Testing regression loss

natanielruiz

2017-09-11 898871a1ca98e6253d7aaaa7a47fac4bfd8f6833

 practice/.ipynb_checkpoints/BIWI-checkpoint.ipynb

@@ -2,7 +2,7 @@
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "execution_count": 98,
   "metadata": {
    "collapsed": true
   },
@@ -26,7 +26,7 @@
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "execution_count": 99,
   "metadata": {
    "collapsed": true
   },
@@ -73,7 +73,7 @@
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "execution_count": 100,
   "metadata": {
    "collapsed": true
   },
@@ -84,7 +84,7 @@
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "execution_count": 110,
   "metadata": {
    "collapsed": false,
    "scrolled": true
@@ -94,17 +94,17 @@
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.459275 -0.411003 -0.787492]\n",
      " [-0.109892  0.853422 -0.509504]\n",
      " [ 0.88147   0.320542  0.34679 ]] [ 155.99    91.952  893.205]\n",
      "-61.8202088477 -42.7475607399 13.4563287228\n"
      "[[ 0.999593    0.0057449  -0.027935  ]\n",
      " [ 0.00145761  0.96793     0.251214  ]\n",
      " [ 0.0284823  -0.251153    0.967528  ]] [   33.8871   172.045   1144.61  ]\n",
      "-1.6321367145 14.5517888999 0.0835488463624\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAD8CAYAAADzEfagAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrIPmGmusscb7wP8B3gaXXvUxusoAAAAASUVORK5CYII=\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAD8CAYAAADzEfagAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3f2f17510>"
       "<matplotlib.figure.Figure at 0x7ff40c1fcb50>"
      ]
     },
     "metadata": {},
@@ -112,12 +112,27 @@
    }
   ],
   "source": [
    "img_name = '01/frame_00500'\n",
    "img_name = '18/frame_00195_rgb.png'\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",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "\n",
    "pose_annot = open(pose_path, 'r')\n",
    "R = []\n",
@@ -137,13 +152,16 @@
    "print R, T\n",
    "pose_annot.close()\n",
    "\n",
    "roll = -np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\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, size = 100)\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()"
@@ -151,7 +169,7 @@
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "execution_count": 97,
   "metadata": {
    "collapsed": false
   },
@@ -160,7 +178,7 @@
     "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.png', '../data/biwi/data/hpdb/01/frame_00500_rgb.png', '../data/biwi/data/hpdb/01/frame_00303_rgb.png', '../data/biwi/data/hpdb/01/frame_00385_rgb.png', '../data/biwi/data/hpdb/01/frame_00282_rgb.png', '../data/biwi/data/hpdb/01/frame_00289_rgb.png', '../data/biwi/data/hpdb/01/frame_00210_rgb.png', '../data/biwi/data/hpdb/01/frame_00072_rgb.png', '../data/biwi/data/hpdb/01/frame_00274_rgb.png', '../data/biwi/data/hpdb/01/frame_00373_rgb.png', '../data/biwi/data/hpdb/01/frame_00169_rgb.png', '../data/biwi/data/hpdb/01/frame_00113_rgb.png', '../data/biwi/data/hpdb/01/frame_00390_rgb.png', '../data/biwi/data/hpdb/01/frame_00360_rgb.png', '../data/biwi/data/hpdb/01/frame_00279_rgb.png', '../data/biwi/data/hpdb/01/frame_00132_rgb.png', '../data/biwi/data/hpdb/01/frame_00205_rgb.png', '../data/biwi/data/hpdb/01/frame_00052_rgb.png', '../data/biwi/data/hpdb/01/frame_00288_rgb.png', '../data/biwi/data/hpdb/01/frame_00162_rgb.png', '../data/biwi/data/hpdb/01/frame_00452_rgb.png', '../data/biwi/data/hpdb/01/frame_00404_rgb.png', '../data/biwi/data/hpdb/01/frame_00283_rgb.png', '../data/biwi/data/hpdb/01/frame_00085_rgb.png', '../data/biwi/data/hpdb/01/frame_00233_rgb.png', '../data/biwi/data/hpdb/01/frame_00190_rgb.png', '../data/biwi/data/hpdb/01/frame_00363_rgb.png', '../data/biwi/data/hpdb/01/frame_00443_rgb.png', '../data/biwi/data/hpdb/01/frame_00073_rgb.png', '../data/biwi/data/hpdb/01/frame_00290_rgb.png', '../data/biwi/data/hpdb/01/frame_00100_rgb.png', '../data/biwi/data/hpdb/01/frame_00194_rgb.png', '../data/biwi/data/hpdb/01/frame_00383_rgb.png', '../data/biwi/data/hpdb/01/frame_00362_rgb.png', '../data/biwi/data/hpdb/01/frame_00400_rgb.png', '../data/biwi/data/hpdb/01/frame_00395_rgb.png', '../data/biwi/data/hpdb/01/frame_00221_rgb.png', '../data/biwi/data/hpdb/01/frame_00393_rgb.png', '../data/biwi/data/hpdb/01/frame_00030_rgb.png', '../data/biwi/data/hpdb/01/frame_00330_rgb.png', '../data/biwi/data/hpdb/01/frame_00463_rgb.png', '../data/biwi/data/hpdb/01/frame_00077_rgb.png', '../data/biwi/data/hpdb/01/frame_00321_rgb.png', '../data/biwi/data/hpdb/01/frame_00137_rgb.png', '../data/biwi/data/hpdb/01/frame_00277_rgb.png', '../data/biwi/data/hpdb/01/frame_00061_rgb.png', '../data/biwi/data/hpdb/01/frame_00109_rgb.png', '../data/biwi/data/hpdb/01/frame_00140_rgb.png', '../data/biwi/data/hpdb/01/frame_00442_rgb.png', '../data/biwi/data/hpdb/01/frame_00293_rgb.png', '../data/biwi/data/hpdb/01/frame_00028_rgb.png', '../data/biwi/data/hpdb/01/frame_00408_rgb.png', '../data/biwi/data/hpdb/01/frame_00272_rgb.png', '../data/biwi/data/hpdb/01/frame_00411_rgb.png', '../data/biwi/data/hpdb/01/frame_00302_rgb.png', '../data/biwi/data/hpdb/01/frame_00494_rgb.png', '../data/biwi/data/hpdb/01/frame_00054_rgb.png', '../data/biwi/data/hpdb/01/frame_00119_rgb.png', '../data/biwi/data/hpdb/01/frame_00075_rgb.png', '../data/biwi/data/hpdb/01/frame_00301_rgb.png', '../data/biwi/data/hpdb/01/frame_00175_rgb.png', '../data/biwi/data/hpdb/01/frame_00105_rgb.png', '../data/biwi/data/hpdb/01/frame_00095_rgb.png', '../data/biwi/data/hpdb/01/frame_00439_rgb.png', '../data/biwi/data/hpdb/01/frame_00300_rgb.png', '../data/biwi/data/hpdb/01/frame_00010_rgb.png', '../data/biwi/data/hpdb/01/frame_00195_rgb.png', '../data/biwi/data/hpdb/01/frame_00050_rgb.png', '../data/biwi/data/hpdb/01/frame_00399_rgb.png', '../data/biwi/data/hpdb/01/frame_00437_rgb.png', '../data/biwi/data/hpdb/01/frame_00159_rgb.png', '../data/biwi/data/hpdb/01/frame_00481_rgb.png', '../data/biwi/data/hpdb/01/frame_00131_rgb.png', '../data/biwi/data/hpdb/01/frame_00326_rgb.png', '../data/biwi/data/hpdb/01/frame_00466_rgb.png', '../data/biwi/data/hpdb/01/frame_00103_rgb.png', '../data/biwi/data/hpdb/01/frame_00070_rgb.png', '../data/biwi/data/hpdb/01/frame_00496_rgb.png', '../data/biwi/data/hpdb/01/frame_00254_rgb.png', '../data/biwi/data/hpdb/01/frame_00468_rgb.png', '../data/biwi/data/hpdb/01/frame_00488_rgb.png', '../data/biwi/data/hpdb/01/frame_00168_rgb.png', '../data/biwi/data/hpdb/01/frame_00041_rgb.png', '../data/biwi/data/hpdb/01/frame_00440_rgb.png', '../data/biwi/data/hpdb/01/frame_00469_rgb.png', '../data/biwi/data/hpdb/01/frame_00167_rgb.png', '../data/biwi/data/hpdb/01/frame_00114_rgb.png', '../data/biwi/data/hpdb/01/frame_00127_rgb.png', '../data/biwi/data/hpdb/01/frame_00207_rgb.png', '../data/biwi/data/hpdb/01/frame_00314_rgb.png', '../data/biwi/data/hpdb/01/frame_00189_rgb.png', '../data/biwi/data/hpdb/01/frame_00319_rgb.png', '../data/biwi/data/hpdb/01/frame_00142_rgb.png', '../data/biwi/data/hpdb/01/frame_00449_rgb.png', '../data/biwi/data/hpdb/01/frame_00227_rgb.png', '../data/biwi/data/hpdb/01/frame_00240_rgb.png', '../data/biwi/data/hpdb/01/frame_00359_rgb.png', '../data/biwi/data/hpdb/01/frame_00006_rgb.png', '../data/biwi/data/hpdb/01/frame_00299_rgb.png', '../data/biwi/data/hpdb/01/frame_00009_rgb.png', '../data/biwi/data/hpdb/01/frame_00382_rgb.png', '../data/biwi/data/hpdb/01/frame_00346_rgb.png', '../data/biwi/data/hpdb/01/frame_00306_rgb.png', '../data/biwi/data/hpdb/01/frame_00146_rgb.png', '../data/biwi/data/hpdb/01/frame_00158_rgb.png', '../data/biwi/data/hpdb/01/frame_00034_rgb.png', '../data/biwi/data/hpdb/01/frame_00396_rgb.png', '../data/biwi/data/hpdb/01/frame_00163_rgb.png', '../data/biwi/data/hpdb/01/frame_00350_rgb.png', '../data/biwi/data/hpdb/01/frame_00087_rgb.png', '../data/biwi/data/hpdb/01/frame_00187_rgb.png', '../data/biwi/data/hpdb/01/frame_00078_rgb.png', '../data/biwi/data/hpdb/01/frame_00296_rgb