Source code for abm_initialization_collection.sample.get_image_samples
import pandas as pd
from bioio import BioImage
[docs]def get_image_samples(image: BioImage, sample_indices: list, channel: int) -> pd.DataFrame:
"""
Sample image at given indices into list of (id, x, y, z) samples.
Parameters
----------
image
Image object to sample.
sample_indices
List of sampling indices.
channel
Image channel to sample.
Returns
-------
:
Dataframe of image samples.
"""
array = image.get_image_data("XYZ", T=0, C=channel)
samples = [(array[x, y, z], x, y, z) for x, y, z in sample_indices if array[x, y, z] > 0]
samples_df = pd.DataFrame(samples, columns=["id", "x", "y", "z"])
return samples_df