AL_plot.ipynb

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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "unsample = pd.read_csv(\"AL_result_unsampling.txt\", header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "unsample.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "rand = pd.read_csv(\"AL_result_random.txt\", header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
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     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "source": [
    "rand.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(unsample[13], unsample[3], label = \"unsampling\")\n",
    "plt.plot(rand[13], rand[3], label = \"random\")\n",
    "plt.xlabel(\"epoch\")\n",
    "plt.ylabel(\"value\")\n",
    "plt.title(\"So sánh độ đo precision\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(unsample[13], unsample[4], label = \"unsampling\")\n",
    "plt.plot(rand[13], rand[4], label = \"random\")\n",
    "plt.xlabel(\"epoch\")\n",
    "plt.ylabel(\"value\")\n",
    "plt.title(\"So sánh độ đo recall\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(unsample[13], unsample[5], label = \"unsampling\")\n",
    "plt.plot(rand[13], rand[5], label = \"random\")\n",
    "plt.xlabel(\"epoch\")\n",
    "plt.ylabel(\"value\")\n",
    "plt.title(\"So sánh độ đo mAP@0.5\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(unsample[13], unsample[6], label = \"unsampling\")\n",
    "plt.plot(rand[13], rand[6], label = \"random\")\n",
    "plt.xlabel(\"epoch\")\n",
    "plt.ylabel(\"value\")\n",
    "plt.title(\"So sánh độ đo mAP@[0.5:0.95]\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(unsample[13], unsample[7], label = \"unsampling\")\n",
    "plt.plot(rand[13], rand[7], label = \"random\")\n",
    "plt.xlabel(\"epoch\")\n",
    "plt.ylabel(\"value\")\n",
    "plt.title(\"So sánh hàm mất mát dự đoán box\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"278.338125pt\" version=\"1.1\" viewBox=\"0 0 398.50625 278.338125\" width=\"398.50625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-01-24T02:18:05.953000</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.3, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style 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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(unsample[13], unsample[8], label = \"unsampling\")\n",
    "plt.plot(rand[13], rand[8], label = \"random\")\n",
    "plt.xlabel(\"epoch\")\n",
    "plt.ylabel(\"value\")\n",
    "plt.title(\"So sánh hàm mất mát dự đoán object\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(unsample[13], unsample[9], label = \"unsampling\")\n",
    "plt.plot(rand[13], rand[9], label = \"random\")\n",
    "plt.xlabel(\"epoch\")\n",
    "plt.ylabel(\"value\")\n",
    "plt.title(\"So sánh hàm mất mát dự đoán object\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}