Algorithm/deepHeadPose.git

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch.utils.serialization import load_lua\n",
    "import os\n",
    "import scipy.io as sio\n",
    "import cv2\n",
    "import math\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from PIL import Image\n",
    "import PIL\n",
    "\n",
    "from math import cos, sin, tan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_pose_cube(img, yaw, pitch, roll, tdx=None, tdy=None, size=150.):\n",
    "    p = pitch * np.pi / 180\n",
    "    y = -(yaw * np.pi / 180)\n",
    "    r = roll * np.pi / 180\n",
    "\n",
    "    if tdx != None and tdy != None:\n",
    "        face_x = tdx - 0.50 * size\n",
    "        face_y = tdy - 0.50 * size\n",
    "    else:\n",
    "        height, width = img.shape[:2]\n",
    "        face_x = width / 2 - 0.5 * size\n",
    "        face_y = height / 2 - 0.5 * size\n",
    "\n",
    "    x1 = size * (cos(y) * cos(r)) + face_x\n",
    "    y1 = size * (cos(p) * sin(r) + cos(r) * sin(p) * sin(y)) + face_y\n",
    "    x2 = size * (-cos(y) * sin(r)) + face_x\n",
    "    y2 = size * (cos(p) * cos(r) - sin(p) * sin(y) * sin(r)) + face_y\n",
    "    x3 = size * (sin(y)) + face_x\n",
    "    y3 = size * (-cos(y) * sin(p)) + face_y\n",
    "\n",
    "    # Draw base in red\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x1),int(y1)),(0,0,255),3)\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x2),int(y2)),(0,0,255),3)\n",
    "    cv2.line(img, (int(x2), int(y2)), (int(x2+x1-face_x),int(y2+y1-face_y)),(0,0,255),3)\n",
    "    cv2.line(img, (int(x1), int(y1)), (int(x1+x2-face_x),int(y1+y2-face_y)),(0,0,255),3)\n",
    "    # Draw pillars in blue\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x3),int(y3)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x1), int(y1)), (int(x1+x3-face_x),int(y1+y3-face_y)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x2), int(y2)), (int(x2+x3-face_x),int(y2+y3-face_y)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x2+x1-face_x),int(y2+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(255,0,0),2)\n",
    "    # Draw top in green\n",
    "    cv2.line(img, (int(x3+x1-face_x),int(y3+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x2+x3-face_x),int(y2+y3-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x3), int(y3)), (int(x3+x1-face_x),int(y3+y1-face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x3), int(y3)), (int(x3+x2-face_x),int(y3+y2-face_y)),(0,255,0),2)\n",
    "\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_DIR = '../data/biwi/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.741208  -0.262573  -0.617791 ]\n",
      " [ 0.0134529  0.92595   -0.377406 ]\n",
      " [ 0.67114    0.271425   0.689854 ]] [ 222.257    54.5046  850.816 ]\n",
      "-42.155138305 -21.4772967876 -1.03980228256\n"
     ]
    },
    {
     "data": {
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Z5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RjQINQbiNwgsnefLKLFbokUVYqcAIcehlohqnzPRuC4aa4kXm0QBn4obXgJKFykYRw6PSG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\n9WHor27ly6VDxT+hMESsJhlmDfHnrVQlpUW0FlLVS0C/T1YECU5sZ1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PKa24lrbZEWcFK\nB6GgIqTYM9aebVMW1hMlM945z23vPsf510f4+/5ygoUaHz2E5Q36fxdukAKS68QMTAQu5OpAZubX\np0VCpfeMnL3pyAJVRVcFEkH9/tche4gK64gRVRjcqXw6cX16rErCaIIUqzBCvW7Vr3GhoKEQq4mx\nS0w948m5yN9oRRMQE3QQ5w9qAb+HsahVPnqZFly8n4vqnQYhVo6Wn4wWjce/fh9n7znmQv+UCESC\nzbBoiLSk4OmWCyIhGpar8j0bgQWj5EWaYvRaSBawIoRUiKnqb+tHSO3TgoRaOF0GWWKgREPKJmJC\nCQ6oRzGiZEox1/mWDNKTU2Rm4lxMoAlQxMhc4Nyi4amv3Mv0VXuZdOtoE10CqsooVOt/VUSiZ21X\n0n02D8Yyo8rqqgsTVGyy4n31PS/YkrdJCO4KryDmKZTGkv1Wu2K71KUODkoDvUiGnlQxjZVr6V1o\nlio/rJCnX8DeAYdmhTs+eDv7Tm+T960DxlpWtrZ7unnnSqyan66DAYM5wGNAGm7SlBDMk0NFuHfr\nAP/grS9ncugq1OCxU2f58/e+hwfybUx2H6RoZjSeIPOvMv34/8U7Pv5R3vGuG3jpTS/i8Eg4fOMu\nmnKG/kLm77/1New78ARnzp5n88nTy2u5L0ZvRimQO6XrC2WxwxNPJh7euI5/8Uv7iQ/fwOzQ1XQX\nzrBZHuSez32GT3zxi7T5DGaFfvQC4tqIEB3+cL27k+zjqOHw3kA5lesSDSg9V1z5PAZjiqeAvYef\nR5MSceTjbq9TLy49LsUVpZTMXAszjayETBdWaOLj3HXbpW2yE9GHO8vdonQoewoyxECb35tFDAml\nyhVxvqUpGlxosTCHncQqF3iYaiqdbEDLQ90dLO+vEOtCeJiGKnG+ji4qnkdvlZliCBYjUlPerDYT\nQ9MwuPw7DLB4xrXqWVI0rcqf6v+VyJBl7n8tWBQ6jawFmGVAIxKDOwxVfCWIkSuBOlH42rFjWPco\nEp1SbU30TJcC41bQ2LMQL6YKxOS4qItzC0WVRKAIxGEbHBwD9XSDDkJNwiuOr8QQUFOy0yqJmhAW\nqCgiK4BVTp+xwGgqv3PYWIdOWSSlScZ6jCwQUlonNS90BgAAIABJREFUBKONwvG77mTXdbfyLau7\naPrg8R+mfhFbrOOoj0uI1FgK7+JL6OjEN9FDbK3UDaiZE4a0fh5+EVagpFwqdEG8qLIsnbXjq0R1\nMWMItPCftLwsfSpQl5Oq+OZUK7k1Eok2JpRMHLXc/chjfPBPPs3a+mgZezLLSj9dMCPTFj+gIGMa\niOqHRjYDSRRNEItTTXrBSgMJcnOEt77pFqc2mfLg8fs5+e/fjzQHMDLFaipAM2KczkP5KDz4Ob54\n/3UAvPTN38c3vxB03PAH9x7m2258Gc+//ikWDx9fXs3dVFmYUlQpWcnzKRdPjrnuNS/l57/vBXzh\nvmO86ydPsP3f/EfG53se+ch97IRTNGmTEpLDkH0ml5Hr0KOnm5ZSi03az81H9vDurzzMOmDFi2IK\nE9AFuRT2HnyeB96BNxnzQggOr6gEYimYZWalsKDQoiCBxWKBxkCbzy9fT5NaSl4wsB98YDLPPKrM\nMqtYtQSqC5tj585+qYIH87C+puLlg6+AAFaaKgKp7WrdSzh27j3pEKBiofq1lkoBrL9Vg1IC7kiG\n1qamRapxjdVmIGF0uPPRwPkdzGCeyeNZUjTriRUyivgJIxDUwTLFt2khL8grI3RuzhPUkW/V1R3E\nTZPf9hromvP8/p+cZyX19JJIYQ+p36IQCXHBaghojaYINfPHQu+mtQlUG4ZQ2zaqUzuk99jVMMJs\nRrAJEsdk3YS6ZLDgzuLCGJHs9COpJF5dkEJxtxiLjC0439J6WDpmJ2L2fdKFphBbYRR7YrMCqWe0\ncpRjn3s3r7zqJ1g0RugDMWRCaIilraxHdayJgLGD5XUviikymhmyXpzGQ6y3gee1u4yw9syDg5JW\nSpd41++g7DC514Ir1XrMjCGvHKi66YAHlznR20chBeaIjBx/Tgt0CrbSk9tVPvX+B/jAn/4cs/VX\nsd4YMQrSZ3a6BfN+CmWGxRaTFmOOsnDHpZzRIMQsSKNAC0E9Y1yKt7Mnd/NN33EdBkzzFn/0jndx\nT/MwYe0QfdnBZIKzJoyQEsYKpMx4dBeqe3jgC7/EvivfwctvNmRzxtdu/zr3MOfQ3quXV/N8M2Nj\n78TmW4FrVm7lre9/G9OHHuFfvu53uG10B7K+Ah80RDNh8gRtWcPiBLFCiInJoufhk5lbDq4ylogE\noakeBn08wtHXXgnvucu33ZLqZ2WoRtR6zIQUnESuuRCif5YlNT4dSEGtq9Lb4ONwb+hoSmdSnbn8\n8SePb/O3rlyh7xZEWq8xmpDQVTKEAB1xnLC+R5va/aJgyRkmFhFpEe2qJZyP4Mlw+Wzsak85ca/S\nKolUs8osGX4bN4JWnVbK39I/q2L6TjccdOg+wWZnUpgb6fRW3JXLBJEesYSW3c+4WoW/+Uv+v3h4\nu0/R5SnlROjeTwwTYB+EdZi5dRpBUZ06TckU0wazBWo9qZnz0IlPAndhYY0Ye0wWFGtRnbmL+mSE\nYxppScGR4MqkwQLLqutzMEFiSxsmwAizMcaksi6mSBMJTSTEiEXXrZuM/XdSc+d2ayEqhAazNcwa\nMgVs5D/HRhXwxtU9sYD1WJ/J2eMSLBeSLNjaNp5cnMKmC3JZ+I2iwTeC5j2gMqHgFAykRh1YobRO\nsGegFAG+Z3bgXa2CrUOezLKDFCS6u9Iy7tQ6qqSnYsrOhbskjVIIlw1BUjtSE3/OIZrCWi/czTpP\nPNZz55f/GduT1zJqZ5gapc90XaZ0PZZ7sOpARnGeHk5MJzW+YW38uQZUzDexmd4U6Ej0WOm4+8v3\nc9dn3gnNNXiG0AJXbxVIbmQd45goE4TdhADz88p9n/80j02PsOtAZs+hyOr6OhdHl7bNe/Z/la5X\nZgtl956P8+rf+mH0zuP8xut+jdvS5xmtNjSjnjZtE6WjsI7ETJSeKJFAIDRnOHvfGbZKQqJjvxIK\nJh1dThx4/ks5yFFKOQ/0Vfq6Uqc1IZAcYa50Hjef9sWl2Jp7POQRRUf1oHXql1nymIk8W76eT3/w\nAe6fRVIYk8XZDjJ4dA4RGSIOI2gihKYyXwbvrMHQutRCJTjvt69QDrgaqKlLmVS7v0gIDajjqKZa\nx+5FvWYDobJmnILYgrW+NZAWpMXwa2u4Jg3xe9PcT0E0Qqm0uWf4eJYUTT9BPW/aMS3frFUHI5th\neoFQOizVaIV+gTflHsBlJpg2qAqhNW7/gAE9vS5IQYjSgXSIzEhtobDLsQ7bQdkhmBJs7M47ofe4\nghgIRSAUAjNC5ZohnrXjALcSLBJkhdRMSMlpQMZFDN/mO51pzuClCR1lGVw1X2JBQ+AuVojVONdK\nQPse7XvoC9ZBE3fx2bueAAtkjaiqswaqq71pxsoUU5eUOhdyTCmAzLm037+kDTczfy5JFRbJ9ZOJ\nrkeuy7rlfwyG7CVs6CoHTKoWTa3A5TIeVZYFWTQui7cnEhbOzTKfet8fc+LhVzJZmWJafIFSjL70\nqHYofT0Y3JdgGT084FZ9h9oMNR8/1RKDB8jwW/QEzm2e4yPv+gRn4mHa0TaYERj7F8rI5a0yQhgT\nYyKmliiBlAqn7/1NPvWBd7II+xit7OPAgd0cnF9aJFz7ra9HTz1IefjPeNnf/lN2/njOO//4/XyV\nLzLeWAMaKI0XsrLwxkCMEBOhhRAL2hoPf+0jfO2Rhq7ycZGRQy9FiOsrvJzAds4ErXLeMq/XgBGS\nixtEC9pXfyLFnev1PKYd5J5scyz3SIEivmTR4T2oj/bEV/mz932JkyE4XU6LmzsP+KIYTjoXhz1U\nfHpS/F4dcDerU4Z5xpSYCwPQxg9pcVmuSHHZUBm40h3u0i/eSFU8UqiSaQXJuTZZjRdgyygdKgvU\nfDqhbtgpGWGCx6YM1I+/Eu/x1zyeFUXTMKS4m7lnieT656S+mQno6MVBf+cQRiz4m1pTrlxTHQST\nBV/+7IwUasZMGYMmsJaU9tG065DdMSXEhMQGGTVI8K17oKWJiRQiktzdJoQE0Qgx11xqH5kkTBBp\nCcldWlKsqZpqfiJaqhcFlUPU4EFqhpUIpSC2cDsvE7C5LzZKWBaGonNKKRRLFOmIzHnwjpM8ceYE\nNp/S5wWmuRqUFJbguXrhcCP1DijEfJmji3mM8NBRmiwQ5jjY3+FgZlqO58TaJeA3ig2JoZWx4FvK\n+tnYsJkcoIeO5ShvmaX3sfkWKNoKn3//ndz2qfezs+pcS5HgE0i9MbIVlK5CHVqXC5fCusyETAs2\nxtUjA73J34uY58Am5y4+yv0P3MV7f+VjjMZ7sOCHaRADRkgl5ntERk9AiSmSmoY0GtGM9/Pol36f\nP7/tIbr1Kzhw7TXc+N3PXV7P6cqf5toXP4dX/He/ynNuvpmH+DM++od3s7pvjIRhhOwpOfvyUjIh\njUDGNNK4xylrnH3oj/nk+z/IHY83zFQQmSFF0W6G9rt4+Y9dQbdtzumVFtipnX6D5QYrg7la538G\nP1uKOlG8w2l1ilLKAopjuoU0vKUAjNZGPHH313nvRx/gYrOXSPSpSQLIwt9rmppI4oeyFTffYNnB\nKbDjvNFQr1GjViCD0FUhgne9Wv0KLNilLlISZiNsCFysm3mVCNUxyWQbj/xWxMZ4VEciSKoMHHNm\ng9ZJSvA8LvkG5GlaiKi6HEuwGt9Z/CY1j2yNlsm5GpGqEXKNLgg+eoo2jMZz7vjcXWzG+11lKIJo\noQ+FRCQkJcYIcYYztjx7GhRtgqdMWqRkJ72WVkkqaC1iguNlKboXpDuyR8bM2WoKWuuQjy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8dpRAQC1KUJb/7/LYsHvBzHnaprMwQ5itsANtFeecbV6lhRNKt/KG22z2jbXOM8Bv+jpyUx8dNSp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\nQxckN3aOVILZBFjHcHybg8MTtg9iKBQFdU/8lvFykLY3NnQZ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f175060e650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# img_name = '05/frame_00870'\n",
    "img_name = '08/frame_00600'\n",
    "img_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_rgb.png')\n",
    "pose_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_pose.txt')\n",
    "img_name_list = img_name.split('/')\n",
    "bbox_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name_list[0] + '/dockerface-' + img_name_list[1] + '_rgb.txt')\n",
    "\n",
    "\n",
    "# Load bounding box\n",
    "bbox = open(bbox_path, 'r')\n",
    "line = bbox.readline().split(' ')\n",
    "x_min, y_min, x_max, y_max = [float(line[1]), float(line[2]), float(line[3]), float(line[4])]\n",
    "\n",
    "# Loosely crop face\n",
    "k = 0.35\n",
    "x_min -= 0.6 * k * abs(x_max - x_min)\n",
    "y_min -= k * abs(y_max - y_min)\n",
    "x_max += 0.6 * k * abs(x_max - x_min)\n",
    "y_max += 0.6 * k * abs(y_max - y_min)\n",
    "bbox.close()\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "\n",
    "pose_annot = open(pose_path, 'r')\n",
    "R = []\n",
    "for line in pose_annot:\n",
    "    line = line.strip('\\n').split(' ')\n",
    "    l = []\n",
    "    if line[0] != '':            \n",
    "        for nb in line:\n",
    "            if nb == '':\n",
    "                continue\n",
    "            l.append(float(nb))\n",
    "        R.append(l)\n",
    "\n",
    "R = np.array(R)\n",
    "T = R[3,:]\n",
    "R = R[:3,:]\n",
    "print R, T\n",
    "pose_annot.close()\n",
    "\n",
    "roll = -np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n",
    "yaw = np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n",
    "pitch = -np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n",
    "\n",
    "print yaw, pitch, roll\n",
    "\n",
    "plot_pose_cube(img, yaw, pitch, roll, int((x_max + x_min)/2), int((y_max + y_min)/2), size = 100)\n",
    "cv2.rectangle(img, (int(x_min), int(y_min)), (int(x_max), int(y_max)), (0,255,0), 4)\n",
    "\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['../data/biwi/data/hpdb/01/frame_00202_rgb.png', '../data/biwi/data/hpdb/01/frame_00329_rgb.png', '../data/biwi/data/hpdb/01/frame_00371_rgb.png', '../data/biwi/data/hpdb/01/frame_00165_rgb.png', '../data/biwi/data/hpdb/01/frame_00042_rgb.png', '../data/biwi/data/hpdb/01/frame_00286_rgb.png', '../data/biwi/data/hpdb/01/frame_00196_rgb.png', '../data/biwi/data/hpdb/01/frame_00246_rgb.png', '../data/biwi/data/hpdb/01/frame_00436_rgb.png', '../data/biwi/data/hpdb/01/frame_00281_rgb.png', '../data/biwi/data/hpdb/01/frame_00453_rgb.png', '../data/biwi/data/hpdb/01/frame_00478_rgb.png', '../data/biwi/data/hpdb/01/frame_00231_rgb.png', '../data/biwi/data/hpdb/01/frame_00038_rgb.png', '../data/biwi/data/hpdb/01/frame_00337_rgb.png', '../data/biwi/