Test.ipynb

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  "language_info": {
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
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  "kernelspec": {
   "name": "python388jvsc74a57bd04639cbb0086ceb8f7e1759bdf3e9fefc843761553526562d4842e01d09ad99ea",
   "display_name": "Python 3.8.8 64-bit ('cvpr': conda)"
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 "nbformat_minor": 2,
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from COCOevalPlus import COCOevalPlus\n",
    "from VisualizeUtils import *\n",
    "from sys import stdout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=0.04s)\n",
      "creating index...\n",
      "index created!\n",
      "Loading and preparing results...\n",
      "DONE (t=4.63s)\n",
      "creating index...\n",
      "index created!\n"
     ]
    }
   ],
   "source": [
    "mycocoeval = COCOevalPlus('path/to/srcjson','path/to/resjson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Processed 100 images\n",
      "Processed 200 images\n",
      "Processed 300 images\n",
      "Processed 400 images\n",
      "Processed 500 images\n",
      "Processed 600 images\n",
      "Processed 700 images\n",
      "Processed 800 images\n",
      "Processed 840 images\n"
     ]
    }
   ],
   "source": [
    "confusion_matrix = mycocoeval.getConfusionMatrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([[2843,    5,   22,    0,    0, 2448],\n",
       "       [   1, 1236,    0,    0,    0,  841],\n",
       "       [  38,    0,  275,    0,    0,  249],\n",
       "       [   0,    4,    0,   82,    7,   88],\n",
       "       [   0,    0,    0,    3,   71,   61],\n",
       "       [ 132,   54,   38,   11,    6,    0]], dtype=int64)"
      ]
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "({1: 'car',\n",
       "  2: 'person',\n",
       "  3: 'bus',\n",
       "  4: 'motorbike',\n",
       "  5: 'bicycle',\n",
       "  6: 'background'},\n",
       " dict_values(['car', 'person', 'bus', 'motorbike', 'bicycle', 'background']))"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "category_id_to_name = {}\n",
    "for category in mycocoeval.sources.loadCats(mycocoeval.coco_eval.params.catIds):\n",
    "    category_id_to_name[category['id']]=category['name']\n",
    "category_id_to_name[6]='background'\n",
    "label=category_id_to_name.values()\n",
    "category_id_to_name,label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "im, cbar = heatmap(confusion_matrix, label, label, ax=ax,\n",
    "                   cmap=\"YlGn\", cbarlabel=\"num\")\n",
    "texts = annotate_heatmap(im, valfmt=\"{x}\")\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Running per image evaluation...\n",
      "Evaluate annotation type *bbox*\n",
      "DONE (t=17.97s).\n",
      "Accumulating evaluation results...\n",
      "DONE (t=2.50s).\n",
      "------------------------------------------------------------------------------------\n",
      " Average Precision  (AP) @[ CategoryId=  1 | IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.499\n",
      " Average Precision  (AP) @[ CategoryId=  1 | IoU=0.50      | area=   all | maxDets=100 ] = 0.774\n",
      " Average Precision  (AP) @[ CategoryId=  1 | IoU=0.75      | area=   all | maxDets=100 ] = 0.531\n",
      " Average Precision  (AP) @[ CategoryId=  1 | IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.272\n",
      " Average Precision  (AP) @[ CategoryId=  1 | IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.639\n",
      " Average Precision  (AP) @[ CategoryId=  1 | IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.737\n",
      " Average Recall     (AR) @[ CategoryId=  1 | IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.096\n",
      " Average Recall     (AR) @[ CategoryId=  1 | IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.388\n",
      " Average Recall     (AR) @[ CategoryId=  1 | IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.582\n",
      " Average Recall     (AR) @[ CategoryId=  1 | IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.398\n",
      " Average Recall     (AR) @[ CategoryId=  1 | IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.703\n",
      " Average Recall     (AR) @[ CategoryId=  1 | IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.791\n",
      "------------------------------------------------------------------------------------\n",
      "------------------------------------------------------------------------------------\n",
      " Average Precision  (AP) @[ CategoryId=  2 | IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.508\n",
      " Average Precision  (AP) @[ CategoryId=  2 | IoU=0.50      | area=   all | maxDets=100 ] = 0.780\n",
      " Average Precision  (AP) @[ CategoryId=  2 | IoU=0.75      | area=   all | maxDets=100 ] = 0.543\n",
      " Average Precision  (AP) @[ CategoryId=  2 | IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.167\n",
      " Average Precision  (AP) @[ CategoryId=  2 | IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.542\n",
      " Average Precision  (AP) @[ CategoryId=  2 | IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.712\n",
      " Average Recall     (AR) @[ CategoryId=  2 | IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.184\n",
      " Average Recall     (AR) @[ CategoryId=  2 | IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.534\n",
      " Average Recall     (AR) @[ CategoryId=  2 | IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.593\n",
      " Average Recall     (AR) @[ CategoryId=  2 | IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.315\n",
      " Average Recall     (AR) @[ CategoryId=  2 | IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.641\n",
      " Average Recall     (AR) @[ CategoryId=  2 | IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.766\n",
      "------------------------------------------------------------------------------------\n",
