Created
December 28, 2018 11:16
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Determine weight of each overlapping block
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#!/usr/bin/env python | |
import argparse | |
import glob | |
import os | |
import sys | |
import numpy as np | |
from PIL import Image | |
SIZE_X = 128 | |
SIZE_Y = 128 | |
OFFT_X = 64 | |
OFFT_Y = 64 | |
_resize = False | |
def load_image(path): | |
image = Image.open(path) | |
width, height = image.size | |
if not _resize: | |
return image | |
if height < width: | |
new_height = SIZE_X | |
ratio = height/SIZE_X | |
new_width = int(width / ratio) | |
else: | |
new_width = SIZE_Y | |
ratio = width/SIZE_Y | |
new_height = int(height / ratio) | |
return image.resize((new_width, new_height)) | |
def cut_image(path_or_image): | |
if isinstance(path_or_image, str): | |
image = load_image(path_or_image) | |
else: | |
image = path_or_image | |
width, height = image.size | |
top = 0 | |
bottom = 0 | |
while bottom < height: | |
bottom = top + SIZE_Y | |
if bottom > height: | |
bottom = height | |
top = height - SIZE_Y | |
left = 0 | |
right = 0 | |
while right < width: | |
right = left + SIZE_X | |
if right > width: | |
right = width | |
left = width - SIZE_X | |
yield (left, top, right, bottom) | |
left += OFFT_X | |
top += OFFT_Y | |
def cut(opts): | |
for opt in opts: | |
for name in glob.glob(os.path.expanduser(opt)): | |
image = load_image(name) | |
overlap = np.zeros(image.size) | |
boxes = list(cut_image(image)) | |
for left, top, right, bottom in boxes: | |
overlap[left:right, top:bottom] += 1 | |
print(name) | |
for left, top, right, bottom in boxes: | |
print("{}-{}:{}-{}".format(left, top, right, bottom), | |
np.average(1/overlap[left:right, top:bottom])) | |
if __name__ == '__main__': | |
parser = argparse.ArgumentParser() | |
parser.add_argument("-r", "--resize", action='store_true') | |
args, opts = parser.parse_known_args() | |
_resize = args.resize | |
cut(opts) |
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