From 9aa3f809b1a1261d211b0c14621ad2d6d0f1f6ba Mon Sep 17 00:00:00 2001
From: "Olivier J.N. Bertrand" <olivier.bertrand@uni-bielefeld.de>
Date: Thu, 6 Dec 2018 14:04:17 +0100
Subject: [PATCH] Add image processing doc

---
 .../tutorials/04-image-processing.ipynb       | 327 ++++++++++++++++++
 1 file changed, 327 insertions(+)
 create mode 100644 doc/source/tutorials/04-image-processing.ipynb

diff --git a/doc/source/tutorials/04-image-processing.ipynb b/doc/source/tutorials/04-image-processing.ipynb
new file mode 100644
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Processing a scene\n",
+    "\n",
+    "An agent comes equipped with a battery of sensors, such as a camera depth estimation sensors, compass, and odometer. Here, we focus on the the processing of retino-topic information provided by a camera and a depth estimation sensor. This retino-topic information is refer as a scene.\n",
+    "\n",
+    "**Image based scene (IBS)**\n",
+    ":    A classical image. Each pixel is viewed in a direction (elevation,azimuth) in a regular manner. In that case the scene is a 4d numpy array [elevation-index,azimuth-index,channel-index,1].\n",
+    "\n",
+    "**Omatidium based scene (OBS)**\n",
+    ":    In an ommatidia based scene, the viewing direction do not need to be regularally spaced. In that case the scene is a 3d numpy array [ommatidia-index, channel-index,1].\n",
+    "\n",
+    "## Place code\n",
+    "Processing a scene yield to a certain encoding of information at the location where the scene was acquired, rendered, seen by the agent.\n",
+    "\n",
+    "By extension a place-code is either image based or ommatidium based. The number of dimension of an ib-place-code is always 4, and of an ob-place-code always 3.\n",
+    "\n",
+    "**Image based place-code (IBPC)**\n",
+    ":    A place code derived from IBS. Each pixel is viewed in a direction (elevation,azimuth) in a regular manner. In that case the scene is a 4d numpy array [elevation-index,azimuth-index,channel-index,component-index].\n",
+    "\n",
+    "**Omatidium based place-code (OBPC)**\n",
+    ":    A place code derived from OBS, the viewing direction do not need to be regularally spaced. In that case the scene is a 3d numpy array [ommatidia-index, channel-index,component-index].\n",
+    "\n",
+    "Abusing the terminology of a place-code, a scene can be a place-code. Therefore ibs and obs have 4 and 3 dimension, respectively.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/bolirev/.virtualenvs/toolbox-navigation/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
+      "  return f(*args, **kwds)\n",
+      "/home/bolirev/.virtualenvs/toolbox-navigation/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
+      "  return f(*args, **kwds)\n"
+     ]
+    }
+   ],
+   "source": [
+    "from navipy.processing import pcode"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load the necessary modules\n",
+    "from navipy.database import DataBase\n",
+    "from matplotlib.image import imsave\n",
+    "import numpy as np\n",
+    "import os\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Load the database, and specify the\n",
+    "# the output directory to save the list\n",
+    "# of images\n",
+    "import pkg_resources\n",
+    "# Use the trafile from the resources\n",
+    "# You can adapt this code, by changing trajfile \n",
+    "# with your own trajectory file\n",
+    "database = pkg_resources.resource_filename(\n",
+    "    'navipy',\n",
+    "    'resources/database.db')\n",
+    "database_dir, _ = os.path.splitext(database)\n",
+    "if not os.path.exists(database_dir):\n",
+    "    os.makedirs(database_dir)\n",
+    "database_template = os.path.join(database_dir, 'frame_{}.png')\n",
+    "mydb = DataBase(database)\n",
+    "my_scene = mydb.scene(posorient=mydb.posorients.iloc[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Skyline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7fe539672208>]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "my_skyline = pcode.skyline(my_scene)\n",
+    "plt.plot(my_skyline[0,:,1,0]) # ploting the channel 1, for all azimuth"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Michelson contrast"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "scrolled": true
+   },
+   "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"
+    }
+   ],
+   "source": [
+    "my_contrast = pcode.michelson_contrast(my_scene)\n",
+    "plt.imshow(my_contrast[...,1,0]) # Green-contrast\n",
+    "plt.gca().invert_yaxis()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Contrast weighted nearness"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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"
+    }
+   ],
+   "source": [
+    "my_contrast = pcode.contrast_weighted_nearness(my_scene)\n",
+    "plt.imshow(my_contrast[...,1,0]) # Green-contrast weighted nearness\n",
+    "plt.gca().invert_yaxis()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Place code vector"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5,0,'z')"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "view_dir = mydb.viewing_directions\n",
+    "view_dir = np.round(mydb.viewing_directions,4) #due to rounding error in database\n",
+    "view_dir = np.deg2rad(view_dir) # Database uses degrees, but navipy functions require radians\n",
+    "my_pcv = pcode.pcv(my_scene,view_dir)\n",
+    "\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "from navipy.scene import __cartesian_indeces__\n",
+    "\n",
+    "channel = 1 # Green channel\n",
+    "x = my_pcv[...,channel,__cartesian_indeces__['x']]\n",
+    "y = my_pcv[...,channel,__cartesian_indeces__['y']]\n",
+    "z = my_pcv[...,channel,__cartesian_indeces__['z']]\n",
+    "\n",
+    "fig = plt.figure(figsize=(10,6))\n",
+    "ax = fig.add_subplot(111, projection='3d')\n",
+    "ax.plot_surface(x, y, z)\n",
+    "ax.set_xlabel('x')\n",
+    "ax.set_ylabel('y')\n",
+    "ax.set_zlabel('z')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Average place code vector"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5,0,'z')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "view_dir = mydb.viewing_directions\n",
+    "view_dir = np.round(mydb.viewing_directions,4) #due to rounding error in database\n",
+    "view_dir = np.deg2rad(view_dir) # Database uses degrees, but navipy functions require radians\n",
+    "my_apcv = pcode.apcv(my_scene,view_dir)\n",
+    "\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "from navipy.scene import __cartesian_indeces__\n",
+    "\n",
+    "scale = 2000 # To be able to see pcv and apcv\n",
+    "channel = 1 # Green channel\n",
+    "x = my_pcv[...,channel,__cartesian_indeces__['x']]\n",
+    "y = my_pcv[...,channel,__cartesian_indeces__['y']]\n",
+    "z = my_pcv[...,channel,__cartesian_indeces__['z']]\n",
+    "apcv_x = my_apcv[...,channel,__cartesian_indeces__['x']]/scale\n",
+    "apcv_y = my_apcv[...,channel,__cartesian_indeces__['y']]/scale\n",
+    "apcv_z = my_apcv[...,channel,__cartesian_indeces__['z']]/scale\n",
+    "\n",
+    "fig = plt.figure(figsize=(10,6))\n",
+    "ax = fig.add_subplot(111, projection='3d')\n",
+    "ax.plot_surface(x, y, z)\n",
+    "ax.plot([0,apcv_x], [0,apcv_y], [0,apcv_z])\n",
+    "ax.set_xlabel('x')\n",
+    "ax.set_ylabel('y')\n",
+    "ax.set_zlabel('z')"
+   ]
+  }
+ ],
+ "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": "3.6.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
-- 
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