From 47d0010cbb8dde342aac35d05c5aca2bfe69a188 Mon Sep 17 00:00:00 2001 From: Tom Hodson Date: Mon, 16 Nov 2020 16:20:15 +0100 Subject: [PATCH] add distance field --- .../compute_distance_field.ipynb | 259 ++++++++++++++++++ HappyBirthdaySophie/distfield.png | Bin 0 -> 63355 bytes 2 files changed, 259 insertions(+) create mode 100644 HappyBirthdaySophie/compute_distance_field.ipynb create mode 100644 HappyBirthdaySophie/distfield.png diff --git a/HappyBirthdaySophie/compute_distance_field.ipynb b/HappyBirthdaySophie/compute_distance_field.ipynb new file mode 100644 index 0000000..9666b15 --- /dev/null +++ b/HappyBirthdaySophie/compute_distance_field.ipynb @@ -0,0 +1,259 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "im = Image.open(\"birthday.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "src = np.array(im.convert('L')) > 240\n", + "plt.imshow(src)" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "%%time\n", + "src = np.array(im.convert('L')) > 240\n", + "dist = np.ones(shape = (500,500)) * 1000\n", + "i, j = np.array(np.where(1 - src))[:, ::1000].reshape(2, 1, 1, -1)\n", + "I = np.arange(500).reshape(-1,1,1)\n", + "J = np.arange(500).reshape(1,-1,1)\n", + "\n", + "for i,j in pixels:\n", + " d = np.sqrt((I - i)**2 + (J - j)**2)\n", + " dist = np.minimum(dist, d)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n", + "5\n" + ] + } + ], + "source": [ + "%%time\n", + "pixels = np.array(np.where(1 - src))\n", + "I = np.arange(500).reshape(-1,1,1)\n", + "J = np.arange(500).reshape(1,-1,1)\n", + "\n", + "dist = np.ones((500,500)) * 1000\n", + "for k in range(10):\n", + " print(k)\n", + " i, j = pixels[:, k::10].reshape(2, 1, 1, -1)\n", + " dist = np.minimum(dist, np.min(np.sqrt((I - i)**2 + (J - j)**2), axis = -1))" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mcompute\u001b[0;34m(k)\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "%%time\n", + "pixels = np.array(np.where(1 - src))[:, :]\n", + "I = np.arange(500).reshape(-1,1,1)\n", + "J = np.arange(500).reshape(1,-1,1)\n", + "\n", + "groups = 50\n", + "\n", + "def compute(k):\n", + " i, j = pixels[:, k::groups].reshape(2, 1, 1, -1)\n", + " dist = np.min(np.sqrt((I - i)**2 + (J - j)**2), axis = -1, initial = 1000)\n", + " return dist\n", + "\n", + "dist = np.min([compute(k) for k in range(groups)], axis = 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "quantised = 255 - (dist / np.max(dist) * 255).astype(np.uint8)\n", + "im2 = Image.fromarray(quantised, mode = 'L')\n", + "im2 = im2.convert(\"RGBA\")\n", + "im2.save('distfield.png')\n", + "im2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:root] *", + "language": "python", + "name": "conda-root-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/HappyBirthdaySophie/distfield.png b/HappyBirthdaySophie/distfield.png new file mode 100644 index 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