sits - Version v1.5.3

What's new in SITS version 1.5.3

• Introduce a Python API for SITS (pysits)
• New version of the documentation on code and SITS Book
• Implement SAR texture measures based on co-occurrence matrices
• Refactor MPC token generation
• Introduce sits_roi_to_tiles function
• Add support for HLS collection from MPC
• Support for TERRASCOPE products WORLD COVER and WORLD CEREAL
• Support for Open Geo Hub Harmonized Landsat collection
• Review sits_get_data() implementation
• Improvements in sits_mosaic()
• Fix sits_clean() multicores operations
• Add WebGL as default engine in sits_view() using leafgl
• Review CDSE implementation to support OpenSearch and STAC endpoints
• Improve speed in sits_summary() and sits_stratified sampling
• Fix problems in sits_regularize()
• Include label parameter on sits_select()
• General bug fixes

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Published by M3nin0 7 months ago

sits - Version 1.5.2

What's new in SITS version 1.5.2

• Include exclusion_mask parameter in sits_classify() and sits_smooth()
• Support classification data cubes with NA values
• Support for multiple tiling system in sits_regularize(), including MGRS and Brazil Data Cube grids
• Review sits_merge() implementation to better handle multiple scenario cases
• Support roi when plotting data cubes
• Refactor sits_cube_copy() to improve timeout handling and efficiency
• Include filtering by tiles in regularization operation
• Include start and end dates for each collection in sits_list_collections()
• Add support to SpatExtent object from terra as roi in sits_cube()
• Update crs usage in sits_get_data() to support WKT
• Implement Sakoe-Chiba approximation for DTW algorithm
• Support for tmap version 4.0
• Enhance performance and usability in visualization functions
• Enhance sits_classify() performance with segments classification
• Support for interactive visualization with SOM samples
• General bug fixes

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Published by OldLipe about 1 year ago

sits - Version 1.5.1

What's new in SITS version 1.5.1

• Support for ESA World Cover map
• Support for Digital Earth Australia products
• Support for Digital Earth Africa geomedian products
• Support for PLANET Mosaic products
• Improve .netrc access to Harmonized Landsat-Sentinel cubes with earthdatalogin package
• Use ROI to cut data cube after mosaic operation
• Support for raster and vector classification using DEM as base cubes
• Convert from httr package to httr2 package
• Remove deprecated class to purrr::map_dfc, purrr::map_dfr and similar
• Fix tuning for torch models
• Add geometry validation when extracting time series
• Add multicores processing support for active learning sampling methods
• Remove tapply from .reg_cube_split_assets() for R 4.X compatibility
• Fix sits_merge() function that was not merging SAR and OPTICAL cubes
• In models API, the n_input_pixels parameter was renamed back to input_pixels for compatibility with models trained in old versions of the package
• Fix torch usage in Apple M3
• Fix date parameter usage in sits_view()
• Improve plot() performance using raster overviews

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Published by M3nin0 over 1 year ago

sits - Version 1.5.0-1

Hotfix version 1.5.0-1

• Add multicores processing support for active learning sampling methods
• Remove tapply from .reg_cube_split_assets() for R 4.X compatibility
• Fix sits_merge() function that was not merging SAR and OPTICAL cubes
• Rename ninputpixels back to input_pixels for compatibility with models trained in old versions of the package
• Fix torch usage in Apple M3 by turning off MPS technology
• Fix date parameter usage in sits_view()
• Improve plot() performance using raster overviews
• Include support for PLANET Mosaic product

