Divisão de Observação da Terra e Geoinformática

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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 2.0.5 beta | [[http://www.dpi.inpe.br/geodma/download/download.php?FileName=TerraView-5.7.1-win64.exe|5.7.1]] | Aug, 30, 2024 | [[http://www.dpi.inpe.br/geodma/download/download.php?FileName=geodma-2.0.5-beta-setup.exe|geodma-2.0.5-beta-setup.exe ]] |  |
| GeoDMA 2.0.4 beta | [[http://www.dpi.inpe.br/terralib5/download/download.php?FileName=TerraView-5.6.5-win64.exe|5.6.5]] | Aug, 11, 2023 | [[http://www.dpi.inpe.br/geodma/download/download.php?FileName=geodma-2.0.4-beta-setup.exe|geodma-2.0.4-beta-setup.exe ]] |  |
| GeoDMA 2.0.3 beta | [[http://www.dpi.inpe.br/terralib5/download/download.php?FileName=TerraView-5.6.1-win64.exe|5.6.1]] | Mar, 24, 2021 | [[http://www.dpi.inpe.br/geodma/download/download.php?FileName=geodma-2.0.3-beta-setup.exe|geodma-2.0.3-beta-setup.exe ]] |  |
| GeoDMA 2.0.1 beta | [[http://www.dpi.inpe.br/terralib5/download/download.php?FileName=TerraView-5.5.1-win64.exe|5.5.1]] | Aug, 4, 2020 | [[http://www.dpi.inpe.br/geodma/download/download.php?FileName=geodma-2.0.1-beta-setup.exe|geodma-2.0.1-beta-setup.exe ]] | This is the second beta version, compatible to the original TerraView |
| 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 //ONLY 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]].

  * Silva, N. O., Falcão, E.C. [[http://urlib.net/ibi/8JMKD3MGP6W34M/3U6KSQS|Análise orientada a objetos geográficos, através de árvore de decisão, para classificação da cobertura do solo, no semiárido da Paraíba]] **Anais do XIX SBSR**. 2019.
  * Gonçalves, V.P., Ribeiro, E.A.W., Imai, N.N. [[https://doi.org/10.3390/rs14122805|Mapping Areas Invaded by Pinus sp. from Geographic Object-Based Image Analysis (GEOBIA) Applied on RPAS (Drone) Color Images]] **Remote Sensing**, v. 14, 2805. 2022.
  * Assis, T., Escada, M., Amaral, S. [[https://doi.org/10.3390/land10040352|Effects of Deforestation over the Cerrado Landscape: A Study in the Bahia Frontier]] **Land**, v. 10, 352. 2021.
  * Yanai, A., Paulo, G., Escada, M., Ziccardi, L., Fearnside, P. [[https://doi.org/10.1016/j.jenvman.2020.110555|Deforestation dynamics in Brazil's Amazonian settlements: Effects of land-tenure concentration]] **Journal of Environmental Management**, v. 268, 15. 2020.
  * Josselin, D., Louvet, R. [[https://www.mdpi.com/2220-9964/8/3/156/htm|Impact of the Scale on Several Metrics Used in Geographical Object-Based Image Analysis: Does GEOBIA Mitigate the Modifiable Areal Unit Problem (MAUP)?]] **International Journal of Geo-Information**, v. 8, 156. 2019.
  * Dutra, A. Shimabukuro, Y. Escada, M.I. [[https://www.mdpi.com/2504-3900/2/7/356|Data Mining Using NDVI Time Series Applied to Change Detection]], **Proceedings**, v. 2, 356. 2018.
  * Prudente, V.R., Silva, B., Johann, J., Mercante, E., Oldoni, L. [[http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-69162017000501015|Comparative assessment between per-pixel and object-oriented for mapping land cover and use]], **Journal of the Brazilian Association of Agricultural Engineering**, v. 37, 1015-1027. 2017.
  * 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)]]