meanShiftSeg-checkpoint.ipynb 251 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import pathlib\n",
    "import numpy as np\n",
    "from skimage import color\n",
    "\n",
    "from sklearn.cluster import MeanShift, estimate_bandwidth\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image shape: (512, 512, 3)\n"
     ]
    }
   ],
   "source": [
    "imagePath = pathlib.Path.cwd().joinpath( \"example_images/GeoEye_Slice-0-0.jpg\" )\n",
    "img = cv2.imread( str( imagePath ) )\n",
    "imgArr = np.array( img )\n",
    "print( \"image shape:\", imgArr.shape )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "flat image: (262144, 3)\n"
     ]
    }
   ],
   "source": [
    "flatImage = np.reshape( imgArr, [-1, 3] )\n",
    "print( \"flat image:\", flatImage.shape )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "bandwidth2 = estimate_bandwidth(flatImage, quantile=.2, n_samples=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ms = MeanShift(bandwidth2, bin_seeding=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MeanShift(bandwidth=47.47867294370744, bin_seeding=True, cluster_all=True,\n",
       "          max_iter=300, min_bin_freq=1, n_jobs=None, seeds=None)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms.fit(flatImage)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(262144,)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = ms.labels_\n",
    "labels.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f29e82c7da0>"
      ]
     },
     "execution_count": 13,
     "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": [
    "plt.imshow( imgArr )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 512)\n"
     ]
    },
    {
     "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": [
    "plt.imshow( np.reshape( labels, [512,512] ) )\n",
    "segImg = np.reshape( labels, [512,512] )\n",
    "#segImg = segImg.astype(np.uint8) * ( 255.0 / segImg.max() )\n",
    "#segImg = np.stack((segImg,)*3, axis=-1)\n",
    "#segImg = color.gray2rgb(segImg)\n",
    "print( segImg.shape )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.imwrite( \"seg_test.jpg\", segImg )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.colors as mcolors\n",
    "from matplotlib.colors import to_rgb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = list( mcolors.CSS4_COLORS.keys() ) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "classes = np.unique( segImg )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'aliceblue', 1: 'antiquewhite', 2: 'aqua'}"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classColors = {\n",
    "    \n",
    "}\n",
    "for i in range( len( classes ) ):\n",
    "    classColors[classes[i]] = colors[i]\n",
    "classColors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "newArr = []\n",
    "for i in range( segImg.shape[0] ):\n",
    "    for j in range( segImg.shape[1] ):\n",
    "        newArr.append( to_rgb( classColors[segImg[i][j]] ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "final = np.asarray( newArr )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "gpu_tf",
   "language": "python",
   "name": "gpu_tf"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}