.png', '../data/biwi/data/hpdb/01/frame_00336_rgb.png', '../data/biwi/data/hpdb/01/frame_00129_rgb.png', '../data/biwi/data/hpdb/01/frame_00059_rgb.png', '../data/biwi/data/hpdb/01/frame_00497_rgb.png', '../data/biwi/data/hpdb/01/frame_00153_rgb.png', '../data/biwi/data/hpdb/01/frame_00376_rgb.png', '../data/biwi/data/hpdb/01/frame_00276_rgb.png', '../data/biwi/data/hpdb/01/frame_00093_rgb.png', '../data/biwi/data/hpdb/01/frame_00255_rgb.png', '../data/biwi/data/hpdb/01/frame_00135_rgb.png', '../data/biwi/data/hpdb/01/frame_00173_rgb.png', '../data/biwi/data/hpdb/01/frame_00356_rgb.png', '../data/biwi/data/hpdb/01/frame_00347_rgb.png', '../data/biwi/data/hpdb/01/frame_00465_rgb.png', '../data/biwi/data/hpdb/01/frame_00218_rgb.png', '../data/biwi/data/hpdb/01/frame_00143_rgb.png', '../data/biwi/data/hpdb/01/frame_00148_rgb.png', '../data/biwi/data/hpdb/01/frame_00339_rgb.png', '../data/biwi/data/hpdb/01/frame_00191_rgb.png', '../data/biwi/data/hpdb/01/frame_00476_rgb.png', '../data/biwi/data/hpdb/01/frame_00216_rgb.png', '../data/biwi/data/hpdb/01/frame_00291_rgb.png', '../data/biwi/data/hpdb/01/frame_00178_rgb.png', '../data/biwi/data/hpdb/01/frame_00023_rgb.png', '../data/biwi/data/hpdb/01/frame_00366_rgb.png', '../data/biwi/data/hpdb/01/frame_00238_rgb.png', '../data/biwi/data/hpdb/01/frame_00312_rgb.png', '../data/biwi/data/hpdb/01/frame_00125_rgb.png', '../data/biwi/data/hpdb/01/frame_00409_rgb.png', '../data/biwi/data/hpdb/01/frame_00068_rgb.png', '../data/biwi/data/hpdb/01/frame_00045_rgb.png', '../data/biwi/data/hpdb/01/frame_00384_rgb.png', '../data/biwi/data/hpdb/01/frame_00424_rgb.png', '../data/biwi/data/hpdb/01/frame_00415_rgb.png', '../data/biwi/data/hpdb/01/frame_00008_rgb.png', '../data/biwi/data/hpdb/01/frame_00461_rgb.png', '../data/biwi/data/hpdb/01/frame_00164_rgb.png', '../data/biwi/data/hpdb/01/frame_00307_rgb.png', '../data/biwi/data/hpdb/01/frame_00271_rgb.png', '../data/biwi/data/hpdb/01/frame_00185_rgb.png', '../data/biwi/data/hpdb/01/frame_00081_rgb.png', '../data/biwi/data/hpdb/01/frame_00297_rgb.png', '../data/biwi/data/hpdb/01/frame_00230_rgb.png', '../data/biwi/data/hpdb/01/frame_00069_rgb.png', '../data/biwi/data/hpdb/01/frame_00241_rgb.png', '../data/biwi/data/hpdb/01/frame_00066_rgb.png', '../data/biwi/data/hpdb/01/frame_00188_rgb.png', '../data/biwi/data/hpdb/01/frame_00406_rgb.png', '../data/biwi/data/hpdb/01/frame_00015_rgb.png', '../data/biwi/data/hpdb/01/frame_00368_rgb.png', '../data/biwi/data/hpdb/01/frame_00102_rgb.png', '../data/biwi/data/hpdb/01/frame_00212_rgb.png', '../data/biwi/data/hpdb/01/frame_00317_rgb.png', '../data/biwi/data/hpdb/01/frame_00425_rgb.png', '../data/biwi/data/hpdb/01/frame_00482_rgb.png', '../data/biwi/data/hpdb/01/frame_00343_rgb.png', '../data/biwi/data/hpdb/01/frame_00049_rgb.png', '../data/biwi/data/hpdb/01/frame_00493_rgb.png', '../data/biwi/data/hpdb/01/frame_00258_rgb.png', '../data/biwi/data/hpdb/01/frame_00298_rgb.png', '../data/biwi/data/hpdb/01/frame_00387_rgb.png', '../data/biwi/data/hpdb/01/frame_00417_rgb.png', '../data/biwi/data/hpdb/01/frame_00139_rgb.png', '../data/biwi/data/hpdb/01/frame_00232_rgb.png', '../data/biwi/data/hpdb/01/frame_00166_rgb.png', '../data/biwi/data/hpdb/01/frame_00364_rgb.png', '../data/biwi/data/hpdb/01/frame_00257_rgb.png', '../data/biwi/data/hpdb/01/frame_00108_rgb.png', '../data/biwi/data/hpdb/01/frame_00269_rgb.png', '../data/biwi/data/hpdb/01/frame_00199_rgb.png', '../data/biwi/data/hpdb/01/frame_00094_rgb.png', '../data/biwi/data/hpdb/01/frame_00397_rgb.png', '../data/biwi/data/hpdb/01/frame_00259_rgb.png', '../data/biwi/data/hpdb/01/frame_00144_rgb.png', '../data/biwi/data/hpdb/01/frame_00088_rgb.png', '../data/biwi/data/hpdb/01/frame_00370_rgb.png', '../data/biwi/data/hpdb/01/frame_00115_rgb.png', '../data/biwi/data/hpdb/01/frame_00138_rgb.png', '../data/biwi/data/hpdb/01/frame_00358_rgb.png', '../data/biwi/data/hpdb/01/frame_00462_rgb.png', '../data/biwi/data/hpdb/01/frame_00067_rgb.png', '../data/biwi/data/hpdb/01/frame_00285_rgb.png', '../data/biwi/data/hpdb/01/frame_00236_rgb.png', '../data/biwi/data/hpdb/01/frame_00096_rgb.png', '../data/biwi/data/hpdb/01/frame_00228_rgb.png', '../data/biwi/data/hpdb/01/frame_00260_rgb.png', '../data/biwi/data/hpdb/01/frame_00491_rgb.png', '../data/biwi/data/hpdb/01/frame_00064_rgb.png', '../data/biwi/data/hpdb/01/frame_00057_rgb.png', '../data/biwi/data/hpdb/01/frame_00247_rgb.png', '../data/biwi/data/hpdb/01/frame_00410_rgb.png', '../data/biwi/data/hpdb/01/frame_00024_rgb.png', '../data/biwi/data/hpdb/01/frame_00392_rgb.png', '../data/biwi/data/hpdb/01/frame_00374_rgb.png', '../data/biwi/data/hpdb/01/frame_00472_rgb.png', '../data/biwi/data/hpdb/01/frame_00489_rgb.png', '../data/biwi/data/hpdb/01/frame_00208_rgb.png', '../data/biwi/data/hpdb/01/frame_00156_rgb.png', '../data/biwi/data/hpdb/01/frame_00147_rgb.png', '../data/biwi/data/hpdb/01/frame_00335_rgb.png', '../data/biwi/data/hpdb/01/frame_00120_rgb.png', '../data/biwi/data/hpdb/01/frame_00018_rgb.png', '../data/biwi/data/hpdb/01/frame_00234_rgb.png', '../data/biwi/data/hpdb/01/frame_00117_rgb.png', '../data/biwi/data/hpdb/01/frame_00492_rgb.png', '../data/biwi/data/hpdb/01/frame_00253_rgb.png', '../data/biwi/data/hpdb/01/frame_00026_rgb.png', '../data/biwi/data/hpdb/01/frame_00338_rgb.png', '../data/biwi/data/hpdb/01/frame_00426_rgb.png', '../data/biwi/data/hpdb/01/frame_00348_rgb.png', '../data/biwi/data/hpdb/01/frame_00209_rgb.png', '../data/biwi/data/hpdb/01/frame_00427_rgb.png', '../data/biwi/data/hpdb/01/frame_00122_rgb.png', '../data/biwi/data/hpdb/01/frame_00013_rgb.png', '../data/biwi/data/hpdb/01/frame_00264_rgb.png', '../data/biwi/data/hpdb/01/frame_00441_rgb.png', '../data/biwi/data/hpdb/01/frame_00365_rgb.png', '../data/biwi/data/hpdb/01/frame_00266_rgb.png', '../data/biwi/data/hpdb/01/frame_00174_rgb.png', '../data/biwi/data/hpdb/01/frame_00031_rgb.png', '../data/biwi/data/hpdb/01/frame_00323_rgb.png', '../data/biwi/data/hpdb/01/frame_00243_rgb.png', '../data/biwi/data/hpdb/01/frame_00083_rgb.png', '../data/biwi/data/hpdb/01/frame_00451_rgb.png', '../data/biwi/data/hpdb/01/frame_00036_rgb.png', '../data/biwi/data/hpdb/01/frame_00310_rgb.png', '../data/biwi/data/hpdb/01/frame_00378_rgb.png', '../data/biwi/data/hpdb/01/frame_00304_rgb.png', '../data/biwi/data/hpdb/01/frame_00121_rgb.png', '../data/biwi/data/hpdb/01/frame_00475_rgb.png', '../data/biwi/data/hpdb/01/frame_00333_rgb.png', '../data/biwi/data/hpdb/01/frame_00499_rgb.png', '../data/biwi/data/hpdb/01/frame_00369_rgb.png', '../data/biwi/data/hpdb/01/frame_00245_rgb.png', '../data/biwi/data/hpdb/01/frame_00099_rgb.png', '../data/biwi/data/hpdb/01/frame_00261_rgb.png', '../data/biwi/data/hpdb/01/frame_00047_rgb.png', '../data/biwi/data/hpdb/01/frame_00110_rgb.png', '../data/biwi/data/hpdb/01/frame_00106_rgb.png', '../data/biwi/data/hpdb/01/frame_00091_rgb.png', '../data/biwi/data/hpdb/01/frame_00116_rgb.png', '../data/biwi/data/hpdb/01/frame_00133_rgb.png', '../data/biwi/data/hpdb/01/frame_00402_rgb.png', '../data/biwi/data/hpdb/01/frame_00223_rgb.png', '../data/biwi/data/hpdb/01/frame_00237_rgb.png', '../data/biwi/data/hpdb/01/frame_00268_rgb.png', '../data/biwi/data/hpdb/01/frame_00062_rgb.png', '../data/biwi/data/hpdb/01/frame_00447_rgb.png', '../data/biwi/data/hpdb/01/frame_00450_rgb.png', '../data/biwi/data/hpdb/01/frame_00033_rgb.png', '../data/biwi/data/hpdb/01/frame_00229_rgb.png', '../data/biwi/data/hpdb/01/frame_00327_rgb.png', '../data/biwi/data/hpdb/01/frame_00434_rgb.png', '../data/biwi/data/hpdb/01/frame_00398_rgb.png', '../data/biwi/data/hpdb/01/frame_00244_rgb.png', '../data/biwi/data/hpdb/01/frame_00192_rgb.png', '../data/biwi/data/hpdb/01/frame_00256_rgb.png', '../data/biwi/data/hpdb/01/frame_00316_rgb.png', '../data/biwi/data/hpdb/01/frame_00284_rgb.png', '../data/biwi/data/hpdb/01/frame_00016_rgb.png', '../data/biwi/data/hpdb/01/frame_00025_rgb.png', '../data/biwi/data/hpdb/01/frame_00448_rgb.png', '../data/biwi/data/hpdb/01/frame_00446_rgb.png', '../data/biwi/data/hpdb/01/frame_00021_rgb.png', '../data/biwi/data/hpdb/01/frame_00203_rgb.png', '../data/biwi/data/hpdb/01/frame_00438_rgb.png', '../data/biwi/data/hpdb/01/frame_00250_rgb.png', '../data/biwi/data/hpdb/01/frame_00080_rgb.png', '../data/biwi/data/hpdb/01/frame_00471_rgb.png', '../data/biwi/data/hpdb/01/frame_00160_rgb.png', '../data/biwi/data/hpdb/01/frame_00157_rgb.png', '../data/biwi/data/hpdb/01/frame_00141_rgb.png', '../data/biwi/data/hpdb/01/frame_00265_rgb.png', '../data/biwi/data/hpdb/01/frame_00107_rgb.png', '../data/biwi/data/hpdb/01/frame_00352_rgb.png', '../data/biwi/data/hpdb/01/frame_00104_rgb.png', '../data/biwi/data/hpdb/01/frame_00309_rgb.png', '../data/biwi/data/hpdb/01/frame_00182_rgb.png', '../data/biwi/data/hpdb/01/frame_00483_rgb.png', '../data/biwi/data/hpdb/01/frame_00007_rgb.png', '../data/biwi/data/hpdb/01/frame_00407_rgb.png', '../data/biwi/data/hpdb/01/frame_00353_rgb.png', '../data/biwi/data/hpdb/01/frame_00490_rgb.png', '../data/biwi/data/hpdb/01/frame_00474_rgb.png', '../data/biwi/data/hpdb/01/frame_00214_rgb.png', '../data/biwi/data/hpdb/01/frame_00184_rgb.png', '../data/biwi/data/hpdb/01/frame_00318_rgb.png', '../data/biwi/data/hpdb/01/frame_00485_rgb.png', '../data/biwi/data/hpdb/01/frame_00217_rgb.png', '../data/biwi/data/hpdb/01/frame_00040_rgb.png', '../data/biwi/data/hpdb/01/frame_00372_rgb.png', '../data/biwi/data/hpdb/01/frame_00051_rgb.png', '../data/biwi/data/hpdb/01/frame_00151_rgb.png', '../data/biwi/data/hpdb/01/frame_00292_rgb.png', '../data/biwi/data/hpdb/01/frame_00003_rgb.png', '../data/biwi/data/hpdb/01/frame_00267_rgb.png', '../data/biwi/data/hpdb/01/frame_00012_rgb.png', '../data/biwi/data/hpdb/01/frame_00248_rgb.png', '../data/biwi/data/hpdb/01/frame_00456_rgb.png', '../data/biwi/data/hpdb/01/frame_00198_rgb.png', '../data/biwi/data/hpdb/01/frame_00086_rgb.png', '../data/biwi/data/hpdb/01/frame_00419_rgb.png', '../data/biwi/data/hpdb/01/frame_00433_rgb.png', '../data/biwi/data/hpdb/01/frame_00413_rgb.png', '../data/biwi/data/hpdb/01/frame_00262_rgb.png', '../data/biwi/data/hpdb/01/frame_00355_rgb.png', '../data/biwi/data/hpdb/01/frame_00053_rgb.png', '../data/biwi/data/hpdb/01/frame_00044_rgb.png', '../data/biwi/data/hpdb/01/frame_00056_rgb.png', '../data/biwi/data/hpdb/01/frame_00037_rgb.png', '../data/biwi/data/hpdb/01/frame_00011_rgb.png', '../data/biwi/data/hpdb/01/frame_00060_rgb.png', '../data/biwi/data/hpdb/01/frame_00136_rgb.png', '../data/biwi/data/hpdb/01/frame_00172_rgb.png', '../data/biwi/data/hpdb/01/frame_00455_rgb.png', '../data/biwi/data/hpdb/01/frame_00431_rgb.png', '../data/biwi/data/hpdb/01/frame_00181_rgb.png', '../data/biwi/data/hpdb/01/frame_00477_rgb.png', '../data/biwi/data/hpdb/01/frame_00065_rgb.png', '../data/biwi/data/hpdb/01/frame_00328_rgb.png', '../data/biwi/data/hpdb/01/frame_00029_rgb.png', '../data/biwi/data/hpdb/01/frame_00046_rgb.png', '../data/biwi/data/hpdb/01/frame_00089_rgb.png', '../data/biwi/data/hpdb/01/frame_00251_rgb.png', '../data/biwi/data/hpdb/01/frame_00183_rgb.png', '../data/biwi/data/hpdb/01/frame_00464_rgb.png', '../data/biwi/data/hpdb/01/frame_00090_rgb.png', '../data/biwi/data/hpdb/01/frame_00280_rgb.png', '../data/biwi/data/hpdb/01/frame_00480_rgb.png', '../data/biwi/data/hpdb/01/frame_00351_rgb.png', '../data/biwi/data/hpdb/01/frame_00097_rgb.png', '../data/biwi/data/hpdb/01/frame_00206_rgb.png', '../data/biwi/data/hpdb/01/frame_00004_rgb.png', '../data/biwi/data/hpdb/01/frame_00235_rgb.png', '../data/biwi/data/hpdb/01/frame_00213_rgb.png', '../data/biwi/data/hpdb/01/frame_00222_rgb.png', '../data/biwi/data/hpdb/01/frame_00186_rgb.png', '../data/biwi/data/hpdb/01/frame_00322_rgb.png', '../data/biwi/data/hpdb/01/frame_00305_rgb.png', '../data/biwi/data/hpdb/01/frame_00171_rgb.png', '../data/biwi/data/hpdb/01/frame_00498_rgb.png', '../data/biwi/data/hpdb/01/frame_00391_rgb.png', '../data/biwi/data/hpdb/01/frame_00074_rgb.png', '../data/biwi/data/hpdb/01/frame_00320_rgb.png', '../data/biwi/data/hpdb/01/frame_00118_rgb.png', '../data/biwi/data/hpdb/01/frame_00076_rgb.png', '../data/biwi/data/hpdb/01/frame_00035_rgb.png', '../data/biwi/data/hpdb/01/frame_00344_rgb.png', '../data/biwi/data/hpdb/01/frame_00295_rgb.png', '../data/biwi/data/hpdb/01/frame_00381_rgb.png', '../data/biwi/data/hpdb/01/frame_00418_rgb.png', '../data/biwi/data/hpdb/01/frame_00017_rgb.png', '../data/biwi/data/hpdb/01/frame_00224_rgb.png', '../data/biwi/data/hpdb/01/frame_00294_rgb.png', '../data/biwi/data/hpdb/01/frame_00239_rgb.png', '../data/biwi/data/hpdb/01/frame_00454_rgb.png', '../data/biwi/data/hpdb/01/frame_00342_rgb.png', '../data/biwi/data/hpdb/01/frame_00412_rgb.png', '../data/biwi/data/hpdb/01/frame_00048_rgb.png', '../data/biwi/data/hpdb/01/frame_00201_rgb.png', '../data/biwi/data/hpdb/01/frame_00043_rgb.png', '../data/biwi/data/hpdb/01/frame_00152_rgb.png', '../data/biwi/data/hpdb/01/frame_00019_rgb.png', '../data/biwi/data/hpdb/01/frame_00459_rgb.png', '../data/biwi/data/hpdb/01/frame_00155_rgb.png', '../data/biwi/data/hpdb/01/frame_00145_rgb.png', '../data/biwi/data/hpdb/01/frame_00414_rgb.png', '../data/biwi/data/hpdb/01/frame_00430_rgb.png', '../data/biwi/data/hpdb/01/frame_00180_rgb.png', '../data/biwi/data/hpdb/01/frame_00467_rgb.png', '../data/biwi/data/hpdb/01/frame_00405_rgb.png', '../data/biwi/data/hpdb/01/frame_00123_rgb.png', '../data/biwi/data/hpdb/01/frame_00176_rgb.png', '../data/biwi/data/hpdb/01/frame_00394_rgb.png', '../data/biwi/data/hpdb/01/frame_00401_rgb.png', '../data/biwi/data/hpdb/01/frame_00389_rgb.png', '../data/biwi/data/hpdb/01/frame_00423_rgb.png', '../data/biwi/data/hpdb/01/frame_00179_rgb.png', '../data/biwi/data/hpdb/01/frame_00435_rgb.png', '../data/biwi/data/hpdb/01/frame_00340_rgb.png', '../data/biwi/data/hpdb/01/frame_00242_rgb.png', '../data/biwi/data/hpdb/01/frame_00134_rgb.png', '../data/biwi/data/hpdb/01/frame_00082_rgb.png', '../data/biwi/data/hpdb/01/frame_00311_rgb.png', '../data/biwi/data/hpdb/01/frame_00204_rgb.png', '../data/biwi/data/hpdb/01/frame_00295_pose.txt', '../data/biwi/data/hpdb/01/frame_00120_pose.txt', '../data/biwi/data/hpdb/01/frame_00468_pose.txt', '../data/biwi/data/hpdb/01/frame_00330_pose.txt', '../data/biwi/data/hpdb/01/frame_00203_pose.txt', '../data/biwi/data/hpdb/01/frame_00486_pose.txt', '../data/biwi/data/hpdb/01/frame_00336_pose.txt', '../data/biwi/data/hpdb/01/frame_00163_pose.txt', '../data/biwi/data/hpdb/01/frame_00281_pose.txt', '../data/biwi/data/hpdb/01/frame_00117_pose.txt', '../data/biwi/data/hpdb/01/frame_00204_pose.txt', '../data/biwi/data/hpdb/01/frame_00086_pose.txt', '../data/biwi/data/hpdb/01/frame_00016_pose.txt', '../data/biwi/data/hpdb/01/frame_00236_pose.txt', '../data/biwi/data/hpdb/01/frame_00075_pose.txt', '../data/biwi/data/hpdb/01/frame_00389_pose.txt', '../data/biwi/data/hpdb/01/frame_00240_pose.txt', '../data/biwi/data/hpdb/01/frame_00298_pose.txt', '../data/biwi/data/hpdb/01/frame_00233_pose.txt', '../data/biwi/data/hpdb/01/frame_00053_pose.txt', '../data/biwi/data/hpdb/01/frame_00395_pose.txt', '../data/biwi/data/hpdb/01/frame_00061_pose.txt', '../data/biwi/data/hpdb/01/frame_00289_pose.txt', '../data/biwi/data/hpdb/01/frame_00373_pose.txt', '../data/biwi/data/hpdb/01/frame_00133_pose.txt', '../data/biwi/data/hpdb/01/frame_00366_pose.txt', '../data/biwi/data/hpdb/01/frame_00256_pose.txt', '../data/biwi/data/hpdb/01/frame_00309_pose.txt', '../data/biwi/data/hpdb/01/frame_00376_pose.txt', '../data/biwi/data/hpdb/01/frame_00403_pose.txt', '../data/biwi/data/hpdb/01/frame_00391_pose.txt', '../data/biwi/data/hpdb/01/frame_00318_pose.txt', '../data/biwi/data/hpdb/01/frame_00134_pose.txt', '../data/biwi/data/hpdb/01/frame_00426_pose.txt', '../data/biwi/data/hpdb/01/frame_00164_pose.txt', '../data/biwi/data/hpdb/01/frame_00310_pose.txt', '../data/biwi/data/hpdb/01/frame_00396_pose.txt', '../data/biwi/data/hpdb/01/frame_00284_pose.txt', '../data/biwi/data/hpdb/01/frame_00458_pose.txt', '../data/biwi/data/hpdb/01/frame_00079_pose.txt', '../data/biwi/data/hpdb/01/frame_00121_pose.txt', '../data/biwi/data/hpdb/01/frame_00103_pose.txt', '../data/biwi/data/hpdb/01/frame_00422_pose.txt', '../data/biwi/data/hpdb/01/frame_00067_pose.txt', '../data/biwi/data/hpdb/01/frame_00171_pose.txt', '../data/biwi/data/hpdb/01/frame_00199_pose.txt', '../data/biwi/data/hpdb/01/frame_00180_pose.txt', '../data/biwi/data/hpdb/01/frame_00055_pose.txt', '../data/biwi/data/hpdb/01/frame_00024_pose.txt', '../data/biwi/data/hpdb/01/frame_00212_pose.txt', '../data/biwi/data/hpdb/01/frame_00267_pose.txt', '../data/biwi/data/hpdb/01/frame_00189_pose.txt', '../data/biwi/data/hpdb/01/frame_00124_pose.txt', '../data/biwi/data/hpdb/01/frame_00248_pose.txt', '../data/biwi/data/hpdb/01/frame_00230_pose.txt', '../data/biwi/data/hpdb/01/frame_00365_pose.txt', '../data/biwi/data/hpdb/01/frame_00137_pose.txt', '../data/biwi/data/hpdb/01/frame_00178_pose.txt', '../data/biwi/data/hpdb/01/frame_00474_pose.txt', '../data/biwi/data/hpdb/01/frame_00127_pose.txt', '../data/biwi/data/hpdb/01/frame_00271_pose.txt', '../data/biwi/data/hpdb/01/frame_00430_pose.txt', '../data/biwi/data/hpdb/01/frame_00305_pose.txt', '../data/biwi/data/hpdb/01/frame_00351_pose.txt', '../data/biwi/data/hpdb/01/frame_00151_pose.txt', '../data/biwi/data/hpdb/01/frame_00320_pose.txt', '../data/biwi/data/hpdb/01/frame_00239_pose.txt', '../data/biwi/data/hpdb/01/frame_00477_pose.txt', '../data/biwi/data/hpdb/01/frame_00442_pose.txt', '../data/biwi/data/hpdb/01/frame_00425_pose.txt', '../data/biwi/data/hpdb/01/frame_00097_pose.txt', '../data/biwi/data/hpdb/01/frame_00375_pose.txt', '../data/biwi/data/hpdb/01/frame_00031_pose.txt', '../data/biwi/data/hpdb/01/frame_00056_pose.txt', '../data/biwi/data/hpdb/01/frame_00202_pose.txt', '../data/biwi/data/hpdb/01/frame_00334_pose.txt', '../data/biwi/data/hpdb/01/frame_00470_pose.txt', '../data/biwi/data/hpdb/01/frame_00259_pose.txt', '../data/biwi/data/hpdb/01/frame_00268_pose.txt', '../data/biwi/data/hpdb/01/frame_00313_pose.txt', '../data/biwi/data/hpdb/01/frame_00495_pose.txt', '../data/biwi/data/hpdb/01/frame_00471_pose.txt', '../data/biwi/data/hpdb/01/frame_00409_pose.txt', '../data/biwi/data/hpdb/01/frame_00314_pose.txt', '../data/biwi/data/hpdb/01/frame_00069_pose.txt', '../data/biwi/data/hpdb/01/frame_00463_pose.txt', '../data/biwi/data/hpdb/01/frame_00095_pose.txt', '../data/biwi/data/hpdb/01/frame_00003_pose.txt', '../data/biwi/data/hpdb/01/frame_00083_pose.txt', '../data/biwi/data/hpdb/01/frame_00414_pose.txt', '../data/biwi/data/hpdb/01/frame_00201_pose.txt', '../data/biwi/data/hpdb/01/frame_00131_pose.txt', '../data/biwi/data/hpdb/01/frame_00382_pose.txt', '../data/biwi/data/hpdb/01/frame_00356_pose.txt', '../data/biwi/data/hpdb/01/frame_00159_pose.txt', '../data/biwi/data/hpdb/01/frame_00257_pose.txt', '../data/biwi/data/hpdb/01/frame_00106_pose.txt', '../data/biwi/data/hpdb/01/frame_00084_pose.txt', '../data/biwi/data/hpdb/01/frame_00050_pose.txt', '../data/biwi/data/hpdb/01/frame_00132_pose.txt', '../data/biwi/data/hpdb/01/frame_00078_pose.txt', '../data/biwi/data/hpdb/01/frame_00266_pose.txt', '../data/biwi/data/hpdb/01/frame_00045_pose.txt', '../data/biwi/data/hpdb/01/frame_00400_pose.txt', '../data/biwi/data/hpdb/01/frame_00172_pose.txt', '../data/biwi/data/hpdb/01/frame_00177_pose.txt', '../data/biwi/data/hpdb/01/frame_00303_pose.txt', '../data/biwi/data/hpdb/01/frame_00377_pose.txt', '../data/biwi/data/hpdb/01/frame_00041_pose.txt', '../data/biwi/data/hpdb/01/frame_00370_pose.txt', '../data/biwi/data/hpdb/01/frame_00277_pose.txt', '../data/biwi/data/hpdb/01/frame_00280_pose.txt', '../data/biwi/data/hpdb/01/frame_00325_pose.txt', '../data/biwi/data/hpdb/01/frame_00192_pose.txt', '../data/biwi/data/hpdb/01/frame_00190_pose.txt', '../data/biwi/data/hpdb/01/frame_00188_pose.txt', '../data/biwi/data/hpdb/01/frame_00455_pose.txt', '../data/biwi/data/hpdb/01/frame_00018_pose.txt', '../data/biwi/data/hpdb/01/frame_00372_pose.txt', '../data/biwi/data/hpdb/01/frame_00012_pose.txt', '../data/biwi/data/hpdb/01/frame_00374_pose.txt', '../data/biwi/data/hpdb/01/frame_00150_pose.txt', '../data/biwi/data/hpdb/01/frame_00338_pose.txt', '../data/biwi/data/hpdb/01/frame_00420_pose.txt', '../data/biwi/data/hpdb/01/frame_00105_pose.txt', '../data/biwi/data/hpdb/01/frame_00260_pose.txt', '../data/biwi/data/hpdb/01/frame_00076_pose.txt', '../data/biwi/data/hpdb/01/frame_00452_pose.txt', '../data/biwi/data/hpdb/01/frame_00450_pose.txt', '../data/biwi/data/hpdb/01/frame_00156_pose.txt', '../data/biwi/data/hpdb/01/frame_00367_pose.txt', '../data/biwi/data/hpdb/01/frame_00469_pose.txt', '../data/biwi/data/hpdb/01/frame_00013_pose.txt', '../data/biwi/data/hpdb/01/frame_00022_pose.txt', '../data/biwi/data/hpdb/01/frame_00143_pose.txt', '../data/biwi/data/hpdb/01/frame_00436_pose.txt', '../data/biwi/data/hpdb/01/frame_00223_pose.txt', '../data/biwi/data/hpdb/01/frame_00331_pose.txt', '../data/biwi/data/hpdb/01/frame_00169_pose.txt', '../data/biwi/data/hpdb/01/frame_00446_pose.txt', '../data/biwi/data/hpdb/01/frame_00416_pose.txt', '../data/biwi/data/hpdb/01/frame_00464_pose.txt', '../data/biwi/data/hpdb/01/frame_00032_pose.txt', '../data/biwi/data/hpdb/01/frame_00146_pose.txt', '../data/biwi/data/hpdb/01/frame_00073_pose.txt', '../data/biwi/data/hpdb/01/frame_00194_pose.txt', '../data/biwi/data/hpdb/01/frame_00011_pose.txt', '../data/biwi/data/hpdb/01/frame_00401_pose.txt', '../data/biwi/data/hpdb/01/frame_00244_pose.txt', '../data/biwi/data/hpdb/01/frame_00101_pose.txt', '../data/biwi/data/hpdb/01/frame_00099_pose.txt', '../data/biwi/data/hpdb/01/frame_00129_pose.txt', '../data/biwi/data/hpdb/01/frame_00228_pose.txt', '../data/biwi/data/hpdb/01/frame_00423_pose.txt', '../data/biwi/data/hpdb/01/frame_00443_pose.txt', '../data/biwi/data/hpdb/01/frame_00393_pose.txt', '../data/biwi/data/hpdb/01/frame_00274_pose.txt', '../data/biwi/data/hpdb/01/frame_00039_pose.txt', '../data/biwi/data/hpdb/01/frame_00058_pose.txt', '../data/biwi/data/hpdb/01/frame_00008_pose.txt', '../data/biwi/data/hpdb/01/frame_00350_pose.txt', '../data/biwi/data/hpdb/01/frame_00404_pose.txt', '../data/biwi/data/hpdb/01/frame_00353_pose.txt', '../data/biwi/data/hpdb/01/frame_00286_pose.txt', '../data/biwi/data/hpdb/01/frame_00428_pose.txt', '../data/biwi/data/hpdb/01/frame_00398_pose.txt', '../data/biwi/data/hpdb/01/frame_00119_pose.txt', '../data/biwi/data/hpdb/01/frame_00210_pose.txt', '../data/biwi/data/hpdb/01/frame_00438_pose.txt', '../data/biwi/data/hpdb/01/frame_00323_pose.txt', '../data/biwi/data/hpdb/01/frame_00489_pose.txt', '../data/biwi/data/hpdb/01/frame_00394_pose.txt', '../data/biwi/data/hpdb/01/frame_00387_pose.txt', '../data/biwi/data/hpdb/01/frame_00278_pose.txt', '../data/biwi/data/hpdb/01/frame_00326_pose.txt', '../data/biwi/data/hpdb/01/frame_00335_pose.txt', '../data/biwi/data/hpdb/01/frame_00483_pose.txt', '../data/biwi/data/hpdb/01/frame_00380_pose.txt', '../data/biwi/data/hpdb/01/frame_00378_pose.txt', '../data/biwi/data/hpdb/01/frame_00096_pose.txt', '../data/biwi/data/hpdb/01/frame_00500_pose.txt', '../data/biwi/data/hpdb/01/frame_00004_pose.txt', '../data/biwi/data/hpdb/01/frame_00435_pose.txt', '../data/biwi/data/hpdb/01/frame_00161_pose.txt', '../data/biwi/data/hpdb/01/frame_00304_pose.txt', '../data/biwi/data/hpdb/01/frame_00005_pose.txt', '../data/biwi/data/hpdb/01/frame_00357_pose.txt', '../data/biwi/data/hpdb/01/frame_00170_pose.txt', '../data/biwi/data/hpdb/01/frame_00343_pose.txt', '../data/biwi/data/hpdb/01/frame_00432_pose.txt', '../data/biwi/data/hpdb/01/frame_00448_pose.txt', '../data/biwi/data/hpdb/01/frame_00306_pose.txt', '../data/biwi/data/hpdb/01/frame_00433_pose.txt', '../data/biwi/data/hpdb/01/frame_00059_pose.txt', '../data/biwi/data/hpdb/01/frame_00091_pose.txt', '../data/biwi/data/hpdb/01/frame_00333_pose.txt', '../data/biwi/data/hpdb/01/frame_00476_pose.txt', '../data/biwi/data/hpdb/01/frame_00065_pose.txt', '../data/biwi/data/hpdb/01/frame_00445_pose.txt', '../data/biwi/data/hpdb/01/frame_00179_pose.txt', '../data/biwi/data/hpdb/01/frame_00354_pose.txt', '../data/biwi/data/hpdb/01/frame_00074_pose.txt', '../data/biwi/data/hpdb/01/frame_00063_pose.txt', '../data/biwi/data/hpdb/01/frame_00329_pose.txt', '../data/biwi/data/hpdb/01/frame_00412_pose.txt', '../data/biwi/data/hpdb/01/frame_00410_pose.txt', '../data/biwi/data/hpdb/01/frame_00183_pose.txt', '../data/biwi/data/hpdb/01/frame_00064_pose.txt', '../data/biwi/data/hpdb/01/frame_00465_pose.txt', '../data/biwi/data/hpdb/01/frame_00135_pose.txt', '../data/biwi/data/hpdb/01/frame_00392_pose.txt', '../data/biwi/data/hpdb/01/frame_00379_pose.txt', '../data/biwi/data/hpdb/01/frame_00484_pose.txt', '../data/biwi/data/hpdb/01/frame_00369_pose.txt', '../data/biwi/data/hpdb/01/frame_00261_pose.txt', '../data/biwi/data/hpdb/01/frame_00145_pose.txt', '../data/biwi/data/hpdb/01/frame_00191_pose.txt', '../data/biwi/data/hpdb/01/frame_00205_pose.txt', '../data/biwi/data/hpdb/01/frame_00224_pose.txt', '../data/biwi/data/hpdb/01/frame_00037_pose.txt', '../data/biwi/data/hpdb/01/frame_00245_pose.txt', '../data/biwi/data/hpdb/01/frame_00273_pose.txt', '../data/biwi/data/hpdb/01/frame_00215_pose.txt', '../data/biwi/data/hpdb/01/frame_00182_pose.txt', '../data/biwi/data/hpdb/01/frame_00406_pose.txt', '../data/biwi/data/hpdb/01/frame_00049_pose.txt', '../data/biwi/data/hpdb/01/frame_00029_pose.txt', '../data/biwi/data/hpdb/01/frame_00006_pose.txt', '../data/biwi/data/hpdb/01/frame_00165_pose.txt', '../data/biwi/data/hpdb/01/frame_00459_pose.txt', '../data/biwi/data/hpdb/01/frame_00098_pose.txt', '../data/biwi/data/hpdb/01/frame_00460_pose.txt', '../data/biwi/data/hpdb/01/frame_00147_pose.txt', '../data/biwi/data/hpdb/01/frame_00421_pose.txt', '../data/biwi/data/hpdb/01/frame_00138_pose.txt', '../data/biwi/data/hpdb/01/frame_00493_pose.txt', '../data/biwi/data/hpdb/01/frame_00017_pose.txt', '../data/biwi/data/hpdb/01/frame_00276_pose.txt', '../data/biwi/data/hpdb/01/frame_00122_pose.txt', '../data/biwi/data/hpdb/01/frame_00157_pose.txt', '../data/biwi/data/hpdb/01/frame_00263_pose.txt', '../data/biwi/data/hpdb/01/frame_00242_pose.txt', '../data/biwi/data/hpdb/01/frame_00487_pose.txt', '../data/biwi/data/hpdb/01/frame_00027_pose.txt', '../data/biwi/data/hpdb/01/frame_00123_pose.txt', '../data/biwi/data/hpdb/01/frame_00250_pose.txt', '../data/biwi/data/hpdb/01/frame_00499_pose.txt', '../data/biwi/data/hpdb/01/frame_00262_pose.txt', '../data/biwi/data/hpdb/01/frame_00207_pose.txt', '../data/biwi/data/hpdb/01/frame_00195_pose.txt', '../data/biwi/data/hpdb/01/frame_00447_pose.txt', '../data/biwi/data/hpdb/01/frame_00229_pose.txt', '../data/biwi/data/hpdb/01/frame_00218_pose.txt', '../data/biwi/data/hpdb/01/frame_00089_pose.txt', '../data/biwi/data/hpdb/01/frame_00307_pose.txt', '../data/biwi/data/hpdb/01/frame_00272_pose.txt', '../data/biwi/data/hpdb/01/frame_00397_pose.txt', '../data/biwi/data/hpdb/01/frame_00287_pose.txt', '../data/biwi/data/hpdb/01/frame_00311_pose.txt', '../data/biwi/data/hpdb/01/frame_00321_pose.txt', '../data/biwi/data/hpdb/01/frame_00388_pose.txt', '../data/biwi/data/hpdb/01/frame_00026_pose.txt', '../data/biwi/data/hpdb/01/frame_00044_pose.txt', '../data/biwi/data/hpdb/01/frame_00491_pose.txt', '../data/biwi/data/hpdb/01/frame_00015_pose.txt', '../data/biwi/data/hpdb/01/frame_00046_pose.txt', '../data/biwi/data/hpdb/01/frame_00285_pose.txt', '../data/biwi/data/hpdb/01/frame_00254_pose.txt', '../data/biwi/data/hpdb/01/frame_00345_pose.txt', '../data/biwi/data/hpdb/01/frame_00166_pose.txt', '../data/biwi/data/hpdb/01/frame_00043_pose.txt', '../data/biwi/data/hpdb/01/frame_00198_pose.txt', '../data/biwi/data/hpdb/01/frame_00456_pose.txt', '../data/biwi/data/hpdb/01/frame_00023_pose.txt', '../data/biwi/data/hpdb/01/frame_00185_pose.txt', '../data/biwi/data/hpdb/01/frame_00498_pose.txt', '../data/biwi/data/hpdb/01/frame_00451_pose.txt', '../data/biwi/data/hpdb/01/frame_00213_pose.txt', '../data/biwi/data/hpdb/01/frame_00081_pose.txt', '../data/biwi/data/hpdb/01/frame_00085_pose.txt', '../data/biwi/data/hpdb/01/frame_00371_pose.txt', '../data/biwi/data/hpdb/01/frame_00047_pose.txt', '../data/biwi/data/hpdb/01/frame_00364_pose.txt', '../data/biwi/data/hpdb/01/frame_00054_pose.txt', '../data/biwi/data/hpdb/01/frame_00419_pose.txt', '../data/biwi/data/hpdb/01/frame_00038_pose.txt', '../data/biwi/data/hpdb/01/frame_00265_pose.txt', '../data/biwi/data/hpdb/01/frame_00363_pose.txt', '../data/biwi/data/hpdb/01/frame_00093_pose.txt', '../data/biwi/data/hpdb/01/frame_00407_pose.txt', '../data/biwi/data/hpdb/01/frame_00070_pose.txt', '../data/biwi/data/hpdb/01/frame_00293_pose.txt', '../data/biwi/data/hpdb/01/frame_00051_pose.txt', '../data/biwi/data/hpdb/01/frame_00052_pose.txt', '../data/biwi/data/hpdb/01/frame_00125_pose.txt', '../data/biwi/data/hpdb/01/frame_00136_pose.txt', '../data/biwi/data/hpdb/01/frame_00294_pose.txt', '../data/biwi/data/hpdb/01/frame_00193_pose.txt', '../data/biwi/data/hpdb/01/frame_00227_pose.txt', '../data/biwi/data/hpdb/01/frame_00462_pose.txt', '../data/biwi/data/hpdb/01/frame_00241_pose.txt', '../data/biwi/data/hpdb/01/frame_00292_pose.txt', '../data/biwi/data/hpdb/01/frame_00130_pose.txt', '../data/biwi/data/hpdb/01/frame_00062_pose.txt', '../data/biwi/data/hpdb/01/frame_00226_pose.txt', '../data/biwi/data/hpdb/01/frame_00418_pose.txt', '../data/biwi/data/hpdb/01/frame_00175_pose.txt', '../data/biwi/data/hpdb/01/frame_00344_pose.txt', '../data/biwi/data/hpdb/01/frame_00019_pose.txt', '../data/biwi/data/hpdb/01/frame_00072_pose.txt', '../data/biwi/data/hpdb/01/frame_00342_pose.txt', '../data/biwi/data/hpdb/01/frame_00216_pose.txt', '../data/biwi/data/hpdb/01/frame_00108_pose.txt', '../data/biwi/data/hpdb/01/frame_00492_pose.txt', '../data/biwi/data/hpdb/01/frame_00340_pose.txt', '../data/biwi/data/hpdb/01/frame_00155_pose.txt', '../data/biwi/data/hpdb/01/frame_00478_pose.txt', '../data/biwi/data/hpdb/01/frame_00246_pose.txt', '../data/biwi/data/hpdb/01/frame_00140_pose.txt', '../data/biwi/data/hpdb/01/frame_00174_pose.txt', '../data/biwi/data/hpdb/01/frame_00234_pose.txt', '../data/biwi/data/hpdb/01/frame_00264_pose.txt', '../data/biwi/data/hpdb/01/frame_00109_pose.txt', '../data/biwi/data/hpdb/01/frame_00048_pose.txt', '../data/biwi/data/hpdb/01/frame_00021_pose.txt', '../data/biwi/data/hpdb/01/frame_00424_pose.txt', '../data/biwi/data/hpdb/01/frame_00496_pose.txt', '../data/biwi/data/hpdb/01/frame_00497_pose.txt', '../data/biwi/data/hpdb/01/frame_00152_pose.txt', '../data/biwi/data/hpdb/01/frame_00275_pose.txt', '../data/biwi/data/hpdb/01/frame_00040_pose.txt', '../data/biwi/data/hpdb/01/frame_00112_pose.txt', '../data/biwi/data/hpdb/01/frame_00141_pose.txt', '../data/biwi/data/hpdb/01/frame_00269_pose.txt', '../data/biwi/data/hpdb/01/frame_00217_pose.txt', '../data/biwi/data/hpdb/01/frame_00300_pose.txt', '../data/biwi/data/hpdb/01/frame_00485_pose.txt', '../data/biwi/data/hpdb/01/frame_00186_pose.txt', '../data/biwi/data/hpdb/01/frame_00077_pose.txt', '../data/biwi/data/hpdb/01/frame_00297_pose.txt', '../data/biwi/data/hpdb/01/frame_00437_pose.txt', '../data/biwi/data/hpdb/01/frame_00339_pose.txt', '../data/biwi/data/hpdb/01/frame_00322_pose.txt', '../data/biwi/data/hpdb/01/frame_00457_pose.txt', '../data/biwi/data/hpdb/01/frame_00301_pose.txt', '../data/biwi/data/hpdb/01/frame_00383_pose.txt', '../data/biwi/data/hpdb/01/frame_00494_pose.txt', '../data/biwi/data/hpdb/01/frame_00209_pose.txt', '../data/biwi/data/hpdb/01/frame_00009_pose.txt', '../data/biwi/data/hpdb/01/frame_00115_pose.txt', '../data/biwi/data/hpdb/01/frame_00454_pose.txt', '../data/biwi/data/hpdb/01/frame_00385_pose.txt', '../data/biwi/data/hpdb/01/frame_00316_pose.txt', '../data/biwi/data/hpdb/01/frame_00270_pose.txt', '../data/biwi/data/hpdb/01/frame_00346_pose.txt', '../data/biwi/data/hpdb/01/frame_00317_pose.txt', '../data/biwi/data/hpdb/01/frame_00411_pose.txt', '../data/biwi/data/hpdb/01/frame_00355_pose.txt', '../data/biwi/data/hpdb/01/frame_00352_pose.txt', '../data/biwi/data/hpdb/01/frame_00225_pose.txt', '../data/biwi/data/hpdb/01/frame_00302_pose.txt', '../data/biwi/data/hpdb/01/frame_00348_pose.txt', '../data/biwi/data/hpdb/01/frame_00381_pose.txt', '../data/biwi/data/hpdb/01/frame_00118_pose.