip/​download|GeoDMA_019.zip ]] | |
 +| GeoDMA 0.1.8 | 3.5.0 | October, 21, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.5.0/​GeoDMA_018.zip/​download|GeoDMA_018.zip ]] | |
 +| GeoDMA 0.1.7 | 3.5.0 | August, 04, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.5.0/​GeoDMA_017.zip/​download|GeoDMA_017.zip ]] | |
 +| GeoDMA 0.1.6 | 3.4.0 | May, 26, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.4.0/​GeoDMA_016.zip/​download|GeoDMA_016.zip ]] | |
 +| GeoDMA 0.1.5 | 3.3.1 | May, 11, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.1/​GeoDMA_015.zip/​download|GeoDMA_015.zip ]] | |
 +| GeoDMA 0.1.4 | 3.3.1 | March, 11, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.1/​GeoDMA_014.zip/​download|GeoDMA_014.zip ]] | |
 +| GeoDMA 0.1.3 | 3.3.0 | October, 29, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.0/​GeoDMA_013.zip/​download|GeoDMA_013.zip ]] | |
 +| GeoDMA 0.1.2 | 3.3.0 | September, 16, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.0/​GeoDMA_012.zip/​download|GeoDMA_012.zip ]] | |
 +| GeoDMA 0.1.1 | 3.3.0 | August, 27, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.0/​GeoDMA_011.zip/​download|GeoDMA_011.zip ]] | |
 +| GeoDMA 0.1.0 | 3.3.0 | July, 31, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.0/​GeoDMA_010.zip/​download|GeoDMA_010.zip ]] | |
 +| GeoDMA 0.0.9 | 3.2.0 | May, 12, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.2.0/​GeoDMA_009.zip/​download|GeoDMA_009.zip ]] | |
 +| GeoDMA 0.0.8 | 3.2.0 | April, 7, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.2.0/​GeoDMA_008.zip/​download|GeoDMA_008.zip ]] | |
 +| GeoDMA 0.0.7 | 3.2.0 | April, 7, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.2.0/​GeoDMA_007.zip/​download|GeoDMA_007.zip ]] | This is considered the first version published at [[http://​sourceforge.net/​]]|
 +
 +==== How to install GeoDMA in TerraView 5? ====
 +
 +It is easy and straightforward. After downloading/​installing TerraView 5 in your computer, follow the instructions of this 35 seconds video:
 +
 +{{:​thales:​geodma-2-instalation.mp4?​800|}}
 +
 +===== Description =====
 +The toolbox integrates the following techniques: ​
 +
 +  * image segmentation ​
 +  * feature extraction and selection ​
 +  * classification ​
 +  * landscape-based metrics ​
 +  * multi-temporal methods for change detection ​
 +  * spatial data mining with decision-tree based strategies ​
 +  * simulation methods to accuracy assessment ​
 +
 +GeoDMA is developed in C++ under the //Free and Open Source Software// (FOSS) foundation, and works as a plugin for [[http://​www.dpi.inpe.br/​terraview|TerraView]] GIS. 
 +
 +===== Applications =====
 +
 +GeoDMA has already been used to classify deforestation dynamics in Brazilian Amazonia. ​
 +
 +{{thales:​deforestation_dynamics_geodma.png?​300|}}
 +
 +GeoDMA works also with high spatial resolution urban imagery. ​
 +
 +{{thales:​urban_classification_geodma.png?​300|}}
 +
 +The system'​s workflow is the following: ​
 +
 +{{thales:​geodma_diagram.png?​300|}}
 +
 +===== People =====
 +
 +  * Thales Sehn Körting, project manager
 +  * Leila Maria Garcia Fonseca ​
 +  * Emiliano Ferreira Castejon
 +==== Collaborators ====
 +
 +  * Maria Isabel Sobral Escada ​
 +  * Antônio Miguel Vieira Monteiro ​
 +
 +==== External Partners ====
 +
 +  * Marcelino Pereira dos Santos Silva 
 +  * Alexandre Noma 
 +
 +==== Source-code contributions =====
 +
 +  * Raian Vargas Maretto
 +  * Márcio Azeredo ​
 +  * Alexandre Copertino Jardim ​
 +  * Maurício de Paulo 
 +  * Ewerton Ribeiro
 +
 +===== Documentation =====
 +
 +==== Manuals ====
 +
 +  * [[geodma_2:​features|Features description]]
 +  * [[geodma_2:​build_inst|Building and Configuring]]
 +
 +==== Presentations ====
 +
 +  * GeoDMA: A toolbox integrating data mining with object-based and multi-temporal analysis of satellite remotely sensed imagery. http://​bit.ly/​slides-thales - PhD thesis in Remote Sensing program (INPE) from Thales Sehn Körting, presented in August, 20th, 2012. 
