{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy.io as sio" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "other = sio.loadmat('UCFsports_otherapproaches.mat')\n", "ma_2015 = sio.loadmat('trees_maetal.mat')\n", "fat = sio.loadmat('CNN_UCFsports_myresults.mat')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "iou = np.linspace(0.1, 0.6, 6)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 0.56179104, 0.55853767, 0.55853767, 0.51868175, 0.49105582,\n", " 0.41148925])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fat_auc = np.zeros((6,))\n", "for i in xrange(6): \n", " fat_auc[i] = fat['output'][0]['auc'][i]\n", "fat_auc" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEZCAYAAACTsIJzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYU2X2xz+HjoAoVgSlKE1XsaJie7GBZe29YkV3beha\n", "Vw1Z+6qLbX/WVRQLVnQti7or79oFXLEgIIqIFUWwSxHO749zh2QymSGTSXKTmffzPHlmktzce/LO\n", "nfu97znnPUdUlUAgEAgEqmgWtwGBQCAQKC+CMAQCgUCgGkEYAoFAIFCNIAyBQCAQqEYQhkAgEAhU\n", "IwhDIBAIBKoRhCFQcERkDRF5UUR+EJGr47YnExF5RkSOjNuOSkJERonIJXl+1ovIcbW8111ElopI\n", "uBaVEeGP0USI/jnniUirLK8fl/GaE5FP056LiJwmIu+KyE8i8qmIPCQiv6vlcCcCX6vqiqp6duG/\n", "TcNQ1d1VdXSpjpc5ntFre4rIhGg854rIvSLSJe39ESJSw8boItqzluPMEpEdC/8NANDoUerPBmIg\n", 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"output_type": "display_data" } ], "source": [ "plt.plot(iou, np.reshape(other['lanetal'], (6,)), 'r', label = 'Lan et al.')\n", "plt.plot(iou, np.reshape(other['poselets_wangetal'],(6,)), 'b', label = 'Wang et al.')\n", "plt.plot(iou, np.reshape(other['sdpm'], (6,)), 'g', label = 'Tian et al.')\n", "plt.plot(iou, np.reshape(other['tubelet_jainetal'], (6,)), 'c', label = 'Jain et al.')\n", "plt.plot(iou, np.reshape(ma_2015['AUC'], (6,)), 'y', label = 'Ma et al., CVPR 2015')\n", "plt.plot(iou, fat_auc, 'm', label = 'Action Tubes')\n", "plt.grid()\n", "plt.xlabel('IOU threshold')\n", "plt.ylabel('AUC')\n", "plt.title('AUC for various IOU tresholds')\n", "plt.legend(loc = 'lower left')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "roc_jainetal = other['tubelet_ROC_curve']\n", "roc_wangetal = other['poselets_ROC_curve']\n", "roc_sdpm = other['sdpm_ROC_curve'] \n", "\n", "fat_fpr = fat['output'][0]['fpr'][1]\n", "fat_tpr = fat['output'][0]['tpr'][1]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEZCAYAAACTsIJzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4XEX5xz/f9B4gJCEJhAAmgdCCQBJAYBOEBBJBRLr0\n", "nxQFVFSa4s2lCVZUREFKAKWKVGkKWWpoSpMeSiAFSCCk97y/P+Zscu5my7n37tlydj7Ps8/dc86c\n", "mffd3XvemXdm3ldmhsfj8Xg8GdpUWgCPx+PxVBfeMHg8Ho+nCd4weDwej6cJ3jB4PB6PpwneMHg8\n", "Ho+nCd4weDwej6cJ3jB4Koak3SS9I2mBpP0rLU9LkTRR0o1laOdYSU+08N6CMkr6QNJeLZfOkyS8\n", "YfBkHgqLgwf0x5JulNQjq8yukh6VNF/SF5LukbRVVpkeki6TNC2oa6qk30rqlafp84Hfm1l3M7un\n", "BHpMknRB6LijpJ8H8iyW9LakH+XQfa+sc3kfwJJSkj7KOl0Lm4GKyWgRyqyDpB9ImiVpnqRrJHXI\n", "U26IpLslfSrpM0kPShrS3PY85cEbBg+4B8IEM+sObA9sC/w0c1HSLsBDwJ1AP2Az4GXgKUmbBWU6\n", "AI8AWwFjg7p2AeYAI/K0OxB4vSUCS2qbR4/ww+12YDSwL9ANOAo4UdLvCtzTInEiF5TatbKtlhJZ\n", 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"source": [ "pick = np.where(roc_jainetal[:,0]<=0.6)[0]\n", "plt.plot(roc_jainetal[pick,0],roc_jainetal[pick,1],'c',label='Jain et al.')\n", "pick = np.where(roc_wangetal[:,0]<=0.6)[0]\n", "plt.plot(roc_wangetal[pick,0],roc_wangetal[pick,1],'b',label='Wang et al.')\n", "pick = np.where(roc_sdpm[:,0]<=0.6)[0]\n", "plt.plot(roc_sdpm[pick,0],roc_sdpm[pick,1],'g',label='Tian et al.')\n", "pick = np.where(ma_2015['all_fpr']<=0.6)[0]\n", "plt.plot(ma_2015['all_fpr'][pick], ma_2015['all_tpr'][pick], 'y', label='Ma et al., CVPR 2015')\n", "plt.plot(fat_fpr, fat_tpr, 'm', label='Action Tubes')\n", "plt.grid()\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('ROC for IOU threshold=0.2')\n", "plt.legend(loc='lower right')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }