summaryrefslogtreecommitdiff
path: root/megapixels/datasets/commands/crop.py
diff options
context:
space:
mode:
Diffstat (limited to 'megapixels/datasets/commands/crop.py')
-rw-r--r--megapixels/datasets/commands/crop.py104
1 files changed, 104 insertions, 0 deletions
diff --git a/megapixels/datasets/commands/crop.py b/megapixels/datasets/commands/crop.py
new file mode 100644
index 00000000..778be0c4
--- /dev/null
+++ b/megapixels/datasets/commands/crop.py
@@ -0,0 +1,104 @@
+"""
+Crop images to prepare for training
+"""
+
+import click
+from PIL import Image, ImageOps, ImageFilter, ImageDraw
+
+from app.settings import types
+from app.utils import click_utils
+from app.settings import app_cfg as cfg
+
+@click.command()
+@click.option('-i', '--input', 'opt_dir_in', required=True,
+ help='Input directory')
+@click.option('-o', '--output', 'opt_dir_out', required=True,
+ help='Output directory')
+@click.option('-e', '--ext', 'opt_ext',
+ default='jpg', type=click.Choice(['jpg', 'png']),
+ help='File glob ext')
+@click.option('--size', 'opt_size',
+ type=(int, int), default=(256, 256),
+ help='Output image size')
+@click.option('-t', '--crop-type', 'opt_crop_type',
+ default='center', type=click.Choice(['center', 'mirror', 'face', 'person', 'none']),
+ help='Force fit image center location')
+@click.pass_context
+def cli(ctx, opt_dir_in, opt_dir_out, opt_ext, opt_size, opt_crop_type):
+ """Crop, mirror images"""
+
+ import os
+ from os.path import join
+ from pathlib import Path
+ from glob import glob
+ from tqdm import tqdm
+
+
+ from app.utils import logger_utils, file_utils, im_utils
+
+ # -------------------------------------------------
+ # process here
+
+ log = logger_utils.Logger.getLogger()
+ log.info('crop images')
+
+ # get list of files to process
+ fp_ims = glob(join(opt_dir_in, '*.{}'.format(opt_ext)))
+ log.debug('files: {}'.format(len(fp_ims)))
+
+ # ensure output dir exists
+ file_utils.mkdirs(opt_dir_out)
+
+ for fp_im in tqdm(fp_ims):
+ im = process_crop(fp_im, opt_size, opt_crop_type)
+ fp_out = join(opt_dir_out, Path(fp_im).name)
+ im.save(fp_out)
+
+
+def process_crop(fp_im, opt_size, crop_type):
+ im = Image.open(fp_im)
+ if crop_type == 'center':
+ im = crop_square_fit(im, opt_size)
+ elif crop_type == 'mirror':
+ im = mirror_crop_square(im, opt_size)
+ return im
+
+def crop_square_fit(im, size, center=(0.5, 0.5)):
+ return ImageOps.fit(im, size, method=Image.BICUBIC, centering=center)
+
+def mirror_crop_square(im, size):
+ # force to even dims
+ if im.size[0] % 2 or im.size[1] % 2:
+ im = ImageOps.fit(im, ((im.size[0] // 2) * 2, (im.size[1] // 2) * 2))
+
+ # create new square image
+ min_size, max_size = (min(im.size), max(im.size))
+ orig_w, orig_h = im.size
+ margin = (max_size - min_size) // 2
+ w, h = (max_size, max_size)
+ im_new = Image.new('RGB', (w, h), color=(0, 0, 0))
+
+ #crop (l, t, r, b)
+ if orig_w > orig_h:
+ # landscape, mirror expand T/B
+ im_top = ImageOps.mirror(im.crop((0, 0, margin, w)))
+ im_bot = ImageOps.mirror(im.crop((orig_h - margin, 0, orig_h, w)))
+ im_new.paste(im_top, (0, 0))
+ im_new.paste(im, (margin, 0, orig_h + margin, w))
+ im_new.paste(im_bot, (h - margin, 0))
+ elif orig_h > orig_w:
+ # portrait, mirror expand L/R
+ im_left = ImageOps.mirror(im.crop((0, 0, margin, h)))
+ im_right = ImageOps.mirror(im.crop((orig_w - margin, 0, orig_w, h)))
+ im_new.paste(im_left, (0, 0))
+ im_new.paste(im, (margin, 0, orig_w + margin, h))
+ im_new.paste(im_right, (w - margin, 0))
+
+ return im_new.resize(size)
+
+
+def center_crop_face():
+ pass
+
+def center_crop_person():
+ pass \ No newline at end of file