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ENH: Autocontrast method enhancement - adding the option to specify mask for contrast computation
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@ -1,5 +1,5 @@
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import pytest
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import pytest
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from PIL import Image, ImageOps, features
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from PIL import Image, ImageOps, ImageDraw, features
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from .helper import (
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from .helper import (
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assert_image_equal,
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assert_image_equal,
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@ -24,7 +24,9 @@ def test_sanity():
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ImageOps.autocontrast(hopper("RGB"))
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ImageOps.autocontrast(hopper("RGB"))
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ImageOps.autocontrast(hopper("L"), cutoff=10)
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ImageOps.autocontrast(hopper("L"), cutoff=10)
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ImageOps.autocontrast(hopper("L"), cutoff=(2, 10))
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ImageOps.autocontrast(hopper("L"), ignore=[0, 255])
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ImageOps.autocontrast(hopper("L"), ignore=[0, 255])
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ImageOps.autocontrast(hopper("L"), mask=hopper("L"))
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ImageOps.colorize(hopper("L"), (0, 0, 0), (255, 255, 255))
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ImageOps.colorize(hopper("L"), (0, 0, 0), (255, 255, 255))
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ImageOps.colorize(hopper("L"), "black", "white")
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ImageOps.colorize(hopper("L"), "black", "white")
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@ -311,3 +313,30 @@ def test_autocontrast_cutoff():
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assert autocontrast(10) == autocontrast((10, 10))
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assert autocontrast(10) == autocontrast((10, 10))
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assert autocontrast(10) != autocontrast((1, 10))
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assert autocontrast(10) != autocontrast((1, 10))
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def test_autocontrast_mask():
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# Test the mask argument of autocontrast
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with Image.open("Tests/images/bw_gradient.png") as img:
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rect_mask = Image.new("L", img.size, 0)
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draw = ImageDraw.Draw(rect_mask)
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x0, y0 = img.size[0]//4, img.size[1]//4
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x1, y1 = 3*img.size[0]//4, 3*img.size[1]//4
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draw.rectangle((x0, y0, x1, y1), fill=255)
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assert ImageOps.autocontrast(img, mask=rect_mask) != ImageOps.autocontrast(img)
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# Test the autocontrast with a rectangular mask
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with Image.open("Tests/images/iptc.jpg") as img:
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rect_mask = Image.new("L", img.size, 0)
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draw = ImageDraw.Draw(rect_mask)
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x0, y0 = img.size[0]//2, img.size[1]//2
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x1, y1 = img.size[0]-40, img.size[1]
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draw.rectangle((x0, y0, x1, y1), fill=255)
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result = ImageOps.autocontrast(img, mask=rect_mask)
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result_nomask = ImageOps.autocontrast(img)
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assert result_nomask != result
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@ -61,10 +61,10 @@ def _lut(image, lut):
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# actions
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# actions
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def autocontrast(image, cutoff=0, ignore=None):
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def autocontrast(image, cutoff=0, ignore=None, mask=None):
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"""
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"""
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Maximize (normalize) image contrast. This function calculates a
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Maximize (normalize) image contrast. This function calculates a
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histogram of the input image, removes **cutoff** percent of the
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histogram of the input image (or mask region), removes **cutoff** percent of the
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lightest and darkest pixels from the histogram, and remaps the image
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lightest and darkest pixels from the histogram, and remaps the image
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so that the darkest pixel becomes black (0), and the lightest
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so that the darkest pixel becomes black (0), and the lightest
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becomes white (255).
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becomes white (255).
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@ -74,8 +74,14 @@ def autocontrast(image, cutoff=0, ignore=None):
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high ends. Either a tuple of (low, high), or a single
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high ends. Either a tuple of (low, high), or a single
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number for both.
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number for both.
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:param ignore: The background pixel value (use None for no background).
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:param ignore: The background pixel value (use None for no background).
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:param mask: histogram used in contrast operation is computed using pixels
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within the mask. If no mask is given the entire image is used
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for histogram computation.
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:return: An image.
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:return: An image.
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"""
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"""
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if mask:
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histogram = image.histogram(mask)
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else:
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histogram = image.histogram()
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histogram = image.histogram()
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lut = []
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lut = []
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for layer in range(0, len(histogram), 256):
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for layer in range(0, len(histogram), 256):
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