data/hpdb/01/frame_00101_rgb.png', '../data/biwi/data/hpdb/01/frame_00341_rgb.png', '../data/biwi/data/hpdb/01/frame_00055_rgb.png', '../data/biwi/data/hpdb/01/frame_00128_rgb.png', '../data/biwi/data/hpdb/01/frame_00278_rgb.png', '../data/biwi/data/hpdb/01/frame_00308_rgb.png', '../data/biwi/data/hpdb/01/frame_00252_rgb.png', '../data/biwi/data/hpdb/01/frame_00270_rgb.png', '../data/biwi/data/hpdb/01/frame_00111_rgb.png', '../data/biwi/data/hpdb/01/frame_00377_rgb.png', '../data/biwi/data/hpdb/01/frame_00357_rgb.png', '../data/biwi/data/hpdb/01/frame_00039_rgb.png', '../data/biwi/data/hpdb/01/frame_00084_rgb.png', '../data/biwi/data/hpdb/01/frame_00324_rgb.png', '../data/biwi/data/hpdb/01/frame_00486_rgb.png', '../data/biwi/data/hpdb/01/frame_00071_rgb.png', '../data/biwi/data/hpdb/01/frame_00345_rgb.png', '../data/biwi/data/hpdb/01/frame_00130_rgb.png', '../data/biwi/data/hpdb/01/frame_00428_rgb.png', '../data/biwi/data/hpdb/01/frame_00487_rgb.png', '../data/biwi/data/hpdb/01/frame_00200_rgb.png', '../data/biwi/data/hpdb/01/frame_00361_rgb.png', '../data/biwi/data/hpdb/01/frame_00005_rgb.png', '../data/biwi/data/hpdb/01/frame_00380_rgb.png', '../data/biwi/data/hpdb/01/frame_00287_rgb.png', '../data/biwi/data/hpdb/01/frame_00126_rgb.png', '../data/biwi/data/hpdb/01/frame_00177_rgb.png', '../data/biwi/data/hpdb/01/frame_00334_rgb.png', '../data/biwi/data/hpdb/01/frame_00226_rgb.png', '../data/biwi/data/hpdb/01/frame_00215_rgb.png', '../data/biwi/data/hpdb/01/frame_00432_rgb.png', '../data/biwi/data/hpdb/01/frame_00354_rgb.png', '../data/biwi/data/hpdb/01/frame_00444_rgb.png', '../data/biwi/data/hpdb/01/frame_00403_rgb.png', '../data/biwi/data/hpdb/01/frame_00273_rgb.png', '../data/biwi/data/hpdb/01/frame_00332_rgb.png', '../data/biwi/data/hpdb/01/frame_00249_rgb.png', '../data/biwi/data/hpdb/01/frame_00420_rgb.png', '../data/biwi/data/hpdb/01/frame_00349_rgb.png', '../data/biwi/data/hpdb/01/frame_00154_rgb.png', '../data/biwi/data/hpdb/01/frame_00170_rgb.png', '../data/biwi/data/hpdb/01/frame_00032_rgb.png', '../data/biwi/data/hpdb/01/frame_00473_rgb.png', '../data/biwi/data/hpdb/01/frame_00386_rgb.png', '../data/biwi/data/hpdb/01/frame_00331_rgb.png', '../data/biwi/data/hpdb/01/frame_00150_rgb.png', '../data/biwi/data/hpdb/01/frame_00022_rgb.png', '../data/biwi/data/hpdb/01/frame_00445_rgb.png', '../data/biwi/data/hpdb/01/frame_00484_rgb.png', '../data/biwi/data/hpdb/01/frame_00479_rgb.png', '../data/biwi/data/hpdb/01/frame_00193_rgb.png', '../data/biwi/data/hpdb/01/frame_00058_rgb.png', '../data/biwi/data/hpdb/01/frame_00457_rgb.png', '../data/biwi/data/hpdb/01/frame_00219_rgb.png', '../data/biwi/data/hpdb/01/frame_00098_rgb.png', '../data/biwi/data/hpdb/01/frame_00161_rgb.png', '../data/biwi/data/hpdb/01/frame_00315_rgb.png', '../data/biwi/data/hpdb/01/frame_00379_rgb.png', '../data/biwi/data/hpdb/01/frame_00460_rgb.png', '../data/biwi/data/hpdb/01/frame_00063_rgb.png', '../data/biwi/data/hpdb/01/frame_00197_rgb.png', '../data/biwi/data/hpdb/01/frame_00225_rgb.png', '../data/biwi/data/hpdb/01/frame_00027_rgb.png', '../data/biwi/data/hpdb/01/frame_00470_rgb.png', '../data/biwi/data/hpdb/01/frame_00422_rgb.png', '../data/biwi/data/hpdb/01/frame_00020_rgb.png', '../data/biwi/data/hpdb/01/frame_00124_rgb.png', '../data/biwi/data/hpdb/01/frame_00495_rgb.png', '../data/biwi/data/hpdb/01/frame_00429_rgb.png', '../data/biwi/data/hpdb/01/frame_00263_rgb.png', '../data/biwi/data/hpdb/01/frame_00014_rgb.png', '../data/biwi/data/hpdb/01/frame_00325_rgb.png', '../data/biwi/data/hpdb/01/frame_00079_rgb.png', '../data/biwi/data/hpdb/01/frame_00220_rgb.png', '../data/biwi/data/hpdb/01/frame_00388_rgb.png', '../data/biwi/data/hpdb/01/frame_00092_rgb.png', '../data/biwi/data/hpdb/01/frame_00149_rgb.png', '../data/biwi/data/hpdb/01/frame_00112_rgb.png', '../data/biwi/data/hpdb/01/frame_00458_rgb.png', '../data/biwi/data/hpdb/01/frame_00275_rgb.png', '../data/biwi/data/hpdb/01/frame_00416_rgb.png', '../data/biwi/data/hpdb/01/frame_00211_rgb.png', '../data/biwi/data/hpdb/01/frame_00421_rgb.png', '../data/biwi/data/hpdb/01/frame_00375_rgb.png', '../data/biwi/data/hpdb/01/frame_00501_rgb.png', '../data/biwi/data/hpdb/01/frame_00367_rgb.png', '../data/biwi/data/hpdb/01/frame_00313_rgb.