{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Flood Fill is a way to to visit every point in a bounded region. This makes it useful for many purposes. In this notebook I implement the \"bucket fill\" flood fill algo.\n", "\n", "First up generating a grid to flood fill:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0, 1, 1, ..., 1, 0, 0],\n", " [1, 0, 1, ..., 1, 1, 0],\n", " [0, 0, 1, ..., 0, 0, 0],\n", " ..., \n", " [1, 1, 1, ..., 0, 0, 1],\n", " [1, 0, 0, ..., 0, 1, 0],\n", " [1, 0, 0, ..., 0, 0, 0]])" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "fill = np.random.randint(0, 2, size=(128,128), dtype=\"int\")\n", "fill" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(fill);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The below function is a recursive implementation of flood fill - it will flood fill a a single region from 1 val to another:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "def flood_fill(x, y, old, new):\n", " \"\"\"takes in a x,y position from where to flood fill, the old val to change from and the new val\n", " to change too, and then does so on a to_fill array\"\"\"\n", " \n", " if fill[x][y] != old or fill[x][y] == new:\n", " return\n", " \n", " fill[x][y] = new\n", " \n", " max_x = len(fill) - 1\n", " max_y = len(fill) - 1\n", " \n", " if x > 0: # go left\n", " flood_fill(x-1, y, old, new)\n", " \n", " if x < max_x: # go right\n", " flood_fill(x+1, y, old, new)\n", " \n", " if y > 0: # go down\n", " flood_fill(x, y-1, old, new)\n", " if y < max_y: # go up\n", " flood_fill(x, y+1, old, new)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, I flood fill the `fill`, converting all the `1`'s to `8`'s." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "region_count = 0\n", "\n", "imagelist = list()\n", "imagelist.append(fill)\n", "\n", "for i in range(len(fill)):\n", " for j in range(len(fill[0])):\n", " if fill[i][j] == 1:\n", " flood_fill(i, j, 1, 8)\n", " region_count += 1\n", " imagelist.append(fill)\n", " if region_count % 100 == 0:\n", " plt.imshow(imagelist[region_count])\n", " plt.title(\"Flood Fill by region\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }