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Description
Problem: the current processing code has all the required parts, but it doesn't work end to end (from shp files to copped and curated crowns)
Specific Issues:
- Currently it's restricted to curating only the ones that are available for all 3 modalities
- there's no good verbose feature to see some statistics about the shp files like: total crowns, crown dimensions range/stats, corresponding tile availability (per modality)
Required flow of the pipelines: (double check this to make sure it has all the required steps for verification and aligning crowns and tiles, using an agent before implementing)
- report initial statistics: total crowns, crown dimensions range/stats, what geographical regions are covered (is this info is producible easily)
- create a csv with coordinates and other info for crown cropping later (have an option of also maintaining labels at this step, in case labels are available for all/some crops)
- coordinate type/format verification. need to make sure coordinate format in all files is aligned with neon tiles.
- do a dry run to find the tiles and report: (a) total available tiles or not available (out of total crowns), (b) estimated download size and time.
- Maybe a decision choice for user at this point (controllable by a flag if needed to be run end-to-end)
- download all tiles and report: final tile availability stats
- preprocess and convert the hsi to the right format
- run crown cropping using the csv made in step 2
Ideas/Applications:
- can be prepared with deepforest crown cropping to download corresponding rgb and hsi modalities
- Should be able to download all modalities available for a certain crown.
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