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Published by OldLipe almost 2 years ago

sits - Version 1.5.0

What's new in SITS version 1.5.0

• Include dtw distance when building SOM maps
• Support for SENTINEL-1-RTC and SENTINEL-2-L2A in CDSE
• Include support for DEA products SENTINEL-1-RTC, LS5-SR, LS7-SR, LS9-SR, ALOS-PALSAR-MOSAIC, NDVI ANOMALY, DAILY CHIRPS, MONTHLY CHIRPS and DEM-30
• Support for Sentinel-1 GRD and RTC collections from Planetary Computer
• Include parameter tile to select data from Sentinel-1 (MPC)
• Include parameter tile to select data from Sentinel-1 and Sentinel-2 (DEAFRICA)
• Include parameter tile to select data from HLS collections
• Improved support for GPU-based classification of deep learning models
• Support for non-normalized derived indexes
• Support for shapefiles as ROI in sits_cube()
• Fix inconsistencies in HLS scale factors
• New function to obtain ROI based on MGRS tiles
• Add support for uncertainty cubes in sits_mosaic()
• Improve performance of sits_segment() using chunk parallelization
• Include uncertainty measures for vector probability cubes
• New sits_clean() function to improve classified maps
• New functions sits_sampling_design() and sits_stratified_sampling()
• New sits_reduce() function

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Published by OldLipe almost 2 years ago

sits - Version 1.4.2-3

Hotfix version 1.4.2-3

• Fix font download in package initialization

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Published by OldLipe about 2 years ago

sits - Version 1.4.2-2

Hotfix version 1.4.2-2

• Fix integer overflow bug in sits_classify() segments

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Published by OldLipe about 2 years ago

sits - Version 1.4.2-1

Hotfix version 1.4.2-1

• Fix crs bug in sits_apply()
• Update file name in clean feature
• Fix time series extraction bug with segments
• Fix examples

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Published by OldLipe over 2 years ago

sits - Version 1.4.2

What's new in SITS version 1.4.2

• Support for vector data cubes, including visualisation
• Object-based time series analysis using spatio-temporal segmentation
• Improved support for GPU usage when running deep learning algorithms
• New function to clean values by modal filter in classified images
• Added experimental support for Sentinel-1 images available on MPC
• Summary function now includes cloud cover information
• General bug fixes

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Published by OldLipe over 2 years ago

sits - Version 1.4.1

What's new in SITS version 1.4.1

• Updated access to collections in Brazil Data Cube, HLS, and AWS
• Corrected errors in labelling of classified cubes
• Created a factory of functions for segmentation

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Published by OldLipe over 2 years ago

sits - Version 1.4.0

What's new in SITS version 1.4.0

• New function for image segementation based on supercells package
• New version of sits_get_data() to extract average values of time series based on segments
• Support for Harmonized Landsat Sentinel (HLS) collections from NASA
• Support for probability cubes and uncertainty cubes in sits_view()
• New summary() function to show details of data cubes and time series tibbles
• General big fixes

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Published by OldLipe over 2 years ago

sits - Version 1.3.0

What's new in SITS version 1.3.0

• Remove NOTES and WARNINGS pointed out by CRAN
• New sits_mosaic() function for improving visualization of large data sets
• Add support to cubes with no cloud coverage information in sits_regularize()
• Improve sits_cube_copy() for downloading data from the internet
• Tested and validated GPU support for deep learning models in sits
• Added multithread support for deep learning models in sits_train()
• Improve sits_combine_predictions()
• Remove dependencies on data.table package
• Organize and clean internal APIs
• General bug fixes

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Published by rolfsimoes almost 3 years ago

sits - Version 1.2.0-4

Hotfix version 1.2.0-4

• Fix issue #918

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Published by rolfsimoes about 3 years ago

sits - Version 1.2.0-3

Hotfix version 1.2.0-3

• Fix stars proxy bug (issue #902)
• Fix purrr cross deprecation
• Fix ggplot2 aes_string deprecation

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Published by rolfsimoes about 3 years ago

sits - Version 1.2.0-1

Hotfix version 1.2.0-1

• Fix sits_som_clean_samples() bug (issue #890)

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Published by rolfsimoes about 3 years ago

sits - Version 1.2.0

New features in SITS version 1.2.0

• sits_get_data() can be used to retrieve samples in classified cube
• Support for mixture models (sits_mixture_model())
• Joining cubes in a mosaic (sits_mosaic_cubes())
• Extract the trained ML model (sits_model())
• Downloading and copying data cubes (sits_cube_copy())
• Combine prediction by average and entropy (sits_combine_predictions())
• Significant performance improvement when working with COG files
• Allow plot of confusion matrix (sits_plot)
• Support for operations on CLOUD band in sits_apply()
• Bug fixes and internal re-engineering for better code maintenance

