WorldCereal/worldcereal-classification: WorldCereal classification module v2.6.0

This release marks the transition from a classification system built on Presto embeddings + CatBoost classifier towards a seasonal torch head directly trained on the embeddings.

What's Changed

• Import default seed from prometheo by @kvantricht in github.com
• fix private ref data extractions by @jdegerickx in github.com
• Add the option to have controlled val and test splits by @kvantricht in github.com
• Solve STAC merge conflicts by @cbutsko in github.com
• meteo has to be spatially explicit for prometheo update by @kvantricht in github.com
• Add embeddings as a worldcereal product by @kvantricht in github.com
• Minor improvements by @jdegerickx in github.com
• World cereal description minor change by @tho-hole in github.com
• Expose and document time_explicit in notebook functionality by @kvantricht in github.com
• Add an example notebook on embeddings generation by @kvantricht in github.com
• Configurable job options args for patch-to-point by @cbutsko in github.com
• Added inputs collection based on job manager by @kvantricht in github.com
• Notebooks by @jdegerickx in github.com
• process_parquet bugs by @cbutsko in github.com
• Correct import of MIN_EDGE_BUFFER by @cbutsko in github.com
• Add human labels to training_df by @cbutsko in github.com
• String label columns to training_df by @cbutsko in github.com
• Pin patch-to-point workflow to python 3.8 until it works on python 3.11 by @VincentVerelst in github.com
• Empty DF handling by process_parquet by @cbutsko in github.com
• Notebook updates by @jdegerickx in github.com
• Local inference + extraction of preprocessed inputs by @jdegerickx in github.com
• add ref to preprocessed inputs notebook by @jdegerickx in github.com
• Fix dependencies by @jdegerickx in github.com
• Realistic extractions dates by @cbutsko in github.com
• Exposing frequency argument in collect_inputs by @cbutsko in github.com
• add explicit scikit-image dependency in udf_distance_to_cloud.py #462 by @VincentVerelst in github.com
• Updated public datasets alignment by @cbutsko in github.com
• Add trimming functionality process_parquet by @cbutsko in github.com
• Stabilize job options for patch extractions by @cbutsko in github.com
• fix old versions of inference UDPs to python38 image on openeo by @VincentVerelst in github.com
• Update data loading for finetuning by @cbutsko in github.com
• Making on-disk-db robust to new columns by @cbutsko in github.com
• make printing of tables nicer using tabulate by @jdegerickx in github.com
• Sample extractions by @jdegerickx in github.com
• Season performance by @jdegerickx in github.com
• Allow to override presto URL by @kvantricht in github.com
• New seasons by @jdegerickx in github.com
• Local inference by @jdegerickx in github.com
• Improved landcover training by @kvantricht in github.com
• Minor notebook updates by @jdegerickx in github.com
• limit processing period to end of sept by @jdegerickx in github.com
• Fix private extract by @jdegerickx in github.com
• Update local inference by @jdegerickx in github.com
• Un handbook by @jdegerickx in github.com
• Notebooks zambia by @jdegerickx in github.com
• added minor documentation by @jdegerickx in github.com
• crop type notebooks zmb by @jdegerickx in github.com
• import notebook utils by @jdegerickx in github.com
• Un handbook by @jdegerickx in github.com
• Unhandbook by @jdegerickx in github.com
• Fixes datasets and models by @kvantricht in github.com
• Combined udf by @HansVRP in github.com
• add test dataset download by @jdegerickx in github.com
• Updating prometheo wheel version in inference by @cbutsko in github.com
• Update croptype udp by @VincentVerelst in github.com
• Fix private extractions ntb by @jdegerickx in github.com
• explicitly reproject early with custom target_epsg by @kvantricht in github.com
• Local inf fixes by @jdegerickx in github.com
• Artifactory to s3 by @VincentVerelst in github.com
• fix workflow when keep class probabilities is False by @jdegerickx in github.com
• Patch extractions updates by @cbutsko in github.com
• Default value of extract_value should be 0 by @kvantricht in github.com
• UDP performance: request more cpu by @jdries in github.com
• Change inference output dtype to uint8 by @VincentVerelst in github.com
• set default tile size to 50 and update documentation by @jdegerickx in github.com
• Add CRS to queried extractions by @kvantricht in github.com
• Added forced reindexing before trimming by @cbutsko in github.com
• urgent fix to UDP by @HansVRP in github.com
• Validate Presto backbone checkpoint consistency for seasonal head overrides by @kvantricht in github.com
• 324 migrate job manager by @VincentVerelst in github.com
• Updated dependencies by @kvantricht in github.com
• process_parquet fixes by @cbutsko in github.com
• Seasonal head finetuning by @kvantricht in github.com
• Extractions app by @jdegerickx in github.com
• Various fixes by @jdegerickx in github.com
• separate cdse connection utilities in apps by @jdegerickx in github.com
• Updates to local inference by @cbutsko in github.com
• Training app customization by @jdegerickx in github.com
• Kenya updates by @jdegerickx in github.com
• Notebook upd by @jdegerickx in github.com
• Notebook updates by @jdegerickx in github.com
• fix filtering ref_id in query_private by @jdegerickx in github.com
• fix: avoid deprecated references by @pvbouwel in github.com
• update meteo composite STAC API URLs to newest versions #539 by @VincentVerelst in github.com
• fix pip install instructions by @jdegerickx in github.com
• Allow custom dem by @kvantricht in github.com
• Embeddings from seasonal model by @jdegerickx in github.com
• Balanced train splits by @cbutsko in github.com
• Add option to export global embeddings and auxiliary NDVI by @kvantricht in github.com
• update to latest version of cropcalendars by @jdegerickx in github.com
• Expose S2 masking parameters by @cbutsko in github.com
• Patch-to-point heavy job split by @cbutsko in github.com
• Local inference improvements by @cbutsko in github.com
• Multiutm job dataframe creation by @cbutsko in github.com
• New release by @jdegerickx in github.com

New Contributors

• @tho-hole made their first contribution in github.com
• @HansVRP made their first contribution in github.com
• @pvbouwel made their first contribution in github.com

Full Changelog: github.com