WorldCereal classification module v2.7.0

What's Changed

This release holds numerous bugfixes, improvements and additional features. Most importantly it addresses important issues encountered in an earlier prometheo version, as well does it take care of Sentinel-2 B8A missing in some training data (both part of #729). The resolution at this point is to omit this band everywhere for consistency reasons. Finally also an important bug with crop calendar matching for training data was fixed (#728) which caused many training samples to be omitted during training.

Detailed list of changes

• former proj db fix not required for notebooks by @jdegerickx in #630
• avoid infinite loop on generate colormap by @jdegerickx in #629
• use min season length of 3 months by @jdegerickx in #635
• postprocessing defaults to True by @jdegerickx in #636
• tabulate no like str formatting by @jdegerickx in #639
• use httpx(http2) to fetch model instead of urllib by @jdegerickx in #640
• Seasonal finetuning pipeline by @cbutsko in #634
• Calendars Clamping Update by @cbutsko in #646
• Save checkpoints in classif app by @jdegerickx in #650
• Multipoly error by @jdegerickx in #649
• apply downstream mapping only once to full df by @jdegerickx in #644
• Finetune script improvements by @kvantricht in #654
• auto-save aoi's by @jdegerickx in #658
• Dateslider fix by @jdegerickx in #662
• switched openstreetmap --> esri streetmap by @jdegerickx in #660
• suppress openeo job db warnings by @jdegerickx in #661
• Updates to user-facing downstream training workflow by @kvantricht in #664
• Bugfix: list of attributes that can be partially None needs to be updated by @kvantricht in #665
• training notebook for ghana by @jdegerickx in #666
• Landcover-only dataset fixes by @kvantricht in #667
• Several fixes for outlier (score) handling by @kvantricht in #669
• Data read optimizations by @uceshaf in #672
• Implemented true EMA model by @kvantricht in #673
• Finetune optimizations by @kvantricht in #675
• Updated class_mappings.json by @cbutsko in #674
• Finetuning updates by @kvantricht in #679
• Bugfix: ewoc_code needs to be the index by @kvantricht in #681
• App optimizations by @jdegerickx in #682
• S2 masking fix by @cbutsko in #683
• Use prometheo==v0.0.5 with ndvi mask fix by @kvantricht in #686
• disable spatial split by default for user-facing training by @jdegerickx in #687
• Add legend exploration page by @kvantricht in #689
• new Tunisia training notebook by @jdegerickx in #691
• updated link to notebook by @jdegerickx in #692
• fix update ui_map by @jdegerickx in #693
• Spatially-aware class balancing for DualHeadBatchSampler by @cbutsko in #690
• Remove dropout spec from inference code by @kvantricht in #696
• Add torch cpu threading by @VincentVerelst in #688
• Inference fixes by @cbutsko in #677
• Evaluate region wise by @uceshaf in #695
• Adding finetune utilities by @kvantricht in #697
• ensure grid size none is parsed correctly by @jdegerickx in #706
• Updated administrative boundaries file by @cbutsko in #698
• 582 create pytoch udps by @VincentVerelst in #676
• update udp links to latest release by @jdegerickx in #708
• Set meaningful filename_prefix in inference UDPs #710 by @VincentVerelst in #712
• Finetune updates by @uceshaf in #715
• training notebook Brazil F2F by @jdegerickx in #716
• replace outdated enforce_cropland_gate by @jdegerickx in #719
• Add ARYA training notebook for Brazil yield forecasting by @cyrankate in #718
• Update ARYA notebook and coefficients file by @cyrankate in #720
• Consistent season-window date handling (fixes silent in-season sample drops) by @cbutsko in #721
• By default mask S2 B8A in inference by @kvantricht in #724
• improved logging for downstream training by @kvantricht in #725
• bugfix targetyear in wrong year, now based on label_datetime by @uceshaf in #728
• Update masking to always return some s1 or s2 data if possible by @gabrieltseng in #730
• Finetune updates with updates to finetuning process by @uceshaf in #729

New Contributors

• @uceshaf made their first contribution in #672
• @cyrankate made their first contribution in #718
• @gabrieltseng made their first contribution in #730

Full Changelog: v2.6.1...v2.7.0