Any extent is a set of smaller fragment extent , which can be as small as 1 x 1 to the size of the extent given. This library will section the given extent in to specified smaller fragment extent
pip install image-fragment
An image extent can be sectioned into many fragments, these fragments holds positional information to where it is located to the original extent
Now this information can be used to extract selected fragments from the Image, perform operation, and transfer the new data to selected position.
import numpy as np
from image_fragment.fragment import ImageFragment
image = np.zeros((1, 1024, 1024, 3))
new_image = np.zeros((1, 1024, 1024, 3))
image_fragment = ImageFragment.image_fragment_4d(fragment_size=(1, 512, 512, 3), org_size=(1, 1024, 1024, 3))
for fragment in image_fragment:
# GET DATA THAT BELONGS TO THE FRAGMENT
fragmented_image = fragment.get_fragment_data(image)
# DO SOME OPERATION ON THE FRAGMENTED DATA
operation_done_on_fragmented_data = np.rot(fragmented_image)
# TRANSFER OPERATED IMAGE ON NEW IMAGE ON THE FRAGMENT POSITION
new_image = fragment.transfer_fragment(transfer_from=operation_done_on_fragmented_data, transfer_to=new_image)
If image is 3 Dimensional then switch to image_fragment = ImageFragment.image_fragment_3d(fragment_size=(512, 512, 3), org_size=(1024, 1024, 3))
,
this will provide fragments for 3 dimensional image