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/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/frame_00238_pose.txt', '../data/biwi/data/hpdb/01/frame_00149_pose.txt', '../data/biwi/data/hpdb/01/frame_00092_pose.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/frame_00057_pose.txt', '../data/biwi/data/hpdb/01/frame_00111_pose.txt', '../data/biwi/data/hpdb/01/frame_00299_pose.txt', '../data/biwi/data/hpdb/01/frame_00453_pose.txt', '../data/biwi/data/hpdb/01/frame_00237_pose.txt', '../data/biwi/data/hpdb/01/frame_00196_pose.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/frame_00360_pose.txt', '../data/biwi/data/hpdb/01/frame_00461_pose.txt', '../data/biwi/data/hpdb/01/frame_00158_pose.txt', '../data/biwi/data/hpdb/01/frame_00042_pose.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/frame_00384_pose.txt', '../data/biwi/data/hpdb/01/frame_00104_pose.txt', '../data/biwi/data/hpdb/01/frame_00176_pose.txt', '../data/biwi/data/hpdb/01/frame_00399_pose.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/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/frame_00283_pose.txt', '../data/biwi/data/hpdb/01/frame_00110_pose.txt', '../data/biwi/data/hpdb/01/frame_00010_pose.txt', '../data/biwi/data/hpdb/01/frame_00087_pose.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/frame_00449_pose.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/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/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/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/frame_00167_pose.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/frame_00258_pose.txt', '../data/biwi/data/hpdb/01/frame_00235_pose.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/frame_00341_pose.txt', '../data/biwi/data/hpdb/01/frame_00467_pose.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/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/frame_00308_pose.txt', '../data/biwi/data/hpdb/01/frame_00094_pose.txt', '../data/biwi/data/hpdb/01/frame_00279_pose.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/frame_00358_pose.txt', '../data/biwi/data/hpdb/01/frame_00386_pose.txt', '../data/biwi/data/hpdb/01/frame_00441_pose.txt', '../data/biwi/data/hpdb/01/frame_00068_pose.txt', '../data/biwi/data/hpdb/01/frame_00417_pose.txt', '../data/biwi/data/hpdb/01/frame_00034_pose.txt', '../data/biwi/data/hpdb/01/frame_00222_pose.txt', '../data/biwi/data/hpdb/01/frame_00088_pose.txt', '../data/biwi/data/hpdb/01/frame_00390_pose.txt', '../data/biwi/data/hpdb/01/frame_00296_pose.txt', '../data/biwi/data/hpdb/01/frame_00221_pose.txt', '../data/biwi/data/hpdb/01/frame_00439_pose.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/frame_00113_pose.txt', '../data/biwi/data/hpdb/01/frame_00160_pose.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/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/frame_00114_pose.txt', '../data/biwi/data/hpdb/01/frame_00025_pose.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/frame_00480_pose.txt', '../data/biwi/data/hpdb/01/frame_00368_pose.txt', '../data/biwi/data/hpdb/01/frame_00181_pose.txt', '../data/biwi/data/hpdb/01/frame_00282_pose.txt', '../data/biwi/data/hpdb/01/frame_00402_pose.txt']\n"
      "['../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.png', '../data/biwi/data/hpdb/01/frame_00500_rgb.png', '../data/biwi/data/hpdb/01/frame_00303_rgb.png', '../data/biwi/data/hpdb/01/frame_00385_rgb.png', '../data/biwi/data/hpdb/01/frame_00282_rgb.png', '../data/biwi/data/hpdb/01/frame_00289_rgb.png', '../data/biwi/data/hpdb/01/frame_00210_rgb.png', '../data/biwi/data/hpdb/01/frame_00072_rgb.png', '../data/biwi/data/hpdb/01/frame_00274_rgb.png', '../data/biwi/data/hpdb/01/frame_00373_rgb.png', '../data/biwi/data/hpdb/01/frame_00169_rgb.png', '../data/biwi/data/hpdb/01/frame_00113_rgb.png', '../data/biwi/data/hpdb/01/frame_00390_rgb.png', '../data/biwi/data/hpdb/01/frame_00360_rgb.png', '../data/biwi/data/hpdb/01/frame_00279_rgb.png', '../data/biwi/data/hpdb/01/frame_00132_rgb.png', '../data/biwi/data/hpdb/01/frame_00205_rgb.png', '../data/biwi/data/hpdb/01/frame_00052_rgb.png', '../data/biwi/data/hpdb/01/frame_00288_rgb.png', '../data/biwi/data/hpdb/01/frame_00162_rgb.png', '../data/biwi/data/hpdb/01/frame_00452_rgb.png', '../data/biwi/data/hpdb/01/frame_00404_rgb.png', '../data/biwi/data/hpdb/01/frame_00283_rgb.png', '../data/biwi/data/hpdb/01/frame_00085_rgb.png', '../data/biwi/data/hpdb/01/frame_00233_rgb.png', '../data/biwi/data/hpdb/01/frame_00190_rgb.png', '../data/biwi/data/hpdb/01/frame_00363_rgb.png', '../data/biwi/data/hpdb/01/frame_00443_rgb.png', '../data/biwi/data/hpdb/01/frame_00073_rgb.png', '../data/biwi/data/hpdb/01/frame_00290_rgb.png', '../data/biwi/data/hpdb/01/frame_00100_rgb.png', '../data/biwi/data/hpdb/01/frame_00194_rgb.png', '../data/biwi/data/hpdb/01/frame_00383_rgb.png', '../data/biwi/data/hpdb/01/frame_00362_rgb.png', '../data/biwi/data/hpdb/01/frame_00400_rgb.png', '../data/biwi/data/hpdb/01/frame_00395_rgb.png', '../data/biwi/data/hpdb/01/frame_00221_rgb.png', '../data/biwi/data/hpdb/01/frame_00393_rgb.png', '../data/biwi/data/hpdb/01/frame_00030_rgb.png', '../data/biwi/data/hpdb/01/frame_00330_rgb.png', '../data/biwi/data/hpdb/01/frame_00463_rgb.png', '../data/biwi/data/hpdb/01/frame_00077_rgb.png', '../data/biwi/data/hpdb/01/frame_00321_rgb.png', '../data/biwi/data/hpdb/01/frame_00137_rgb.png', '../data/biwi/data/hpdb/01/frame_00277_rgb.png', '../data/biwi/data/hpdb/01/frame_00061_rgb.png', '../data/biwi/data/hpdb/01/frame_00109_rgb.png', '../data/biwi/data/hpdb/01/frame_00140_rgb.png', '../data/biwi/data/hpdb/01/frame_00442_rgb.png', '../data/biwi/data/hpdb/01/frame_00293_rgb.png', '../data/biwi/data/hpdb/01/frame_00028_rgb.png', '../data/biwi/data/hpdb/01/frame_00408_rgb.png', '../data/biwi/data/hpdb/01/frame_00272_rgb.png', '../data/biwi/data/hpdb/01/frame_00411_rgb.png', '../data/biwi/data/hpdb/01/frame_00302_rgb.png', '../data/biwi/data/hpdb/01/frame_00494_rgb.png', '../data/biwi/data/hpdb/01/frame_00054_rgb.png', '../data/biwi/data/hpdb/01/frame_00119_rgb.png', '../data/biwi/data/hpdb/01/frame_00075_rgb.png', '../data/biwi/data/hpdb/01/frame_00301_rgb.png', '../data/biwi/data/hpdb/01/frame_00175_rgb.png', '../data/biwi/data/hpdb/01/frame_00105_rgb.png', '../data/biwi/data/hpdb/01/frame_00095_rgb.png', '../data/biwi/data/hpdb/01/frame_00439_rgb.png', '../data/biwi/data/hpdb/01/frame_00300_rgb.png', '../data/biwi/data/hpdb/01/frame_00010_rgb.png', '../data/biwi/data/hpdb/01/frame_00195_rgb.png', '../data/biwi/data/hpdb/01/frame_00050_rgb.png', '../data/biwi/data/hpdb/01/frame_00399_rgb.png', '../data/biwi/data/hpdb/01/frame_00437_rgb.png', '../data/biwi/data/hpdb/01/frame_00159_rgb.png', '../data/biwi/data/hpdb/01/frame_00481_rgb.png', '../data/biwi/data/hpdb/01/frame_00131_rgb.png', '../data/biwi/data/hpdb/01/frame_00326_rgb.png', '../data/biwi/data/hpdb/01/frame_00466_rgb.png', '../data/biwi/data/hpdb/01/frame_00103_rgb.png', '../data/biwi/data/hpdb/01/frame_00070_rgb.png', '../data/biwi/data/hpdb/01/frame_00496_rgb.png', '../data/biwi/data/hpdb/01/frame_00254_rgb.png', '../data/biwi/data/hpdb/01/frame_00468_rgb.png', '../data/biwi/data/hpdb/01/frame_00488_rgb.png', '../data/biwi/data/hpdb/01/frame_00168_rgb.png', '../data/biwi/data/hpdb/01/frame_00041_rgb.png', '../data/biwi/data/hpdb/01/frame_00440_rgb.png