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db/01/dockerface-frame_00096_rgb.txt', '../data/biwi/data/hpdb/01/frame_00252_pose.txt', '../data/biwi/data/hpdb/01/frame_00324_pose.txt', '../data/biwi/data/hpdb/01/frame_00490_pose.txt', '../data/biwi/data/hpdb/01/frame_00328_pose.txt', '../data/biwi/data/hpdb/01/frame_00020_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00139_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00339_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00029_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00417_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00233_rgb.txt', '../data/biwi/data/hpdb/01/frame_00291_pose.txt', '../data/biwi/data/hpdb/01/frame_00347_pose.txt', '../data/biwi/data/hpdb/01/frame_00206_pose.txt', '../data/biwi/data/hpdb/01/frame_00184_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00398_rgb.txt', '../data/biwi/data/hpdb/01/frame_00238_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00157_rgb.txt', '../data/biwi/data/hpdb/01/frame_00149_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00409_rgb.txt', '../data/biwi/data/hpdb/01/frame_00092_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00306_rgb.txt', '../data/biwi/data/hpdb/01/frame_00405_pose.txt', '../data/biwi/data/hpdb/01/frame_00479_pose.txt', '../data/biwi/data/hpdb/01/frame_00315_pose.txt', '../data/biwi/data/hpdb/01/frame_00007_pose.txt', '../data/biwi/data/hpdb/01/frame_00413_pose.txt', '../data/biwi/data/hpdb/01/frame_00082_pose.txt', '../data/biwi/data/hpdb/01/frame_00148_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00061_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00202_rgb.txt', '../data/biwi/data/hpdb/01/frame_00057_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00010_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00491_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00107_rgb.txt', '../data/biwi/data/hpdb/01/frame_00111_pose.txt', '../data/biwi/data/hpdb/01/frame_00299_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00087_rgb.txt', '../data/biwi/data/hpdb/01/frame_00453_pose.txt', '../data/biwi/data/hpdb/01/frame_00237_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00070_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00366_rgb.txt', '../data/biwi/data/hpdb/01/frame_00196_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00351_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00380_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00007_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00136_rgb.txt', '../data/biwi/data/hpdb/01/frame_00427_pose.txt', '../data/biwi/data/hpdb/01/frame_00288_pose.txt', '../data/biwi/data/hpdb/01/frame_00473_pose.txt', '../data/biwi/data/hpdb/01/frame_00429_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00343_rgb.txt', '../data/biwi/data/hpdb/01/frame_00360_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00064_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00461_rgb.txt', '../data/biwi/data/hpdb/01/frame_00461_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00192_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00108_rgb.txt', '../data/biwi/data/hpdb/01/frame_00158_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00036_rgb.txt', '../data/biwi/data/hpdb/01/frame_00042_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00479_rgb.txt', '../data/biwi/data/hpdb/01/frame_00232_pose.txt', '../data/biwi/data/hpdb/01/frame_00200_pose.txt', '../data/biwi/data/hpdb/01/frame_00153_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00381_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00453_rgb.txt', '../data/biwi/data/hpdb/01/frame_00384_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00177_rgb.txt', '../data/biwi/data/hpdb/01/frame_00104_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00273_rgb.txt', '../data/biwi/data/hpdb/01/frame_00176_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00158_rgb.txt', '../data/biwi/data/hpdb/01/frame_00399_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00429_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00199_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00121_rgb.txt', '../data/biwi/data/hpdb/01/frame_00362_pose.txt', '../data/biwi/data/hpdb/01/frame_00251_pose.txt', '../data/biwi/data/hpdb/01/frame_00337_pose.txt', '../data/biwi/data/hpdb/01/frame_00359_pose.txt', '../data/biwi/data/hpdb/01/frame_00154_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00329_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00115_rgb.txt', '../data/biwi/data/hpdb/01/frame_00243_pose.txt', '../data/biwi/data/hpdb/01/frame_00033_pose.txt', '../data/biwi/data/hpdb/01/frame_00126_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00396_rgb.txt', '../data/biwi/data/hpdb/01/frame_00283_pose.txt', '../data/biwi/data/hpdb/01/frame_00110_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00146_rgb.txt', '../data/biwi/data/hpdb/01/frame_00010_pose.txt', '../data/biwi/data/hpdb/01/frame_00087_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00354_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00193_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00171_rgb.txt', '../data/biwi/data/hpdb/01/frame_00187_pose.txt', '../data/biwi/data/hpdb/01/frame_00415_pose.txt', '../data/biwi/data/hpdb/01/frame_00173_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00006_rgb.txt', '../data/biwi/data/hpdb/01/frame_00449_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00443_rgb.txt', '../data/biwi/data/hpdb/01/frame_00219_pose.txt', '../data/biwi/data/hpdb/01/frame_00168_pose.txt', '../data/biwi/data/hpdb/01/frame_00249_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00206_rgb.txt', '../data/biwi/data/hpdb/01/frame_00028_pose.txt', '../data/biwi/data/hpdb/01/frame_00481_pose.txt', '../data/biwi/data/hpdb/01/frame_00312_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00074_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00317_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00420_rgb.txt', '../data/biwi/data/hpdb/01/frame_00066_pose.txt', '../data/biwi/data/hpdb/01/frame_00361_pose.txt', '../data/biwi/data/hpdb/01/frame_00472_pose.txt', '../data/biwi/data/hpdb/01/frame_00071_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00092_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00424_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00471_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00494_rgb.txt', '../data/biwi/data/hpdb/01/frame_00319_pose.txt', '../data/biwi/data/hpdb/01/frame_00090_pose.txt', '../data/biwi/data/hpdb/01/frame_00253_pose.txt', '../data/biwi/data/hpdb/01/frame_00116_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00255_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00394_rgb.txt', '../data/biwi/data/hpdb/01/frame_00167_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00320_rgb.txt', '../data/biwi/data/hpdb/01/frame_00349_pose.txt', '../data/biwi/data/hpdb/01/frame_00102_pose.txt', '../data/biwi/data/hpdb/01/frame_00100_pose.txt', '../data/biwi/data/hpdb/01/frame_00162_pose.txt', '../data/biwi/data/hpdb/01/frame_00408_pose.txt', '../data/biwi/data/hpdb/01/frame_00214_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00309_rgb.txt', '../data/biwi/data/hpdb/01/frame_00258_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00428_rgb.txt', '../data/biwi/data/hpdb/01/frame_00235_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00455_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00059_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00213_rgb.txt', '../data/biwi/data/hpdb/01/frame_00080_pose.txt', '../data/biwi/data/hpdb/01/frame_00434_pose.txt', '../data/biwi/data/hpdb/01/frame_00036_pose.txt', '../data/biwi/data/hpdb/01/frame_00431_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00383_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00278_rgb.txt', '../data/biwi/data/hpdb/01/frame_00341_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00004_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00153_rgb.txt', '../data/biwi/data/hpdb/01/frame_00467_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00067_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00173_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00267_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00415_rgb.txt', '../data/biwi/data/hpdb/01/frame_00139_pose.txt', '../data/biwi/data/hpdb/01/frame_00290_pose.txt', '../data/biwi/data/hpdb/01/frame_00142_pose.txt', '../data/biwi/data/hpdb/01/frame_00327_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00162_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00175_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00356_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00330_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00312_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00112_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00474_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00114_rgb.txt', '../data/biwi/data/hpdb/01/frame_00475_pose.txt', '../data/biwi/data/hpdb/01/frame_00482_pose.txt', '../data/biwi/data/hpdb/01/frame_00035_pose.txt', '../data/biwi/data/hpdb/01/frame_00488_pose.txt', '../data/biwi/data/hpdb/01/frame_00220_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00450_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00399_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00276_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00091_rgb.txt', '../data/biwi/data/hpdb/01/frame_00308_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00244_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00149_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00094_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00084_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00038_rgb.txt', '../data/biwi/data/hpdb/01/frame_00094_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00229_rgb.txt', '../data/biwi/data/hpdb/01/frame_00279_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00291_rgb.txt', '../data/biwi/data/hpdb/01/frame_00440_pose.txt', '../data/biwi/data/hpdb/01/frame_00128_pose.txt', '../data/biwi/data/hpdb/01/frame_00247_pose.txt', '../data/biwi/data/hpdb/01/frame_00144_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00081_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00204_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00055_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00293_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00290_rgb.txt', '../data/biwi/data/hpdb/01/frame_00358_pose.txt', '../data/biwi/data/hpdb/01/frame_00386_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00021_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00283_rgb.txt', '../data/biwi/data/hpdb/01