 +  * Classification of remote sensing images with GeoDMA - Geographic Data Mining Analyst [[http://​wiki.dpi.inpe.br/​lib/​exe/​fetch.php?​id=thales&​cache=cache&​media=thales:​geodma_for_image_classification.pdf|(pdf)]] - Presentation at the "Short Meeting with Prof. Randolph Franklin"​.
 +  * Interpreting Images with GeoDMA [[http://​www.dpi.inpe.br/​~tkorting/​docs/​korting2010interpreting.pptx|ppt]] - Presentation at GEOBIA 2010. 
 +  * GeoDMA - discovering patterns from spatio-temporal data [[http://​www.dpi.inpe.br/​~tkorting/​docs/​korting2009geodma.pdf|(pdf)]] - Presentation at the "​Mini-Colloquium with Dr. Max Egenhofer"​.
 +  * [[http://​www.youtube.com/​v/​zelQJ0g3fMk|GeoDMA video]]
 +  * Geographical Data Mining - Presentation at the "Joint Research Seminar - GISciente for Dynamic"​ [[http://​www.dpi.inpe.br/​geodma/​documentos/​publicacoes/​geodma_presentation.pps|(ppt)]]
 +
 +==== References ====
 +
 +How to reference software GeoDMA in your paper? ​
 +
 +**GeoDMA <version number>​**. São José dos Campos, SP: Brazil'​s National Institute for Space Research (INPE), 2011. Available at <​http://​www.dpi.inpe.br/​geodma>​. Accessed in yyyy/​mm/​dd. ​
 +
 +==== Articles about GeoDMA =====
 +
 +  * Körting, T.S., Fonseca, L.M.G., Câmara, G. [[http://​www.sciencedirect.com/​science/​article/​pii/​S0098300413000538|GeoDMA - Geographic Data Mining Analyst]]. **Computers & Geosciences**. 2013. 
 +  * Körting, T.S., Fonseca, L.M.G., Câmara, G. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​korting2010interpreting.pdf|Interpreting images with GeoDMA]]. Geographic Object-Based Image Analysis (GEOBIA). Ghent, Belgium. 2010. 
 +  * Körting, T.S., Fonseca, L.M.G., Escada, M.I.S., Câmara, G. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​Korting2009b.pdf|GeoDMA - Um sistema para mineração de dados de sensoriamento remoto]]. XIV SBSR. Natal, RN, Brazil. 2009. 
 +  * Körting, T.S., Fonseca, L.M.G., Escada, M.I.S., Silva, F.C., Silva, M.P.S. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​Korting2008d.pdf|GeoDMA - A novel system for spatial data mining]]. Data Mining Workshops, 2008. ICDMW '08. IEEE International Conference on. Pisa, Italy. 2008. 
 +
 +
 +==== Articles using GeoDMA ====
 +
 +If you have some paper whose results were produced with GeoDMA, [[thales.korting@inpe.br|please share with us]].
 +
 +  * Wallace, L., Saldias, D.S., Reinke, K., Hillman, S., Hallyu, B. Jones, S. [[https://​www.sciencedirect.com/​science/​article/​pii/​S1470160X18309774|Using orthoimages generated from oblique terrestrial photography to estimate and monitor vegetation cover]]. Ecological Indicators, v. 101, p. 91-101. 2019.
 +  * Maciel, A.M., Silva, M.P.S., Escada, M.I.S., França, F.S. [[http://​data.ime.usp.br/​sbbd2012/​artigos/​pdfs/​sbbd_shp_26.pdf|Uma Metodologia para Descoberta de Relacionamentos Frequentes Entre Dados Espaciais de Desmatamento Usando Mineração de Grafos]]. Simpósio Brasileiro de Bancos de Dados, SBBD. São Paulo, Brazil. 2012. 
 +  * Pinho, C.M.D., Fonseca, L.M.G., Körting, T.S., Almeida, C.M., Kux, H.J.H. [[https://​www.researchgate.net/​publication/​254314186_Land-cover_classification_of_an_intra-urban_environment_using_high-resolution_images_and_object-based_image_analysis?​ev=srch_pub|Land-cover classification of an intra-urban environment using high-resolution images and object-based image analysis]]. **International Journal of Remote Sensing**, 2012. 
 +  * Meneghetti, G., Rodrigues, C. S. [[http://​mtc-m18.sid.inpe.br/​col/​sid.inpe.br/​mtc-m18/​2012/​05.18.17.13/​doc/​113.pdf|Object-oriented classification in urban areas using GeoDMA plugin]]. Geographic Object-Based Image Analysis (GEOBIA). Rio de Janeiro, Brazil. 2012. 
 +  * Sousa, W., Bandeira, C., Ribeiro, E., Castro, A., Bustos, H., Silva, M.P.S. [[http://​mtc-m18.sid.inpe.br/​col/​sid.inpe.br/​mtc-m18/​2012/​05.17.18.39/​doc/​154.pdf|Monitoring of desertification processes through trend estimates of time series]]. Geographic Object-Based Image Analysis (GEOBIA). Rio de Janeiro, Brazil. 2012. 
 +  * Maciel, A.M., França, F.S., Silva, M.P.S. [[http://​mtc-m18.sid.inpe.br/​col/​sid.inpe.br/​mtc-m18/​2012/​05.15.19.08/​doc/​051.pdf|Discovery of frequent correlations among deforestation objects using graph mining]]. Geographic Object-Based Image Analysis (GEOBIA). Rio de Janeiro, Brazil. 2012. 
 +  * Saito, E.A., Fonseca, L.M.G., Escada, M.I.S., Körting. T.S. [[http://​www.rbc.ufrj.br/​_pdf_63_2011/​63_03_8.pdf|Efeitos da mudança de escala em padrões de desmatamento na Amazônia]]. **Revista Brasileira de Cartografia**,​ 63, 401-414. 2011. 
 +  * Gavlak, A.A., Escada, M.I.S., Monteiro, A.M.V. [[http://​www.ltid.inpe.br/​sbsr2011/​files/​p1188.pdf|Dinâmica de padrões de mudança de uso e cobertura da terra na região do Distrito Florestal Sustentável da BR-163]]. XV SBSR. Curitiba, Brazil. 2011. 
 +  * Saito, E. A., Escada, M.I.S., Fonseca, L. M. G., Körting, T.S. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​saito2011analise.pdf|Análise de padrões de desmatamento e trajetória de padrões de ocupação humana na Amazônia usando técnicas de mineração de dados]]. XV SBSR. Curitiba, Brazil. 2011. 
 +  * Sato, L.Y., Martins, F.S.R.V., Cantinho, R.Z., Körting, T.S., Fonseca, L.M.G., Almeida, C., Valeriano, D.M. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​sato2011classificacao.pdf|Classificação de áreas exploradas por sistema de corte seletivo na Amazônia]]. XV SBSR. Curitiba, Brazil. 2011. 
 +  * Saito, E.A., Körting, T.S., Fonseca, L.M.G., Escada, M.I.S. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​saito2010mineracao.pdf|Mineração em Dados Espaciais de Desmatamento do Prodes Utilizando Métricas da Paisagem: Caso de Estudo Município de Novo Progresso - PA]]. III SIMGEO. Recife, Brazil. 2010. 
 +  * Pinho, C.M.D., Silva, F.C., Fonseca, L.M.G., Monteiro, A.M.V. [[http://​www.isprs.org/​proceedings/​XXXVII/​congress/​7_pdf/​4_WG-VII-4/​40.pdf|Urban Land Cover Classification from High-Resolution Images Using the C4.5 Algorithm]]. XXI Congress of the International Society for Photogrammetry and Remote Sensing, Pequim, 2008. 
 +  * Silva, M.P.S, Câmara, G. Escada, M.I.S., Souza, R.C.M. [[http://​www.dpi.inpe.br/​gilberto/​papers/​rs_mining.pdf|Remote Sensing Image Mining: Detecting Agents of Land Use Change in Tropical Forest Areas]]. **International Journal of Remote Sensing**, 2007. 
 +
 +====== For GeoDMA 0.2 and previous versions ======
 +
 +==== Source Code ====
 +
 +GeoDMA is free software, developed using [[http://​www.terralib.org|TerraLib library]]. It works as a plugin for [[http://​www.dpi.inpe.br/​terraview|TerraView]],​ also free software. If you want to download the source code of GeoDMA, try the following: ​
 +
 +  * Download TerraLib 4, TerraView and GeoDMA sources using SVN 
 +
 +    <​https://​svn.dpi.inpe.br/​terralib/​trunk/>​
 +
 +  * Use Cmake to create your building files (Windows or Linux) ​
 +    ​
 +    /​path/​to/​terralib/​trunk/​build/​cmake/​
 +
 +We are currently using Microsoft Visual Studio 2010 with QT 3.2 to compile GeoDMA in Windows, and gcc to compile in Linux. More information about compilation issues, please visit http://​www.terralib.org/​. ​
 +
 +==== Manuals ====
 +  * [[geodma:​manual_02|GeoDMA 0.2 user manual]]
 +  * [[geodma:​features|Features description (GeoDMA 0.2)]]

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