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A pixel-level image comparison library. Python port of https://github.com/mapbox/pixelmatch

Project description

pixelmatch-py

Python port of https://github.com/mapbox/pixelmatch.

A fast pixel-level image comparison library, originally created to compare screenshots in tests.

Features accurate anti-aliased pixels detection and perceptual color difference metrics.

from pixelmatch import pixelmatch

num_diff_pixels = pixelmatch(img1, img2, 800, 600, diff, threshold=0.1)

Implements ideas from the following papers:

Install

python -m pip install pixelmatch

API

pixelmatch(img1, img2, width, height, output, threshold, includeAA, alpha, aa_color, diff_color, diff_mask)

  • img1, img2 — RGBA Image data of the images to compare. Note: image dimensions must be equal.
  • width, height — Width and height of the images.
  • output — Image data to write the diff to, or None if don't need a diff image. Note that all three images need to have the same dimensions.
  • threshold — Matching threshold, ranges from 0 to 1. Smaller values make the comparison more sensitive. 0.1 by default.
  • includeAA — If true, disables detecting and ignoring anti-aliased pixels. false by default.
  • alpha — Blending factor of unchanged pixels in the diff output. Ranges from 0 for pure white to 1 for original brightness. 0.1 by default.
  • aa_color — The color of anti-aliased pixels in the diff output in [R, G, B] format. [255, 255, 0] by default.
  • diff_color — The color of differing pixels in the diff output in [R, G, B] format. [255, 0, 0] by default.
  • diff_mask — Draw the diff over a transparent background (a mask), rather than over the original image. Will not draw anti-aliased pixels (if detected).

Compares two images, writes the output diff and returns the number of mismatched pixels.

Example usage

PIL

from PIL import Image

from pixelmatch import pixelmatch


def pil_to_flatten_data(img):
    """
    Convert data from [(R1, G1, B1, A1), (R2, G2, B2, A2)] to [R1, G1, B1, A1, R2, G2, B2, A2]
    """
    return [x for p in img.convert("RGBA").getdata() for x in p]

img_a = Image.open("a.png")
img_b = Image.open("b.png")
width, height = img_a.size

data_a = pil_to_flatten_data(img_a)
data_b = pil_to_flatten_data(img_b)
data_diff = [0] * len(data_a)

mismatch = pixelmatch(data_a, data_b, width, height, data_diff, includeAA=True)

img_diff = Image.new("RGBA", img_a.size)

def flatten_data_to_pil(data):
    return list(zip(data[::4], data[1::4], data[2::4], data[3::4]))

img_diff.putdata(flatten_data_to_pil(data_diff))
img_diff.save("diff.png")

Example output

expected actual diff
https://github.com/whtsky/pixelmatch-py/raw/master/fixtures/4a.png https://github.com/whtsky/pixelmatch-py/raw/master/fixtures/4b.png 1diff
https://github.com/whtsky/pixelmatch-py/raw/master/fixtures/3a.png https://github.com/whtsky/pixelmatch-py/raw/master/fixtures/3b.png 1diff
https://github.com/whtsky/pixelmatch-py/raw/master/fixtures/6a.png https://github.com/whtsky/pixelmatch-py/raw/master/fixtures/6b.png 1diff
https://github.com/whtsky/pixelmatch-py/raw/master/fixtures/7a.png https://github.com/whtsky/pixelmatch-py/raw/master/fixtures/7b.png 1diff

Changelog

v0.2.0

  • BREAKING CHANGE: remove options parameter #38

  • docs: use absolute url for images in README

v0.1.1

  • fix: fix bug in fast path #18

v0.1.0

  • Initial release

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