/frame_00441_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00104_rgb.txt', '../data/biwi/data/hpdb/01/frame_00068_pose.txt', '../data/biwi/data/hpdb/01/frame_00417_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00152_rgb.txt', '../data/biwi/data/hpdb/01/frame_00034_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00388_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00046_rgb.txt', '../data/biwi/data/hpdb/01/frame_00222_pose.txt', '../data/biwi/data/hpdb/01/frame_00088_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00127_rgb.txt', '../data/biwi/data/hpdb/01/frame_00390_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00179_rgb.txt', '../data/biwi/data/hpdb/01/frame_00296_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00063_rgb.txt', '../data/biwi/data/hpdb/01/frame_00221_pose.txt', '../data/biwi/data/hpdb/01/frame_00439_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00344_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00236_rgb.txt', '../data/biwi/data/hpdb/01/frame_00444_pose.txt', '../data/biwi/data/hpdb/01/frame_00211_pose.txt', '../data/biwi/data/hpdb/01/frame_00208_pose.txt', '../data/biwi/data/hpdb/01/frame_00231_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00062_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00297_rgb.txt', '../data/biwi/data/hpdb/01/frame_00113_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00230_rgb.txt', '../data/biwi/data/hpdb/01/frame_00160_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00322_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00487_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00350_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00371_rgb.txt', '../data/biwi/data/hpdb/01/frame_00060_pose.txt', '../data/biwi/data/hpdb/01/frame_00107_pose.txt', '../data/biwi/data/hpdb/01/frame_00197_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00027_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00268_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00341_rgb.txt', '../data/biwi/data/hpdb/01/frame_00332_pose.txt', '../data/biwi/data/hpdb/01/frame_00030_pose.txt', '../data/biwi/data/hpdb/01/frame_00014_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00085_rgb.txt', '../data/biwi/data/hpdb/01/frame_00114_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00151_rgb.txt', '../data/biwi/data/hpdb/01/frame_00025_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00050_rgb.txt', '../data/biwi/data/hpdb/01/frame_00501_pose.txt', '../data/biwi/data/hpdb/01/frame_00466_pose.txt', '../data/biwi/data/hpdb/01/frame_00255_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00164_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00068_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00331_rgb.txt', '../data/biwi/data/hpdb/01/frame_00480_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00386_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00216_rgb.txt', '../data/biwi/data/hpdb/01/frame_00368_pose.txt', '../data/biwi/data/hpdb/01/frame_00181_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00353_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00072_rgb.txt', '../data/biwi/data/hpdb/01/frame_00282_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00250_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00124_rgb.txt', '../data/biwi/data/hpdb/01/frame_00402_pose.txt']\n"
     ]
    }
   ],
   "source": [
    "import glob\n",
    "image_list = glob.glob('../data/biwi/data/hpdb/01/*.png')\n",
    "image_list.extend(glob.glob('../data/biwi/data/hpdb/01/*.txt'))\n",
    "print image_list"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "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": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}