HDRModelTest.ipynb 178 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from pathlib import Path\n",
    "from PIL import Image\n",
    "\n",
    "from sample.model import HDRModel\n",
    "from trainModel import getSamples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
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    "def plt2Images(imgArr1, title1, imgArr2, title2):\n",
    "    f, axarr = plt.subplots(1, 2)\n",
    "    axarr[0].imshow(imgArr1, cmap=\"Greys_r\")\n",
    "    axarr[0].set_title(title1)\n",
    "    axarr[1].imshow(imgArr2, cmap=\"Greys_r\")\n",
    "    axarr[1].set_title(title2)\n",
    "    plt.show()\n",
    "\n",
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    "SAMPLE_FOLDER = \"tempTrain\"\n",
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    "TEST_FOLDER   = \"testTemp\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pull in paired slices and masks"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "(10, 128, 128, 3)\n",
      "(10, 128, 128)\n"
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     ]
    }
   ],
   "source": [
    "(xTrain, yTrain) = getSamples(Path(SAMPLE_FOLDER))\n",
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    "print(xTrain.shape)\n",
    "print(yTrain.shape)"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
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    "plt2Images(xTrain[0], \"IMAGE\", yTrain[0], \"MASK\")"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {},
   "outputs": [],
   "source": [
    "xDim = xTrain[0].shape[0]\n",
    "yDim = xTrain[0].shape[1]\n",
    "\n",
    "shape = (xDim, yDim, 3)"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Model: VGG16/Random Forest"
   ]
  },
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  {
   "cell_type": "code",
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   "execution_count": 6,
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   "metadata": {},
   "outputs": [],
   "source": [
    "model = HDRModel(shape=shape)"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fit Model"
   ]
  },
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  {
   "cell_type": "code",
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   "execution_count": 7,
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   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
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      "[Parallel(n_jobs=-1)]: Done  42 tasks      | elapsed:  1.1min\n",
      "[Parallel(n_jobs=-1)]: Done  50 out of  50 | elapsed:  1.3min finished\n"
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     ]
    }
   ],
   "source": [
    "model.fit(xTrain, yTrain)"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Test Images"
   ]
  },
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  {
   "cell_type": "code",
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   "execution_count": 8,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9\n"
     ]
    }
   ],
   "source": [
    "testPaths = [pth for pth in Path(TEST_FOLDER).iterdir()]\n",
    "print(len(testPaths))"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 16,
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   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=4)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
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      "[Parallel(n_jobs=4)]: Done  42 tasks      | elapsed:    0.4s\n",
      "[Parallel(n_jobs=4)]: Done  50 out of  50 | elapsed:    0.5s finished\n"
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     ]
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
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test    
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    "image = np.array(Image.open(testPaths[2]))\n",
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    "pred  = model.predict(image)\n",
    "\n",
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test    
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    "plt2Images(image, \"INPUT\", pred, \"PREDICTION\")"
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   ]
  },
  {
   "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
}