{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Image Manipulation with skimage"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "This example builds a simple UI for performing basic image manipulation with [scikit-image](http://scikit-image.org/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Stdlib imports\n",
    "from io import BytesIO\n",
    "\n",
    "# Third-party libraries\n",
    "from IPython.display import Image\n",
    "from ipywidgets import interact, interactive, fixed\n",
    "import matplotlib as mpl\n",
    "from skimage import data, filters, io, img_as_float\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Let's load an image from scikit-image's collection, stored in the `data` module. These come back as regular numpy arrays:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(400, 600, 3)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i = img_as_float(data.coffee())\n",
    "i.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Let's make a little utility function for displaying Numpy arrays with the IPython display protocol:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def arr2img(arr):\n",
    "    \"\"\"Display a 2- or 3-d numpy array as an image.\"\"\"\n",
    "    if arr.ndim == 2:\n",
    "        format, cmap = 'png', mpl.cm.gray\n",
    "    elif arr.ndim == 3:\n",
    "        format, cmap = 'jpg', None\n",
    "    else:\n",
    "        raise ValueError(\"Only 2- or 3-d arrays can be displayed as images.\")\n",
    "    # Don't let matplotlib autoscale the color range so we can control overall luminosity\n",
    "    vmax = 255 if arr.dtype == 'uint8' else 1.0\n",
    "    with BytesIO() as buffer:\n",
    "        mpl.image.imsave(buffer, arr, format=format, cmap=cmap, vmin=0, vmax=vmax)\n",
    "        out = buffer.getvalue()\n",
    "    return Image(out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
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IuTSSuyAx8Yzwa9C+EXwPk8ZXMeo+Jrl7Sw+8kManzp/p/dB9evp612Xwu/Z0sdF07/hL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\nx6jpnqK7L9kn4oP8Hv2vfhv4+urgRW9v4ngtr1lOAI7pXtyT7AyA+22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IYVGQpuSOBGMc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EY+VXySFklwAflydowo6gBgQdPTLhb2/kbTIpb2e4ZvP1e8dY3lUkggDpHGB1OcnJ+ZhgL3ej+H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75rmASaqLm22CG46lVfcfNGc84AGB1zkeWsG3Z5BHT1r3X9oP4Z3HhfWLuR9MhhiinkQC2vvt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\ndM6nH3lVvvcfKpzgE5PTiiu7mlH3YJO29+5zOTm+Ztq+y8j/2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr2img(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Now, let's create a simple \"image editor\" function, that allows us to blur the image or change its color balance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def edit_image(image, sigma=0.1, R=1.0, G=1.0, B=1.0):\n",
    "    new_image = filters.gaussian_filter(image, sigma=sigma, multichannel=True)\n",
    "    new_image[:,:,0] = R*new_image[:,:,0]\n",
    "    new_image[:,:,1] = G*new_image[:,:,1]\n",
    "    new_image[:,:,2] = B*new_image[:,:,2]\n",
    "    return arr2img(new_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "We can call this function manually and get a new image. For example, let's do a little blurring and remove all the red from the image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/scorlay/miniconda3/lib/python3.5/site-packages/skimage/filters/_gaussian.py:13: skimage_deprecation: Call to deprecated function ``gaussian_filter``. Use ``skimage.filters.gaussian`` instead.\n",
      "  multichannel=None):\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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SP3lerRzO+kjxcRlEo6xOw1Lwtp2pIf3SnPtXCeMvgzY6gjslsOfaur03xQGwDJ+tbVtq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\ntkrI7ea2iP/Z\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "edit_image(i, sigma=5, R=0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "But it's a lot easier to explore what this function does by controlling each parameter interactively and getting immediate visual feedback. IPython's `ipywidgets` package lets us do that with a minimal amount of code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/scorlay/dev/ipython/traitlets/traitlets/traitlets.py:565: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n",
      "  silent = bool(old_value == new_value)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "379d002c489a4c7b9dcedc94b5899ada"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lims = (0.0,1.0,0.01)\n",
    "interact(edit_image, image=fixed(i), sigma=(0.0,10.0,0.1), R=lims, G=lims, B=lims);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Browsing the scikit-image gallery, and editing grayscale and jpg images\n",
    "\n",
    "The coffee cup isn't the only image that ships with scikit-image, the `data` module has others. Let's make a quick interactive explorer for this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f0f5dcf0daa244e69ee0ebefe9b9af87"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def choose_img(name):\n",
    "    # Let's store the result in the global `img` that we can then use in our image editor below\n",
    "    global img\n",
    "    img = getattr(data, name)()\n",
    "    return arr2img(img)\n",
    "\n",
    "# Skip 'load' and 'lena', two functions that don't actually return images\n",
    "interact(choose_img, name=sorted(set(data.__all__)-{'lena', 'load'}));"
   ]
  },
  {
   "cell_type": "markdown",
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    "And now, let's update our editor to cope correctly with grayscale and color images, since some images in the scikit-image collection are grayscale.  For these, we ignore the red (R) and blue (B) channels, and treat 'G' as 'Grayscale':"
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      "/Users/scorlay/dev/ipython/traitlets/traitlets/traitlets.py:565: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n",
      "  silent = bool(old_value == new_value)\n"
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    "lims = (0.0, 1.0, 0.01)\n",
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    "def edit_image(image, sigma, R, G, B):\n",
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    "    if new_image.ndim == 3:\n",
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    "\n",
    "@interact\n",
    "def edit_image(image: fixed(img), σ:(0.0, 10.0, 0.1)=0, \n",
    "               R:lims=1.0, G:lims=1.0, B:lims=1.0):\n",
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    "    if new_image.ndim == 3:\n",
    "        new_image[:,:,0] = R*new_image[:,:,0]\n",
    "        new_image[:,:,1] = G*new_image[:,:,1]\n",
    "        new_image[:,:,2] = B*new_image[:,:,2]\n",
    "    else:\n",
    "        new_image = G*new_image\n",
    "    return arr2img(new_image)"
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