      "------------------------------------------------------------------------------------\n",
      " Average Precision  (AP) @[ CategoryId=  3 | IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.437\n",
      " Average Precision  (AP) @[ CategoryId=  3 | IoU=0.50      | area=   all | maxDets=100 ] = 0.655\n",
      " Average Precision  (AP) @[ CategoryId=  3 | IoU=0.75      | area=   all | maxDets=100 ] = 0.483\n",
      " Average Precision  (AP) @[ CategoryId=  3 | IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.213\n",
      " Average Precision  (AP) @[ CategoryId=  3 | IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.448\n",
      " Average Precision  (AP) @[ CategoryId=  3 | IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.634\n",
      " Average Recall     (AR) @[ CategoryId=  3 | IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.274\n",
      " Average Recall     (AR) @[ CategoryId=  3 | IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.541\n",
      " Average Recall     (AR) @[ CategoryId=  3 | IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.612\n",
      " Average Recall     (AR) @[ CategoryId=  3 | IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.423\n",
      " Average Recall     (AR) @[ CategoryId=  3 | IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.639\n",
      " Average Recall     (AR) @[ CategoryId=  3 | IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.744\n",
      "------------------------------------------------------------------------------------\n",
      "------------------------------------------------------------------------------------\n",
      " Average Precision  (AP) @[ CategoryId=  4 | IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.403\n",
      " Average Precision  (AP) @[ CategoryId=  4 | IoU=0.50      | area=   all | maxDets=100 ] = 0.637\n",
      " Average Precision  (AP) @[ CategoryId=  4 | IoU=0.75      | area=   all | maxDets=100 ] = 0.453\n",
      " Average Precision  (AP) @[ CategoryId=  4 | IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.076\n",
      " Average Precision  (AP) @[ CategoryId=  4 | IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.463\n",
      " Average Precision  (AP) @[ CategoryId=  4 | IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.623\n",
      " Average Recall     (AR) @[ CategoryId=  4 | IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.300\n",
      " Average Recall     (AR) @[ CategoryId=  4 | IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.514\n",
      " Average Recall     (AR) @[ CategoryId=  4 | IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.549\n",
      " Average Recall     (AR) @[ CategoryId=  4 | IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.247\n",
      " Average Recall     (AR) @[ CategoryId=  4 | IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.635\n",
      " Average Recall     (AR) @[ CategoryId=  4 | IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.713\n",
      "------------------------------------------------------------------------------------\n",
      "------------------------------------------------------------------------------------\n",
      " Average Precision  (AP) @[ CategoryId=  5 | IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.428\n",
      " Average Precision  (AP) @[ CategoryId=  5 | IoU=0.50      | area=   all | maxDets=100 ] = 0.654\n",
      " Average Precision  (AP) @[ CategoryId=  5 | IoU=0.75      | area=   all | maxDets=100 ] = 0.484\n",
      " Average Precision  (AP) @[ CategoryId=  5 | IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.051\n",
      " Average Precision  (AP) @[ CategoryId=  5 | IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.513\n",
      " Average Precision  (AP) @[ CategoryId=  5 | IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.649\n",
      " Average Recall     (AR) @[ CategoryId=  5 | IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.347\n",
      " Average Recall     (AR) @[ CategoryId=  5 | IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.540\n",
      " Average Recall     (AR) @[ CategoryId=  5 | IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.556\n",
      " Average Recall     (AR) @[ CategoryId=  5 | IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.133\n",
      " Average Recall     (AR) @[ CategoryId=  5 | IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.652\n",
      " Average Recall     (AR) @[ CategoryId=  5 | IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.767\n",
      "------------------------------------------------------------------------------------\n",
      " Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.455\n",
      " Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.700\n",
      " Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.499\n",
      " Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.156\n",
      " Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.521\n",
      " Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.671\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.240\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.504\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.578\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.303\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.654\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.756\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "0.45494761600684086"
      ]
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "source": [
    "mycocoeval.coco_eval.outputfile = stdout\n",
    "mycocoeval.getMapMar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "label = ['total', 'car', 'person', 'bus', 'motorbike', 'bicycle']\n",
    "total_stats = np.concatenate( (mycocoeval.coco_eval.stats[:, np.newaxis], mycocoeval.coco_eval.category_stats), axis=1) \n",
    "drawCatEvalBar(total_stats, label, savepath=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}