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Published by rolfsimoes over 3 years ago

sits - Version 1.1.0

What's changed in SITS version 1.1.0

• Introduced support to kernel functions in sits_apply
• Introduced new function sits_mixture_model for spectral mixture analysis
• Support for the Swiss Data Cube (swissdatacube.org)
• Support for mosaic visualization in sits_view
• Introduced new function sits_as_sf to convert sits objects to sf
• Export images as COG in sits_regularize
• Add roi parameter in sits_regularize function
• Add crs parameter in sits_get_data
• Change Microsoft Planetary Computer source name to "MPC"
• Fix several bugs and improve performance

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Published by rolfsimoes over 3 years ago

sits - Version 1.0.0

Available on CRAN Changes to match the package to CRAN standards Update documentation

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Published by rolfsimoes almost 4 years ago

sits - Version 0.17.0

What's changed

• Introduced new classifier model sits_lighttae() (Lightweight Temporal Self-Attention)
• Introduced sits_uncertainty_sampling() for active learning
• Introduced sits_confidence_samples() for semi-supervised learning
• Introduced sits_geo_dist() to generate samples-samples and samples-predicted plot
• Introduced sits_tuning() for random search of machine learning parameters
• Introduced sits_reduce_imbalance() function to balance class samples
• Introduced sits_as_sf() to convert a sits tibble to a sf object
• Support to torchopt deep learning optimizer package
• New types of sits_uncertainty(): least confidence and margin of confidence
• Implement parallel processing for sits_kfold_validate()
• Change data to samples in sits machine learning classifiers (NOTE: models trained in previous versions is no longer supported)
• Change deep learning functions to snake case
• Remove file parameter in sits_get_data() function
• Update documentation
• Improve several internal functions performances
• Fix several bugs

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Published by rolfsimoes almost 4 years ago

sits - Version 0.16.3

What's changed

• reimplemented all deep learning functions using torch package and remove keras dependence
• Introduced sits_TAE() classification model
• Introduced sits_lightgbm() classification model
• Simplified sits_regularize() parameters
• Improve sits_regularize() to reach production level quality
• Improve sits_regularize() to use C++ internal functions
• Include improved version of gdalcubes
• Improve sits_cube() to open results cube
• Update plot() parameters on raster cubes
• Support multi-tile for classified cube in sits_view()

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Published by rolfsimoes almost 4 years ago

sits - Version 0.16.2

What's Changed

• Improve sits_get_data() to accept tibbles
• Remove multiples progress bar from sits_cube()
• Improve sits_regularize() to process in parallel by tiles, bands, and dates
• Improve sits_regularize() to check malformed files

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Published by OldLipe about 4 years ago

sits - Version 0.16.1

What's Changed

• fix AWS environment variables
• add resume feature and fault tolerance in sits_apply() function

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Published by OldLipe about 4 years ago

sits - Version 0.16.0-1

What's Changed

• hotfix sits_cube() function to tolerate malformed paths from STAC service;

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Published by rolfsimoes about 4 years ago

sits - Version 0.16.0

What's Changed

• Include sits_apply() function to generate new bands from existing ones;
• Improve sits_accuracy() function to work with multiple cubes;
• Add band parameter to sits_view()
• Introduce sits_uncertainty() function to provide uncertainty measure to probability maps;
• Improve sits_regularize() by taking least cloud cover by default method to compose images
• Bug fixes;

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Published by rolfsimoes about 4 years ago

sits - Version 0.15.1-1

What's Changed

• Hotfix in sits_regularize function by @OldLipe in https://github.com/e-sensing/sits/pull/485

