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Create binary layover/shadow masks from CSLC static layers (#177)
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* Create binary layover/shadow masks from CSLC static layers

closes #123

* dont use the nodata from static layers to mask
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scottstanie authored Oct 28, 2024
1 parent 11235c2 commit 853b2dc
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Showing 2 changed files with 67 additions and 3 deletions.
61 changes: 59 additions & 2 deletions src/disp_s1/_masking.py
Original file line number Diff line number Diff line change
@@ -1,8 +1,15 @@
import logging
from pathlib import Path
from typing import Sequence

import numpy as np
from dolphin._types import PathOrStr
from dolphin.io import load_gdal, write_arr
from dolphin._types import Filename, PathOrStr
from dolphin.io import format_nc_filename, load_gdal, write_arr
from opera_utils import group_by_burst
from scipy import ndimage

logger = logging.getLogger(__name__)


def create_mask_from_distance(
water_distance_file: PathOrStr,
Expand Down Expand Up @@ -109,3 +116,53 @@ def convert_distance_to_binary(
binary_mask.filled(0), structure=np.ones((3, 3)), border_value=1
)
return closed_mask


def create_layover_shadow_masks(
cslc_static_files: Sequence[Filename],
output_dir: Filename,
) -> list[Path]:
"""Create binary masks from the layover shadow CSLC static files.
In the outputs, 0 indicates a bad masked pixel, 1 is a good pixel.
Parameters
----------
cslc_static_files : Sequence[Filename]
List of CSLC static layer files to process
output_dir : Filename
Directory where output masks will be saved
Returns
-------
list[Path]
List of paths to the created binary layover shadow mask files
"""
output_path = Path(output_dir)
output_path.mkdir(exist_ok=True)

output_files = []

for burst_id, files in group_by_burst(cslc_static_files).items():
if len(files) > 1:
logger.warning(f"Found multiple static files for {burst_id}: {files}")
f = files[0]
input_name = format_nc_filename(f, ds_name="/data/layover_shadow_mask")
out_file = output_path / f"layover_shadow_{burst_id}.tif"

logger.info(f"Extracting layover shadow mask from {f} to {out_file}")
layover_data = load_gdal(input_name)
# we'll ignore the nodata region to be conservative
layover_data[layover_data == 127] = 0
not_layover_pixels = layover_data == 0
write_arr(
arr=not_layover_pixels,
output_name=out_file,
like_filename=input_name,
nodata=127,
)

output_files.append(out_file)

return output_files
9 changes: 8 additions & 1 deletion src/disp_s1/main.py
Original file line number Diff line number Diff line change
Expand Up @@ -20,7 +20,7 @@
from opera_utils import get_dates, group_by_date

from disp_s1 import __version__, product
from disp_s1._masking import create_mask_from_distance
from disp_s1._masking import create_layover_shadow_masks, create_mask_from_distance
from disp_s1.pge_runconfig import RunConfig

from ._reference import ReferencePoint, read_reference_point
Expand Down Expand Up @@ -60,6 +60,13 @@ def run(
)
cfg.mask_file = water_binary_mask

if len(cfg.correction_options.geometry_files) > 0:
layover_binary_mask_files = create_layover_shadow_masks(
cslc_static_files=cfg.correction_options.geometry_files,
output_dir=cfg.work_directory / "layover_shadow_masks",
)
cfg.layover_shadow_mask_files = layover_binary_mask_files

# Run dolphin's displacement workflow
out_paths = run_displacement(cfg=cfg, debug=debug)

Expand Down

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