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-rw-r--r--modules/masking.py99
1 files changed, 99 insertions, 0 deletions
diff --git a/modules/masking.py b/modules/masking.py
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index 00000000..fd8d9241
--- /dev/null
+++ b/modules/masking.py
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+from PIL import Image, ImageFilter, ImageOps
+
+
+def get_crop_region(mask, pad=0):
+ """finds a rectangular region that contains all masked ares in an image. Returns (x1, y1, x2, y2) coordinates of the rectangle.
+ For example, if a user has painted the top-right part of a 512x512 image", the result may be (256, 0, 512, 256)"""
+
+ h, w = mask.shape
+
+ crop_left = 0
+ for i in range(w):
+ if not (mask[:, i] == 0).all():
+ break
+ crop_left += 1
+
+ crop_right = 0
+ for i in reversed(range(w)):
+ if not (mask[:, i] == 0).all():
+ break
+ crop_right += 1
+
+ crop_top = 0
+ for i in range(h):
+ if not (mask[i] == 0).all():
+ break
+ crop_top += 1
+
+ crop_bottom = 0
+ for i in reversed(range(h)):
+ if not (mask[i] == 0).all():
+ break
+ crop_bottom += 1
+
+ return (
+ int(max(crop_left-pad, 0)),
+ int(max(crop_top-pad, 0)),
+ int(min(w - crop_right + pad, w)),
+ int(min(h - crop_bottom + pad, h))
+ )
+
+
+def expand_crop_region(crop_region, processing_width, processing_height, image_width, image_height):
+ """expands crop region get_crop_region() to match the ratio of the image the region will processed in; returns expanded region
+ for example, if user drew mask in a 128x32 region, and the dimensions for processing are 512x512, the region will be expanded to 128x128."""
+
+ x1, y1, x2, y2 = crop_region
+
+ ratio_crop_region = (x2 - x1) / (y2 - y1)
+ ratio_processing = processing_width / processing_height
+
+ if ratio_crop_region > ratio_processing:
+ desired_height = (x2 - x1) * ratio_processing
+ desired_height_diff = int(desired_height - (y2-y1))
+ y1 -= desired_height_diff//2
+ y2 += desired_height_diff - desired_height_diff//2
+ if y2 >= image_height:
+ diff = y2 - image_height
+ y2 -= diff
+ y1 -= diff
+ if y1 < 0:
+ y2 -= y1
+ y1 -= y1
+ if y2 >= image_height:
+ y2 = image_height
+ else:
+ desired_width = (y2 - y1) * ratio_processing
+ desired_width_diff = int(desired_width - (x2-x1))
+ x1 -= desired_width_diff//2
+ x2 += desired_width_diff - desired_width_diff//2
+ if x2 >= image_width:
+ diff = x2 - image_width
+ x2 -= diff
+ x1 -= diff
+ if x1 < 0:
+ x2 -= x1
+ x1 -= x1
+ if x2 >= image_width:
+ x2 = image_width
+
+ return x1, y1, x2, y2
+
+
+def fill(image, mask):
+ """fills masked regions with colors from image using blur. Not extremely effective."""
+
+ image_mod = Image.new('RGBA', (image.width, image.height))
+
+ image_masked = Image.new('RGBa', (image.width, image.height))
+ image_masked.paste(image.convert("RGBA").convert("RGBa"), mask=ImageOps.invert(mask.convert('L')))
+
+ image_masked = image_masked.convert('RGBa')
+
+ for radius, repeats in [(256, 1), (64, 1), (16, 2), (4, 4), (2, 2), (0, 1)]:
+ blurred = image_masked.filter(ImageFilter.GaussianBlur(radius)).convert('RGBA')
+ for _ in range(repeats):
+ image_mod.alpha_composite(blurred)
+
+ return image_mod.convert("RGB")
+