Full Changelog: https://github.com/e-sensing/sits/compare/v0.15.1...v0.15.1-1

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Published by rolfsimoes over 4 years ago

sits - Version 0.15.1

What's Changed

• fix bug in sits_plot cube by @OldLipe in https://github.com/e-sensing/sits/pull/439
• Fix bugs in v0.15.0 by @OldLipe in https://github.com/e-sensing/sits/pull/442
• Pre release 0.15.0-1 by @rolfsimoes in https://github.com/e-sensing/sits/pull/443
• Hotfix in ellipsis parameter not being passed to sits_cube by @OldLipe in https://github.com/e-sensing/sits/pull/446
• fix bug #445 by @rolfsimoes in https://github.com/e-sensing/sits/pull/447
• Hotfix/config by @rolfsimoes in https://github.com/e-sensing/sits/pull/452
• Merge master (hotfix) by @rolfsimoes in https://github.com/e-sensing/sits/pull/453
• Support sits_timeline() to sits model objects by @rolfsimoes in https://github.com/e-sensing/sits/pull/455
• Full Support to Microsoft Planetary computer by @OldLipe in https://github.com/e-sensing/sits/pull/467
• Pre-release 0.15.1 by @rolfsimoes in https://github.com/e-sensing/sits/pull/476
• Pre-release 0.15.1 by @OldLipe in https://github.com/e-sensing/sits/pull/477

Full Changelog: https://github.com/e-sensing/sits/compare/v0.15.0...v0.15.1

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Published by rolfsimoes over 4 years ago

sits - Version 0.15.0-4

What's Changed

• fix bug #445 by @rolfsimoes in https://github.com/e-sensing/sits/pull/447

Full Changelog: https://github.com/e-sensing/sits/compare/v0.15.0-2...v0.15.0-4

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Published by rolfsimoes over 4 years ago

sits - Version 0.15.0-3

What's Changed

• fix bug #445 by @rolfsimoes in https://github.com/e-sensing/sits/pull/447

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Published by rolfsimoes over 4 years ago

sits - Version 0.15.0-2

• Fix bug that does not allow users inform HTTP headers to access private collections by @rolfsimoes in #446
• Update drone version by @OldLipe in #444

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Published by OldLipe over 4 years ago

sits - Version 0.15.0-1

What's Changed

• Dev by @rolfsimoes in https://github.com/e-sensing/sits/pull/406
• sits cube copy bug by @OldLipe in https://github.com/e-sensing/sits/pull/403
• Add support to usgs cube and bitmask in gdalcubes by @OldLipe in https://github.com/e-sensing/sits/pull/423
• Fix smooth bug and remove sitslabelmajority by @OldLipe in https://github.com/e-sensing/sits/pull/426
• update README by @OldLipe in https://github.com/e-sensing/sits/pull/427
• Update tests by @OldLipe in https://github.com/e-sensing/sits/pull/428
• update NEWS and format code by @OldLipe in https://github.com/e-sensing/sits/pull/429
• update README by @OldLipe in https://github.com/e-sensing/sits/pull/430
• Remove S2_10-1 collection and fix typo by @OldLipe in https://github.com/e-sensing/sits/pull/437
• Pre-release v0.15.0 by @rolfsimoes in https://github.com/e-sensing/sits/pull/431
• fix bug in sits_plot cube by @OldLipe in https://github.com/e-sensing/sits/pull/439

Full Changelog: https://github.com/e-sensing/sits/compare/v0.14.1-1...v0.15.0-1

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Published by rolfsimoes over 4 years ago

sits - Version 0.15.0

• Support for regularization of collections in DEAFRICA and USGS improvement
• Collection S2_10_16D_STK-1 removed from BDC source in config file
• Add a color for NoClass label improvement
• Change mapview to leaflet package
• Standardize cube creation parameters
• Remove CLASSIFIED and PROBS sources from config file
• Change minimal version requirement of terra package to 1.4-11
• Update sits_list_collections() to indicate open data collection
• Geographical visualization of samples
• Remove dependencies on packages ptw, signal and MASS
• Add support to open_data collections in config file
• Change default output_dir parameter
• Remove sits_cube_clone() function
• Plot RGB images from raster cubes
• Fixed error in sits_select() for bands in raster cube
• Update examples in demo
• Support open data collections of DEAFRICA and AWS
• Support USGS STAC Landsat 8 catalog
• User can provide resampling method to sits_regularize() function
• Add support to open data collections on 'AWS' source
• Remove OPENDATA source
• Update documentation
• Resolve ambiguity in "bands" parameter for data cubes
• Remove "sits_bands" assignment function
• Include "labels" information only on probs and labelled data cubes
• Remove S2_10-1 BDC collection from config
• Other bug fixes

