Created
July 30, 2019 13:34
-
-
Save duhaime/17a2df9feef7941a9544df2f04d2708f to your computer and use it in GitHub Desktop.
Image to Points: Convert an input image to a series of discrete, uniform-sized points using simple statistical sampling
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import matplotlib.pyplot as plt\n", | |
"from random import randint\n", | |
"from PIL import Image\n", | |
"import numpy as np\n", | |
"import scipy\n", | |
"\n", | |
"def read_image(path):\n", | |
" img = Image.open(path).convert('L')\n", | |
" im = np.array( img.getdata() ) / 255\n", | |
" im = im.reshape(img.height, img.width)\n", | |
" return (im - np.min(im)) / (np.max(im) - np.min(im)) # scale pixels 0:1\n", | |
"\n", | |
"def draw_samples(n=100000):\n", | |
" samples = np.abs(np.random.normal(0, 1, n))\n", | |
" # samples is an array of values 0:1 where each point\n", | |
" # is a sample's distance from the mean of a Gaussian distribution\n", | |
" # so 0 is max probability\n", | |
" samples = samples / np.max(samples)\n", | |
" return np.sort(samples)\n", | |
"\n", | |
"# sample a point given a darkness value\n", | |
"# lower darkness values == more ink == greater probability of dark pixel\n", | |
"def sample_pixels(samples):\n", | |
" sample_arr = []\n", | |
" for max_darkness in samples:\n", | |
" sampled = np.argwhere(im <= max_darkness)\n", | |
" sample = sampled[randint(0, len(sampled)-1)]\n", | |
" sample_arr.append(sample)\n", | |
" arr = np.array(sample_arr)\n", | |
" y = px[:,0]\n", | |
" x = px[:,1]\n", | |
" return y, x\n", | |
"\n", | |
"def sample_pixels_fast(samples):\n", | |
" # see SO 57262753\n", | |
" im_sorted = np.sort(im.ravel())\n", | |
" indices = np.searchsorted(im_sorted, samples)\n", | |
" im_ind = np.argsort(im, axis=None)\n", | |
" indices = np.searchsorted(im.ravel(), samples, sorter=im_ind)\n", | |
" y, x = np.unravel_index(im_ind[[np.random.randint(i) if i else 0 for i in indices]], im.shape)\n", | |
" return y, x\n", | |
"\n", | |
"\n", | |
"# read the image into a 2d array\n", | |
"im = read_image('img.png')\n", | |
"\n", | |
"# slow (unvectorized)\n", | |
"#y, x = sample_pixels(draw_samples(n=10000))\n", | |
"\n", | |
"# fast (vectorized)\n", | |
"y, x = sample_pixels_fast(draw_samples(n=100000))\n", | |
"\n", | |
"# plot input image\n", | |
"plt.imshow(im)\n", | |
"plt.show()\n", | |
"\n", | |
"# plot the sampled image points\n", | |
"plt.scatter(x, 1-y, s=0.05)\n", | |
"plt.show()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.5.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment