diff --git a/examples/tadpole/downsample_source_images.py b/examples/tadpole/downsample_source_images.py new file mode 100644 index 0000000..777a2cd --- /dev/null +++ b/examples/tadpole/downsample_source_images.py @@ -0,0 +1,74 @@ +import argparse +from pathlib import Path + +from brainglobe_utils.IO.image import read_z_stack, save_any +from loguru import logger + +from brainglobe_template_builder.preproc.transform_utils import ( + downsample_anisotropic_image_stack, +) + + +def downsample_tadpole(folder: Path) -> None: + logger.info(f"Downsampling {folder.name}...") + stack = read_z_stack(str(folder)) + + in_plane_resolution = 1 + out_of_plane_resolution = 3 + in_plane_factor = int(target_isotropic_resolution / in_plane_resolution) + axial_factor = int(target_isotropic_resolution / out_of_plane_resolution) + downsampled = downsample_anisotropic_image_stack( + stack, in_plane_factor=in_plane_factor, axial_factor=axial_factor + ) + + sample_id = str(folder).split("_")[1].lower() + channel = "blue" if str(folder).split("_")[2] == "488" else "orange" + sample_filename = ( + f"sub-{sample_id}_res-{target_isotropic_resolution}" + f"um_channel-{channel}.tif" + ) + save_any(downsampled, template_raw_data / sample_filename) + + logger.info(f"{sample_filename} downsampled.") + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="Downsample source images") + parser.add_argument( + "--source_data", + type=str, + help="Path to the source data folder", + required=True, + ) + parser.add_argument( + "--template_building_root", + type=str, + help="Path to the template-building root folder", + required=True, + ) + parser.add_argument( + "--target_isotropic_resolution", + type=int, + help="Target isotropic resolution", + required=True, + ) + + args = parser.parse_args() + + source_data = Path(args.source_data) + template_building_root = Path(args.template_building_root) + target_isotropic_resolution = int(args.target_isotropic_resolution) + + for subfolder_name in [ + "rawdata", + "logs", + "derivatives", + "scripts", + "templates", + ]: + subfolder = template_building_root / subfolder_name + subfolder.mkdir(exist_ok=True, parents=True) + + template_raw_data = template_building_root / "rawdata" + for folder in source_data.iterdir(): + downsample_tadpole(folder)