sits-package

sits

Satellite Image Time Series Analysis
 for Earth Observation Data Cubes

An end-to-end toolkit for land use and land cover classification
using big Earth observation data. Builds satellite image data cubes from cloud collections.
Supports visualization methods for images and time series and
smoothing filters for dealing with noisy time series.
Enables merging of multi-source imagery (SAR, optical, DEM).
Includes functions for quality assessment of training samples using self-organized maps and
to reduce training samples imbalance. Provides machine learning algorithms including support vector machines,
random forests, extreme gradient boosting, multi-layer perceptrons,
temporal convolution neural networks, and temporal attention encoders.
Performs efficient classification of big Earth observation data cubes and includes
functions for post-classification smoothing based on Bayesian inference.
Enables best practices for estimating area and assessing accuracy of land change.
Includes object-based spatio-temporal segmentation for space-time OBIA.
Minimum recommended requirements: 16 GB RAM and 4 CPU dual-core.

Gilberto Camara

Satellite Image Time Series Analysis for Earth Observation Data
Cubes

Rolf Simoes

Felipe Souza

Felipe Carlos

Lorena Santos

Charlotte Pelletier

Estefania Pizarro

Karine Ferreira

Alber Sanchez

Alexandre Assuncao

Daniel Falbel

Gilberto Queiroz

Johannes Reiche

Pedro Andrade

Pedro Brito

Renato Assuncao

Ricardo Cartaxo

sits-package function

The SITS package provides a set of tools for analysis,
visualization and classification of satellite image time series.
It includes methods for filtering, clustering, classification,
and post-processing.

Purpose

Maintainer: Gilberto Camara <a href="/link/gilberto.camara.inpe%40gmail.com?package=sits&version=1.5.4" data-mini-rdoc="sits::gilberto.camara.inpe@gmail.com">gilberto.camara.inpe@gmail.com</a> [thesis advisor]
Authors:<ul>
<li>Rolf Simoes <a href="/link/rolfsimoes%40gmail.com?package=sits&version=1.5.4" data-mini-rdoc="sits::rolfsimoes@gmail.com">rolfsimoes@gmail.com</a></li>
<li>Felipe Souza <a href="/link/felipe.carvalho%40inpe.br?package=sits&version=1.5.4" data-mini-rdoc="sits::felipe.carvalho@inpe.br">felipe.carvalho@inpe.br</a></li>
<li>Felipe Carlos <a href="/link/efelipecarlos%40gmail.com?package=sits&version=1.5.4" data-mini-rdoc="sits::efelipecarlos@gmail.com">efelipecarlos@gmail.com</a></li>
</ul>Other contributors:<ul>
<li>Lorena Santos <a href="/link/lorena.santos%40inpe.br?package=sits&version=1.5.4" data-mini-rdoc="sits::lorena.santos@inpe.br">lorena.santos@inpe.br</a> [contributor]</li>
<li>Charlotte Pelletier <a href="/link/charlotte.pelletier%40univ-ubs.fr?package=sits&version=1.5.4" data-mini-rdoc="sits::charlotte.pelletier@univ-ubs.fr">charlotte.pelletier@univ-ubs.fr</a> [contributor]</li>
<li>Estefania Pizarro <a href="/link/eapizarroa%40ine.gob.cl?package=sits&version=1.5.4" data-mini-rdoc="sits::eapizarroa@ine.gob.cl">eapizarroa@ine.gob.cl</a> [contributor]</li>
<li>Karine Ferreira <a href="/link/karine.ferreira%40inpe.br?package=sits&version=1.5.4" data-mini-rdoc="sits::karine.ferreira@inpe.br">karine.ferreira@inpe.br</a> [contributor, thesis advisor]</li>
<li>Alber Sanchez <a href="/link/alber.ipia%40inpe.br?package=sits&version=1.5.4" data-mini-rdoc="sits::alber.ipia@inpe.br">alber.ipia@inpe.br</a> [contributor]</li>
<li>Alexandre Assuncao <a href="/link/alexcarssuncao%40gmail.com?package=sits&version=1.5.4" data-mini-rdoc="sits::alexcarssuncao@gmail.com">alexcarssuncao@gmail.com</a> [contributor]</li>
<li>Daniel Falbel <a href="/link/dfalbel%40gmail.com?package=sits&version=1.5.4" data-mini-rdoc="sits::dfalbel@gmail.com">dfalbel@gmail.com</a> [contributor]</li>
<li>Gilberto Queiroz <a href="/link/gilberto.queiroz%40inpe.br?package=sits&version=1.5.4" data-mini-rdoc="sits::gilberto.queiroz@inpe.br">gilberto.queiroz@inpe.br</a> [contributor]</li>
<li>Johannes Reiche <a href="/link/johannes.reiche%40wur.nl?package=sits&version=1.5.4" data-mini-rdoc="sits::johannes.reiche@wur.nl">johannes.reiche@wur.nl</a> [contributor]</li>
<li>Pedro Andrade <a href="/link/pedro.andrade%40inpe.br?package=sits&version=1.5.4" data-mini-rdoc="sits::pedro.andrade@inpe.br">pedro.andrade@inpe.br</a> [contributor]</li>
<li>Pedro Brito <a href="/link/pedro_brito1997%40hotmail.com?package=sits&version=1.5.4" data-mini-rdoc="sits::pedro_brito1997@hotmail.com">pedro_brito1997@hotmail.com</a> [contributor]</li>
<li>Renato Assuncao <a href="/link/assuncaoest%40gmail.com?package=sits&version=1.5.4" data-mini-rdoc="sits::assuncaoest@gmail.com">assuncaoest@gmail.com</a> [contributor]</li>
<li>Ricardo Cartaxo <a href="/link/rcartaxoms%40gmail.com?package=sits&version=1.5.4" data-mini-rdoc="sits::rcartaxoms@gmail.com">rcartaxoms@gmail.com</a> [contributor]</li>
</ul>

Author

sits — sits-package

The SITS package provides a set of tools for analysis,
visualization and classification of satellite image time series.
It includes methods for filtering, clustering, classification,
and post-processing.

Maintainer: Gilberto Camara <a href='mailto:gilberto.camara.inpe@gmail.com'>gilberto.camara.inpe@gmail.com</a> [thesis advisor]
Authors:<ul>
<li>Rolf Simoes <a href='mailto:rolfsimoes@gmail.com'>rolfsimoes@gmail.com</a></li>
<li>Felipe Souza <a href='mailto:felipe.carvalho@inpe.br'>felipe.carvalho@inpe.br</a></li>
<li>Felipe Carlos <a href='mailto:efelipecarlos@gmail.com'>efelipecarlos@gmail.com</a></li>
</ul>

Other contributors:<ul>
<li>Lorena Santos <a href='mailto:lorena.santos@inpe.br'>lorena.santos@inpe.br</a> [contributor]</li>
<li>Charlotte Pelletier <a href='mailto:charlotte.pelletier@univ-ubs.fr'>charlotte.pelletier@univ-ubs.fr</a> [contributor]</li>
<li>Estefania Pizarro <a href='mailto:eapizarroa@ine.gob.cl'>eapizarroa@ine.gob.cl</a> [contributor]</li>
<li>Karine Ferreira <a href='mailto:karine.ferreira@inpe.br'>karine.ferreira@inpe.br</a> [contributor, thesis advisor]</li>
<li>Alber Sanchez <a href='mailto:alber.ipia@inpe.br'>alber.ipia@inpe.br</a> [contributor]</li>
<li>Alexandre Assuncao <a href='mailto:alexcarssuncao@gmail.com'>alexcarssuncao@gmail.com</a> [contributor]</li>
<li>Daniel Falbel <a href='mailto:dfalbel@gmail.com'>dfalbel@gmail.com</a> [contributor]</li>
<li>Gilberto Queiroz <a href='mailto:gilberto.queiroz@inpe.br'>gilberto.queiroz@inpe.br</a> [contributor]</li>
<li>Johannes Reiche <a href='mailto:johannes.reiche@wur.nl'>johannes.reiche@wur.nl</a> [contributor]</li>
<li>Pedro Andrade <a href='mailto:pedro.andrade@inpe.br'>pedro.andrade@inpe.br</a> [contributor]</li>
<li>Pedro Brito <a href='mailto:pedro_brito1997@hotmail.com'>pedro_brito1997@hotmail.com</a> [contributor]</li>
<li>Renato Assuncao <a href='mailto:assuncaoest@gmail.com'>assuncaoest@gmail.com</a> [contributor]</li>
<li>Ricardo Cartaxo <a href='mailto:rcartaxoms@gmail.com'>rcartaxoms@gmail.com</a> [contributor]</li>
</ul>

sits-package: sits

Description

Arguments

Purpose

Author

See Also