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coastseg-planet's Introduction

CoastSeg-Planet

An extension for CoastSeg that uses planet imagery

The goal of this CoastSeg extension is to extract shorelines from Planet imagery. CoastSeg-Planet aims to utilize rio-xarray and Dask to extract shorelines from imagery faster than CoastSeg and to allow for post processing workflows that can compute average, seasonal and other shorelines using rio-xarray's functionality.

Currently the team behind CoastSeg Planet is researching how to co-register Planet imagery to LandSat imagery as well as exploring tools that could be used.

Generic Workflow for Extracting Shorelines

  • Users will need to provide their own ROI and transects as geojson files in order to use CoastSeg Planet CoastSeg Planet-Planet Extract Shorelines

Prototype Version 1 Diagram

CoastSeg Planet-Current Prototyp drawio

Research

Data Requirements

  • 4-band multispectral Analytic Ortho Scene from Planet
    • According to Planet's asset types this asset is "Radiometrically-calibrated analytic image stored as 16-bit scaled radiance."
    • These radiance values need to be converted to TOA using a TOA conversion function

Co-Registeration

  • CoastSeg downloads LandSat as TOA imagery from the tier 1 TOA collection which saves all the landsat values as 32 bit floats instead of unsigned 16 bit ints
  • CoastSeg-planet includes a script to convert 32bit float TOA imagery into unsigned 16 bit imagery that can be co-registered with the arosics `COREG`` function

Planet Downloads VS CoastSeg Downloads

LandSat 8

  • Both Planet & CoastSeg can download L8 but download it from different collections
  • CoastSeg downloads imagery from the tier 1 TOA collection
    • All the landsat values are saved as 32 bit floats
    • These images CANNOT be co-registered using the arosics COREG`` function until they are converted to unit16`
  • Planet downloads imagery from the tier 1 collection
    • All the landsat values are saved as unsigned 16 bit ints
    • Planet by default downloads each band separately so users will need to combine these bands together

Installation

CoastSeg Planet is under active development so the dependencies are subjuct to change

conda create --name coastseg_planet python=3.10 -y
conda activate coastseg_planet
conda install -c conda-forge coastseg geowombat arosics -y
pip install tensorflow
pip install transformers

coastseg-planet's People

Contributors

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Watchers

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coastseg-planet's Issues

Update the download function so that it removes assets that are not available from the request and tries again

File "C:\Users\sf230\anaconda3\envs\coastseg_planet\lib\site-packages\planet\http.py", line 95, in _convert_and_raise
raise error_type(response.text)
planet.exceptions.BadQuery: {"field":{"Details":[{"message":"No access to assets: PSScene/20240529_221744_36_24eb/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240612_221850_67_24f1/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240613_221713_77_2490/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240613_221715_63_2490/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240613_212548_80_24c9/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240613_212546_72_24c9/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240603_212659_05_24b3/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240603_212656_95_24b3/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240603_221736_01_2483/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240603_221737_86_2483/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240528_212604_03_24a1/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240528_212601_92_24a1/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240611_221904_58_24d6/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240611_221906_73_24d6/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240601_213045_79_24b0/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240601_212611_54_24bf/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240601_221958_83_2461/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240601_222000_69_2461/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240515_221821_59_24e6/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240515_221819_28_24e6/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240517_222000_58_24fc/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240523_212834_94_24d0/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240523_212517_04_24b3/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240523_212514_92_24b3/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240522_212226_94_24c2/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240522_212229_08_24c2/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240516_212447_89_24b9/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240516_212925_70_2456/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240516_212445_73_24b9/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240520_211957_79_24b5/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240520_211955_65_24b5/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240607_214254_72_2427/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240607_214256_54_2427/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240606_221621_24_247a/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240606_221623_11_247a/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240606_212356_58_24c5/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240606_212358_68_24c5/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240530_222352_93_247f/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240530_222354_77_247f/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240530_221629_76_2498/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240530_221631_62_2498/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240518_212533_27_24af/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240518_212535_41_24af/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240609_212821_98_24bb/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240519_213337_37_2430/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240519_214010_52_2427/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240527_213418_03_2429/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240527_213416_21_2429/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240527_221554_74_24c6/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240524_212653_47_24b6/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240524_222219_50_2482/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240524_222217_65_2482/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240524_220726_87_24d1/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240610_221707_99_24dd/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240610_221710_22_24dd/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240531_222005_68_24f2/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240531_222007_95_24f2/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240531_221853_38_2490/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240531_221851_52_2490/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240604_221954_22_24f3/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240604_221956_49_24f3/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240608_213044_22_2455/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240608_213042_41_2455/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240608_213051_74_24cf/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240608_213053_83_24cf/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240608_222340_88_247a/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240608_222342_74_247a/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240602_222150_23_247b/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240602_222152_08_247b/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240605_222223_52_2483/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240526_212516_75_2460/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240526_212518_60_2460/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240521_212657_30_24b4/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240521_212659_43_24b4/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240521_213951_93_2439/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240521_212339_00_24bf/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240521_213039_01_2423/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240525_212101_88_24ce/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240525_222056_79_2477/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240525_212139_53_24a8/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"},{"message":"No access to assets: PSScene/20240525_212137_40_24a8/[ortho_analytic_4b ortho_analytic_4b_xml ortho_udm2]"}]},"general":[{"message":"Unable to accept order"}]}

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