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ml-workshop / 05-Clustering.ipynb

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{
 "metadata": {
  "name": "05-Clustering"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Load and Show the Image"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from scipy.io import loadmat"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "img = loadmat('bird_small.mat')['A']\n",
      "img.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "(128, 128, 3)"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "imshow(img)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "<matplotlib.image.AxesImage at 0x108b0cd10>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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7wSUr9ObmlHJmFUFiglqhTHg0lu6pBlxXwleWc2AmrAZ9XdBYuZuMuWTjjV4C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\nkETiAAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Cluster"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.cluster import KMeans\n",
      "vectors = img.reshape(128*128, 3)  # Flatten the image to vectors (data set dimension 16384 x 3)\n",
      "k = 5\n",
      "km = KMeans(n_clusters=k, n_jobs=-1)\n",
      "km.fit(vectors)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "KMeans(copy_x=True, init='k-means++', k=None, max_iter=300, n_clusters=5,\n",
        "    n_init=10, n_jobs=-1, precompute_distances=True,\n",
        "    random_state=<mtrand.RandomState object at 0x1002ab2e8>, tol=0.0001,\n",
        "    verbose=0)"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Map Pixels to Cluster Centers"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "code_book_image = np.array([km.cluster_centers_[i] for i in km.predict(vectors)])\n",
      "\n",
      "nimg = code_book_image.reshape(128, 128, 3)  # Back to image\n",
      "\n",
      "subplot(121)\n",
      "imshow(img)\n",
      "title('Original image')\n",
      "\n",
      "subplot(122)\n",
      "imshow(nimg)\n",
      "seg_title = 'Segmented image with %d centers' % k\n",
      "title(seg_title)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "<matplotlib.text.Text at 0x108e40210>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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neFFYybAEeB9gMxhhlBYRQuVROsgNyjYFLC5LsVmdsFBCxwVa2ro5eE7G/Us3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\nHjp63UnGehe+sz3f6/obLbbe8DhHdxxhacMzeXIeAHdkDtmKL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Wgt1HbIcNCntmWc8SqN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\nUGTF/DRT2aMIul4a5TV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      }
     ],
     "prompt_number": 10
    }
   ],
   "metadata": {}
  }
 ]
}