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Published by rolfsimoes over 4 years ago

sits - Version 0.14.1-1

• Fix cube generated by sits_regularize(): cannot have "CLOUD" band

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Published by rolfsimoes over 4 years ago

sits - Version 0.14.1

• Implement new function sits_list_collections()
• Update gdalcubes parameters
• Implement .source_bands_resampling()
• Remove name from demo file
• Improve sits_som_clean_samples() function
• Improve sits_bands<-() function
• Improve sits_select() function
• Error in cloud band of CBERS4 data example
• Include a function to list collections available in cloud services
• sitscubecopy() does not include information on the tile
• Get spatial resolution from config file
• Fix partial merge configuration file
• Change bbox to roi in sits

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Published by rolfsimoes over 4 years ago

sits - Version 0.14.0-2

• Fix sits_bbox() function

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Published by rolfsimoes over 4 years ago

sits - Version 0.14.0-1

• Fix duplicate link in AWS STAC

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Published by OldLipe over 4 years ago

sits - Version 0.14.0

• Now the plot of a classified cube requires a legend or a palette if the labels are not in the default sits palette.
• Support for S2-SEN2COR_10_16D_STK-1 BDC collection
• Remove function name from msg in check function
• Add satellite and sensor info in config file
• Remove imager, ranger, proto, and future packages from sits
• Support for different providers to LOCAL sources
• LOCAL source is dynamically built
• Remove sits_cube.local_cube() function parameters satellite and sensor
• Add parameters origin and collection to sits_cube.local_cube() function
• Fix LOCAL source examples and tests
• Add progress bar to sits_classification()

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Published by rolfsimoes over 4 years ago

sits - Version 0.13.1

• Update and add more tests in CI
• Implement new check functions
• Change error and warning messages
• fix deprecated warnings in keras package
• bug fixes

See more in NEWS.md

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Published by rolfsimoes over 4 years ago

sits - Version 0.13.0-3

• Update documentation in Machine Learning methods
• Hotfix bug in neuron labelling

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Published by OldLipe over 4 years ago

sits - Version 0.13.0-2

• Bug fixes in BDC MODIS cube

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Published by OldLipe over 4 years ago

sits - Version 0.13.0-1

• Bug fixes in check STAC bands
• Change Landsat-8 (LC8_30-1) product metadata for BDC source

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Published by OldLipe over 4 years ago

sits - Version 0.13.0

• Create API for source cube
• Update auxiliary functions of the config file
• Update config file
• Add support to others bands values in config file
• Add support to bit mask in USGS cube
• Support to multiples directories in local cubes
• Support for MODIS cloud bands
• Dealing with invalid areas in SITS
• Support for WTSS

See more in NEWS.md

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Published by rolfsimoes over 4 years ago

sits - Version 0.12.0

• Bugs fixed
• Documentation updated
• Support for multiple tile in local cubes
• Improve selection using roi parameter in sits_classify() function

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Published by rolfsimoes over 4 years ago

sits - Version 0.11.1

• bands in local cube are now case insensitive
• LSTM+FCN ML method was removed

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Published by rolfsimoes almost 5 years ago

sits - Version 0.11.0

• Fix of ML methods using Keras
• Change parallel processing
• Introduces 'resume' classification feature
• Some improvements
• Several bug fixes

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Published by rolfsimoes almost 5 years ago

sits - Version 0.10.0

For more information on this release, please, read the NEWS.md file.

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Published by rolfsimoes about 5 years ago

sits - Version 0.9.8

For more information on this release, please, read the CHANGES.rst file.

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Published by gqueiroz about 5 years ago