diff --git a/pixelmatch/core.py b/pixelmatch/core.py index 8d40adf..ab8e4a4 100644 --- a/pixelmatch/core.py +++ b/pixelmatch/core.py @@ -1,7 +1,14 @@ from typing import Optional from .types import ImageSequence, MutableImageSequence, RGBTuple -from .utils import antialiased, color_delta, draw_gray_pixel, draw_pixel +from .utils import ( + antialiased, + color_delta, + color_delta, + draw_gray_pixel, + draw_pixel, + get_pixel, +) def pixelmatch( @@ -73,12 +80,13 @@ def pixelmatch( diffR, diffG, diffB = diff_color # compare each pixel of one image against the other one + pos = -4 for y in range(height): for x in range(width): - pos = (y * width + x) * 4 + pos += 4 # squared YUV distance between colors at this pixel position - delta = color_delta(img1, img2, pos, pos) + delta = color_delta(get_pixel(img1, pos), get_pixel(img2, pos)) # the color difference is above the threshold if delta > maxDelta: diff --git a/pixelmatch/types.py b/pixelmatch/types.py index 9399514..694041e 100644 --- a/pixelmatch/types.py +++ b/pixelmatch/types.py @@ -5,3 +5,4 @@ ImageSequence = Sequence[Number] MutableImageSequence = MutableSequence[Number] RGBTuple = Union[Tuple[Number, Number, Number], Sequence[Number]] +Pixel = Tuple[Number, Number, Number, Number] diff --git a/pixelmatch/utils.py b/pixelmatch/utils.py index 20d495a..be47c7f 100644 --- a/pixelmatch/utils.py +++ b/pixelmatch/utils.py @@ -1,4 +1,4 @@ -from .types import ImageSequence, MutableImageSequence +from .types import ImageSequence, MutableImageSequence, Pixel def antialiased( @@ -8,23 +8,28 @@ def antialiased( check if a pixel is likely a part of anti-aliasing; based on "Anti-aliased Pixel and Intensity Slope Detector" paper by V. Vysniauskas, 2009 """ - x0 = max(x1 - 1, 0) - y0 = max(y1 - 1, 0) - x2 = min(x1 + 1, width - 1) - y2 = min(y1 + 1, height - 1) - pos = (y1 * width + x1) * 4 + + # This is faster than using min and max + x0 = 0 if x1 == 0 else x1 - 1 + y0 = 0 if y1 == 0 else y1 - 1 + x2 = x1 if x1 == width - 1 else x1 + 1 + y2 = y1 if y1 == height - 1 else y1 + 1 + zeroes = int(x1 == x0 or x1 == x2 or y1 == y0 or y1 == y2) min_delta = max_delta = 0.0 min_x = min_y = max_x = max_y = 0 + center = get_pixel(img, (y1 * width + x1) * 4) + # go through 8 adjacent pixels for x in range(x0, x2 + 1): for y in range(y0, y2 + 1): if x == x1 and y == y1: continue + neighbor = get_pixel(img, (y * width + x) * 4) # brightness delta between the center pixel and adjacent one - delta = color_delta(img, img, pos, (y * width + x) * 4, True) + delta = color_delta(center, neighbor, True) # count the number of equal, darker and brighter adjacent pixels if delta == 0: @@ -66,11 +71,15 @@ def has_many_siblings( """ check if a pixel has 3+ adjacent pixels of the same color. """ - x0 = max(x1 - 1, 0) - y0 = max(y1 - 1, 0) - x2 = min(x1 + 1, width - 1) - y2 = min(y1 + 1, height - 1) - pos = (y1 * width + x1) * 4 + + # This is faster than using min and max + x0 = (0 if x1 == 0 else x1 -1) + y0 = (0 if y1 == 0 else y1 -1) + x2 = (x1 if x1 == width - 1 else x1 + 1) + y2 = (y1 if y1 == height - 1 else y1 + 1) + + center = get_pixel(img, (y1 * width + x1) * 4) + zeroes = int(x1 == x0 or x1 == x2 or y1 == y0 or y1 == y2) # go through 8 adjacent pixels @@ -79,29 +88,25 @@ def has_many_siblings( if x == x1 and y == y1: continue - pos2 = (y * width + x) * 4 - if all(img[pos + offset] == img[pos2 + offset] for offset in range(4)): + if center == get_pixel(img, (y * width + x) * 4): zeroes += 1 - - if zeroes > 2: - return True + if zeroes > 2: + return True return False -def color_delta( - img1: ImageSequence, img2: ImageSequence, k: int, m: int, y_only: bool = False -) -> float: +def color_delta(p1: Pixel, p2: Pixel, y_only: bool = False) -> float: """ calculate color difference according to the paper "Measuring perceived color difference using YIQ NTSC transmission color space in mobile applications" by Y. Kotsarenko and F. Ramos """ - r1, g1, b1, a1 = [img1[k + offset] for offset in range(4)] - r2, g2, b2, a2 = [img2[m + offset] for offset in range(4)] - - if a1 == a2 and r1 == r2 and g1 == g2 and b1 == b2: + if p1 == p2: return 0.0 + r1, g1, b1, a1 = p1 + r2, g2, b2, a2 = p2 + if a1 < 255: a1 /= 255 r1, b1, g1 = blendRGB(r1, b1, g1, a1) @@ -168,3 +173,7 @@ def draw_gray_pixel( b = img[i + 2] val = blend(rgb2y(r, g, b), alpha * img[i + 3] / 255) draw_pixel(output, i, val, val, val) + + +def get_pixel(img: ImageSequence, i: int) -> Pixel: + return (img[i + 0], img[i + 1], img[i + 2], img[i + 3]) diff --git a/poetry.lock b/poetry.lock index 7b319a5..ec3a699 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,40 +1,30 @@ -# This file is automatically @generated by Poetry 1.4.1 and should not be changed by hand. - -[[package]] -name = "atomicwrites" -version = "1.4.0" -description = "Atomic file writes." -category = "dev" -optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" -files = [ - {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"}, - {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"}, -] +# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. 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