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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)"""
- mask_img = mask if isinstance(mask, Image.Image) else Image.fromarray(mask)
- box = mask_img.getbbox()
- if box:
- x1, y1, x2, y2 = box
- else: # when no box is found
- x1, y1 = mask_img.size
- x2 = y2 = 0
- return max(x1 - pad, 0), max(y1 - pad, 0), min(x2 + pad, mask_img.size[0]), min(y2 + pad, mask_img.size[1])
- 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")
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