', '../data/biwi/data/hpdb/01/frame_00469_rgb.png', '../data/biwi/data/hpdb/01/frame_00167_rgb.png', '../data/biwi/data/hpdb/01/frame_00114_rgb.png', '../data/biwi/data/hpdb/01/frame_00127_rgb.png', '../data/biwi/data/hpdb/01/frame_00207_rgb.png', '../data/biwi/data/hpdb/01/frame_00314_rgb.png', '../data/biwi/data/hpdb/01/frame_00189_rgb.png', '../data/biwi/data/hpdb/01/frame_00319_rgb.png', '../data/biwi/data/hpdb/01/frame_00142_rgb.png', '../data/biwi/data/hpdb/01/frame_00449_rgb.png', '../data/biwi/data/hpdb/01/frame_00227_rgb.png', '../data/biwi/data/hpdb/01/frame_00240_rgb.png', '../data/biwi/data/hpdb/01/frame_00359_rgb.png', '../data/biwi/data/hpdb/01/frame_00006_rgb.png', '../data/biwi/data/hpdb/01/frame_00299_rgb.png', '../data/biwi/data/hpdb/01/frame_00009_rgb.png', '../data/biwi/data/hpdb/01/frame_00382_rgb.png', '../data/biwi/data/hpdb/01/frame_00346_rgb.png', '../data/biwi/data/hpdb/01/frame_00306_rgb.png', '../data/biwi/data/hpdb/01/frame_00146_rgb.png', '../data/biwi/data/hpdb/01/frame_00158_rgb.png', '../data/biwi/data/hpdb/01/frame_00034_rgb.png', '../data/biwi/data/hpdb/01/frame_00396_rgb.png', '../data/biwi/data/hpdb/01/frame_00163_rgb.png', '../data/biwi/data/hpdb/01/frame_00350_rgb.png', '../data/biwi/data/hpdb/01/frame_00087_rgb.png', '../data/biwi/data/hpdb/01/frame_00187_rgb.png', '../data/biwi/data/hpdb/01/frame_00078_rgb.png', '../data/biwi/data/hpdb/01/frame_00296_rgb.png', '../data/biwi/data/hpdb/01/frame_00336_rgb.png', '../data/biwi/data/hpdb/01/frame_00129_rgb.png', '../data/biwi/data/hpdb/01/frame_00059_rgb.png', '../data/biwi/data/hpdb/01/frame_00497_rgb.png', '../data/biwi/data/hpdb/01/frame_00153_rgb.png', '../data/biwi/data/hpdb/01/frame_00376_rgb.png', '../data/biwi/data/hpdb/01/frame_00276_rgb.png', '../data/biwi/data/hpdb/01/frame_00093_rgb.png', '../data/biwi/data/hpdb/01/frame_00255_rgb.png', '../data/biwi/data/hpdb/01/frame_00135_rgb.png', '../data/biwi/data/hpdb/01/frame_00173_rgb.png', '../data/biwi/data/hpdb/01/frame_00356_rgb.png', '../data/biwi/data/hpdb/01/frame_00347_rgb.png', '../data/biwi/data/hpdb/01/frame_00465_rgb.png', '../data/biwi/data/hpdb/01/frame_00218_rgb.png', '../data/biwi/data/hpdb/01/frame_00143_rgb.png', '../data/biwi/data/hpdb/01/frame_00148_rgb.png', '../data/biwi/data/hpdb/01/frame_00339_rgb.png', '../data/biwi/data/hpdb/01/frame_00191_rgb.png', '../data/biwi/data/hpdb/01/frame_00476_rgb.png', '../data/biwi/data/hpdb/01/frame_00216_rgb.png', '../data/biwi/data/hpdb/01/frame_00291_rgb.png', '../data/biwi/data/hpdb/01/frame_00178_rgb.png', '../data/biwi/data/hpdb/01/frame_00023_rgb.png', '../data/biwi/data/hpdb/01/frame_00366_rgb.png', '../data/biwi/data/hpdb/01/frame_00238_rgb.png', '../data/biwi/data/hpdb/01/frame_00312_rgb.png', '../data/biwi/data/hpdb/01/frame_00125_rgb.png', '../data/biwi/data/hpdb/01/frame_00409_rgb.png', '../data/biwi/data/hpdb/01/frame_00068_rgb.png', '../data/biwi/data/hpdb/01/frame_00045_rgb.png', '../data/biwi/data/hpdb/01/frame_00384_rgb.png', '../data/biwi/data/hpdb/01/frame_00424_rgb.png', '../data/biwi/data/hpdb/01/frame_00415_rgb.png', '../data/biwi/data/hpdb/01/frame_00008_rgb.png', '../data/biwi/data/hpdb/01/frame_00461_rgb.png', '../data/biwi/data/hpdb/01/frame_00164_rgb.png', '../data/biwi/data/hpdb/01/frame_00307_rgb.png', '../data/biwi/data/hpdb/01/frame_00271_rgb.png', '../data/biwi/data/hpdb/01/frame_00185_rgb.png', '../data/biwi/data/hpdb/01/frame_00081_rgb.png', '../data/biwi/data/hpdb/01/frame_00297_rgb.png', '../data/biwi/data/hpdb/01/frame_00230_rgb.png', '../data/biwi/data/hpdb/01/frame_00069_rgb.png', '../data/biwi/data/hpdb/01/frame_00241_rgb.png', '../data/biwi/data/hpdb/01/frame_00066_rgb.png', '../data/biwi/data/hpdb/01/frame_00188_rgb.png', '../data/biwi/data/hpdb/01/frame_00406_rgb.png', '../data/biwi/data/hpdb/01/frame_00015_rgb.png', '../data/biwi/data/hpdb/01/frame_00368_rgb.png', '../data/biwi/data/hpdb/01/frame_00102_rgb.png', '../data/biwi/data/hpdb/01/frame_00212_rgb.png', '../data/biwi/data/hpdb/01/frame_00317_rgb.png', '../data/biwi/data/hpdb/01/frame_00425_rgb.png', '../data/biwi/data/hpdb/01/frame_00482_rgb.png', '../data/biwi/data/hpdb/01/frame_00343_rgb.png', '../data/biwi/data/hpdb/01/frame_00049_rgb.png', '../data/biwi/data/hpdb/01/frame_00493_rgb.png', '../data/biwi/data/hpdb/01/frame_00258_rgb.png', '../data/biwi/data/hpdb/01/frame_00298_rgb.png', '../data/biwi/data/hpdb/01/frame_00387_rgb.png', '../data/biwi/data/hpdb/01/frame_00417_rgb.png', '../data/biwi/data/hpdb/01/frame_00139_rgb.png', '../data/biwi/data/hpdb/01/frame_00232_rgb.png', '../data/biwi/data/hpdb/01/frame_00166_rgb.png', '../data/biwi/data/hpdb/01/frame_00364_rgb.png', '../data/biwi/data/hpdb/01/frame_00257_rgb.png', '../data/biwi/data/hpdb/01/frame_00108_rgb.png', '../data/biwi/data/hpdb/01/frame_00269_rgb.png', '../data/biwi/data/hpdb/01/frame_00199_rgb.png', '../data/biwi/data/hpdb/01/frame_00094_rgb.png', '../data/biwi/data/hpdb/01/frame_00397_rgb.png', '../data/biwi/data/hpdb/01/frame_00259_rgb.png', '../data/biwi/data/hpdb/01/frame_00144_rgb.png', '../data/biwi/data/hpdb/01/frame_00088_rgb.png', '../data/biwi/data/hpdb/01/frame_00370_rgb.png', '../data/biwi/data/hpdb/01/frame_00115_rgb.png', '../data/biwi/data/hpdb/01/frame_00138_rgb.png', '../data/biwi/data/hpdb/01/frame_00358_rgb.png', '../data/biwi/data/hpdb/01/frame_00462_rgb.png', '../data/biwi/data/hpdb/01/frame_00067_rgb.png', '../data/biwi/data/hpdb/01/frame_00285_rgb.png', '../data/biwi/data/hpdb/01/frame_00236_rgb.png', '../data/biwi/data/hpdb/01/frame_00096_rgb.png', '../data/biwi/data/hpdb/01/frame_00228_rgb.png', '../data/biwi/data/hpdb/01/frame_00260_rgb.png', '../data/biwi/data/hpdb/01/frame_00491_rgb.png', '../data/biwi/data/hpdb/01/frame_00064_rgb.png', '../data/biwi/data/hpdb/01/frame_00057_rgb.png', '../data/biwi/data/hpdb/01/frame_00247_rgb.png', '../data/biwi/data/hpdb/01/frame_00410_rgb.png', '../data/biwi/data/hpdb/01/frame_00024_rgb.png', '../data/biwi/data/hpdb/01/frame_00392_rgb.png', '../data/biwi/data/hpdb/01/frame_00374_rgb.png', '../data/biwi/data/hpdb/01/frame_00472_rgb.png', '../data/biwi/data/hpdb/01/frame_00489_rgb.png', '../data/biwi/data/hpdb/01/frame_00208_rgb.png', '../data/biwi/data/hpdb/01/frame_00156_rgb.png', '../data/biwi/data/hpdb/01/frame_00147_rgb.png', '../data/biwi/data/hpdb/01/frame_00335_rgb.png', '../data/biwi/data/hpdb/01/frame_00120_rgb.png', '../data/biwi/data/hpdb/01/frame_00018_rgb.png', '../data/biwi/data/hpdb/01/frame_00234_rgb.png', '../data/biwi/data/hpdb/01/frame_00117_rgb.png', '../data/biwi/data/hpdb/01/frame_00492_rgb.png', '../data/biwi/data/hpdb/01/frame_00253_rgb.png', '../data/biwi/data/hpdb/01/frame_00026_rgb.png', '../data/biwi/data/hpdb/01/frame_00338_rgb.png', '../data/biwi/data/hpdb/01/frame_00426_rgb.png', '../data/biwi/data/hpdb/01/frame_00348_rgb.png', '../data/biwi/data/hpdb/01/frame_00209_rgb.png', '../data/biwi/data/hpdb/01/frame_00427_rgb.png', '../data/biwi/data/hpdb/01/frame_00122_rgb.png', '../data/biwi/data/hpdb/01/frame_00013_rgb.png', '../data/biwi/data/hpdb/01/frame_00264_rgb.png', '../data/biwi/data/hpdb/01/frame_00441_rgb.png', '../data/biwi/data/hpdb/01/frame_00365_rgb.png', '../data/biwi/data/hpdb/01/frame_00266_rgb.png', '../data/biwi/data/hpdb/01/frame_00174_rgb.png', '../data/biwi/data/hpdb/01/frame_00031_rgb.png', '../data/biwi/data/hpdb/01/frame_00323_rgb.png', '../data/biwi/data/hpdb/01/frame_00243_rgb.png', '../data/biwi/data/hpdb/01/frame_00083_rgb.png', '../data/biwi/data/hpdb/01/frame_00451_rgb.png', '../data/biwi/data/hpdb/01/frame_00036_rgb.png', '../data/biwi/data/hpdb/01/frame_00310_rgb.png', '../data/biwi/data/hpdb/01/frame_00378_rgb.png', '../data/biwi/data/hpdb/01/frame_00304_rgb.png', '../data/biwi/data/hpdb/01/frame_00121_rgb.png', '../data/biwi/data/hpdb/01/frame_00475_rgb.png', '../data/biwi/data/hpdb/01/frame_00333_rgb.png', '../data/biwi/data/hpdb/01/frame_00499_rgb.png', '../data/biwi/data/hpdb/01/frame_00369_rgb.png', '../data/biwi/data/hpdb/01/frame_00245_rgb.png', '../data/biwi/data/hpdb/01/frame_00099_rgb.png', '../data/biwi/data/hpdb/01/frame_00261_rgb.png', '../data/biwi/data/hpdb/01/frame_00047_rgb.png', '../data/biwi/data/hpdb/01/frame_00110_rgb.png', '../data/biwi/data/hpdb/01/frame_00106_rgb.png', '../data/biwi/data/hpdb/01/frame_00091_rgb.png', '../data/biwi/data/hpdb/01/frame_00116_rgb.png', '../data/biwi/data/hpdb/01/frame_00133_rgb.png', '../data/biwi/data/hpdb/01/frame_00402_rgb.png', '../data/biwi/data/hpdb/01/frame_00223_rgb.png', '../data/biwi/data/hpdb/01/frame_00237_rgb.png', '../data/biwi/data/hpdb/01/frame_00268_rgb.png', '../data/biwi/data/hpdb/01/frame_00062_rgb.png', '../data/biwi/data/hpdb/01/frame_00447_rgb.png', '../data/biwi/data/hpdb/01/frame_00450_rgb.png', '../data/biwi/data/hpdb/01/frame_00033_rgb.png', '../data/biwi/data/hpdb/01/frame_00229_rgb.png', '../data/biwi/data/hpdb/01/frame_00327_rgb.png', '../data/biwi/data/hpdb/01/frame_00434_rgb.png', '../data/biwi/data/hpdb/01/frame_00398_rgb.png', '../data/biwi/data/hpdb/01/frame_00244_rgb.png', '../data/biwi/data/hpdb/01/frame_00192_rgb.png', '../data/biwi/data/hpdb/01/frame_00256_rgb.png', '../data/biwi/data/hpdb/01/frame_00316_rgb.png', '../data/biwi/data/hpdb/01/frame_00284_rgb.png', '../data/biwi/data/hpdb/01/frame_00016_rgb.png', '../data/biwi/data/hpdb/01/frame_00025_rgb.png', '../data/biwi/data/hpdb/01/frame_00448_rgb.png', '../data/biwi/data/hpdb/01/frame_00446_rgb.png', '../data/biwi/data/hpdb/01/frame_00021_rgb.png', '../data/biwi/data/hpdb/01/frame_00203_rgb.png', '../data/biwi/data/hpdb/01/frame_00438_rgb.png', '../data/biwi/data/hpdb/01/frame_00250_rgb.png', '../data/biwi/data/hpdb/01/frame_00080_rgb.png', '../data/biwi/data/hpdb/01/frame_00471_rgb.png', '../data/biwi/data/hpdb/01/frame_00160_rgb.png', '../data/biwi/data/hpdb/01/frame_00157_rgb.png', '../data/biwi/data/hpdb/01/frame_00141_rgb.png', '../data/biwi/data/hpdb/01/frame_00265_rgb.png', '../data/biwi/data/hpdb/01/frame_00107_rgb.png', '../data/biwi/data/hpdb/01/frame_00352_rgb.png', '../data/biwi/data/hpdb/01/frame_00104_rgb.png', '../data/biwi/data/hpdb/01/frame_00309_rgb.png', '../data/biwi/data/hpdb/01/frame_00182_rgb.png', '../data/biwi/data/hpdb/01/frame_00483_rgb.png', '../data/biwi/data/hpdb/01/frame_00007_rgb.png', '../data/biwi/data/hpdb/01/frame_00407_rgb.png', '../data/biwi/data/hpdb/01/frame_00353_rgb.png', '../data/biwi/data/hpdb/01/frame_00490_rgb.png', '../data/biwi/data/hpdb/01/frame_00474_rgb.png', '../data/biwi/data/hpdb/01/frame_00214_rgb.png', '../data/biwi/data/hpdb/01/frame_00184_rgb.png', '../data/biwi/data/hpdb/01/frame_00318_rgb.png', '../data/biwi/data/hpdb/01/frame_00485_rgb.png', '../data/biwi/data/hpdb/01/frame_00217_rgb.png', '../data/biwi/data/hpdb/01/frame_00040_rgb.png', '../data/biwi/data/hpdb/01/frame_00372_rgb.png', '../data/biwi/data/hpdb/01/frame_00051_rgb.png', '../data/biwi/data/hpdb/01/frame_00151_rgb.png', '../data/biwi/data/hpdb/01/frame_00292_rgb.png', '../data/biwi/data/hpdb/01/frame_00003_rgb.png', '../data/biwi/data/hpdb/01/frame_00267_rgb.png', '../data/biwi/data/hpdb/01/frame_00012_rgb.png', '../data/biwi/data/hpdb/01/frame_00248_rgb.png', '../data/biwi/data/hpdb/01/frame_00456_rgb.png', '../data/biwi/data/hpdb/01/frame_00198_rgb.png', '../data/biwi/data/hpdb/01/frame_00086_rgb.png', '../data/biwi/data/hpdb/01/frame_00419_rgb.png', '../data/biwi/data/hpdb/01/frame_00433_rgb.png', '../data/biwi/data/hpdb/01/frame_00413_rgb.png', '../data/biwi/data/hpdb/01/frame_00262_rgb.png', '../data/biwi/data/hpdb/01/frame_00355_rgb.png', '../data/biwi/data/hpdb/01/frame_00053_rgb.png', '../data/biwi/data/hpdb/01/frame_00044_rgb.png', '../data/biwi/data/hpdb/01/frame_00056_rgb.png', '../data/biwi/data/hpdb/01/frame_00037_rgb.png', '../data/biwi/data/hpdb/01/frame_00011_rgb.png', '../data/biwi/data/hpdb/01/frame_00060_rgb.png', '../data/biwi/data/hpdb/01/frame_00136_rgb.png', '../data/biwi/data/hpdb/01/frame_00172_rgb.png', '../data/biwi/data/hpdb/01/frame_00455_rgb.png', '../data/biwi/data/hpdb/01/frame_00431_rgb.png', '../data/biwi/data/hpdb/01/frame_00181_rgb.png', '../data/biwi/data/hpdb/01/frame_00477_rgb.png', '../data/biwi/data/hpdb/01/frame_00065_rgb.png', '../data/biwi/data/hpdb/01/frame_00328_rgb.png', '../data/biwi/data/hpdb/01/frame_00029_rgb.png', '../data/biwi/data/hpdb/01/frame_00046_rgb.png', '../data/biwi/data/hpdb/01/frame_00089_rgb.png', '../data/biwi/data/hpdb/01/frame_00251_rgb.png', '../data/biwi/data/hpdb/01/frame_00183_rgb.png', '../data/biwi/data/hpdb/01/frame_00464_rgb.png', '../data/biwi/data/hpdb/01/frame_00090_rgb.png', '../data/biwi/data/hpdb/01/frame_00280_rgb.png', '../data/biwi/data/hpdb/01/frame_00480_rgb.png', '../data/biwi/data/hpdb/01/frame_00351_rgb.png', '../data/biwi/data/hpdb/01/frame_00097_rgb.png', '../data/biwi/data/hpdb/01/frame_00206_rgb.png', '../data/biwi/data/hpdb/01/frame_00004_rgb.png', '../data/biwi/data/hpdb/01/frame_00235_rgb.png', '../data/biwi/data/hpdb/01/frame_00213_rgb.png', '../data/biwi/data/hpdb/01/frame_00222_rgb.png', '../data/biwi/data/hpdb/01/frame_00186_rgb.png', '../data/biwi/data/hpdb/01/frame_00322_rgb.png', '../data/biwi/data/hpdb/01/frame_00305_rgb.png', '../data/biwi/data/hpdb/01/frame_00171_rgb.png', '../data/biwi/data/hpdb/01/frame_00498_rgb.png', '../data/biwi/data/hpdb/01/frame_00391_rgb.png', '../data/biwi/data/hpdb/01/frame_00074_rgb.png', '../data/biwi/data/hpdb/01/frame_00320_rgb.png', '../data/biwi/data/hpdb/01/frame_00118_rgb.png', '../data/biwi/data/hpdb/01/frame_00076_rgb.png', '../data/biwi/data/hpdb/01/frame_00035_rgb.png', '../data/biwi/data/hpdb/01/frame_00344_rgb.png', '../data/biwi/data/hpdb/01/frame_00295_rgb.png', '../data/biwi/data/hpdb/01/frame_00381_rgb.png', '../data/biwi/data/hpdb/01/frame_00418_rgb.png', '../data/biwi/data/hpdb/01/frame_00017_rgb.png', '../data/biwi/data/hpdb/01/frame_00224_rgb.png', '../data/biwi/data/hpdb/01/frame_00294_rgb.png', '../data/biwi/data/hpdb/01/frame_00239_rgb.png', '../data/biwi/data/hpdb/01/frame_00454_rgb.png', '../data/biwi/data/hpdb/01/frame_00342_rgb.png', '../data/biwi/data/hpdb/01/frame_00412_rgb.png', '../data/biwi/data/hpdb/01/frame_00048_rgb.png', '../data/biwi/data/hpdb/01/frame_00201_rgb.png', '../data/biwi/data/hpdb/01/frame_00043_rgb.png', '../data/biwi/data/hpdb/01/frame_00152_rgb.png', '../data/biwi/data/hpdb/01/frame_00019_rgb.png', '../data/biwi/data/hpdb/01/frame_00459_rgb.png', '../data/biwi/data/hpdb/01/frame_00155_rgb.png', '../data/biwi/data/hpdb/01/frame_00145_rgb.png', '../data/biwi/data/hpdb/01/frame_00414_rgb.png', '../data/biwi/data/hpdb/01/frame_00430_rgb.png', '../data/biwi/data/hpdb/01/frame_00180_rgb.png', '../data/biwi/data/hpdb/01/frame_00467_rgb.png', '../data/biwi/data/hpdb/01/frame_00405_rgb.png', '../data/biwi/data/hpdb/01/frame_00123_rgb.png', '../data/biwi/data/hpdb/01/frame_00176_rgb.png', '../data/biwi/data/hpdb/01/frame_00394_rgb.png', '../data/biwi/data/hpdb/01/frame_00401_rgb.png', '../data/biwi/data/hpdb/01/frame_00389_rgb.png', '../data/biwi/data/hpdb/01/frame_00423_rgb.png', '../data/biwi/data/hpdb/01/frame_00179_rgb.png', '../data/biwi/data/hpdb/01/frame_00435_rgb.png', '../data/biwi/data/hpdb/01/frame_00340_rgb.png', '../data/biwi/data/hpdb/01/frame_00242_rgb.png', '../data/biwi/data/hpdb/01/frame_00134_rgb.png', '../data/biwi/data/hpdb/01/frame_00082_rgb.png', '../data/biwi/data/hpdb/01/frame_00311_rgb.png', '../data/biwi/data/hpdb/01/frame_00204_rgb.png', '../data/biwi/data/hpdb/01/dockerface-frame_00305_rgb.txt', '../data/biwi/data/hpdb/01/frame_00295_pose.txt', '../data/biwi/data/hpdb/01/frame_00120_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00138_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00385_rgb.txt', '../data/biwi/data/hpdb/01/frame_00468_pose.txt', '../data/biwi/data/hpdb/01/frame_00330_pose.txt', '../data/biwi/data/hpdb/01/frame_00203_pose.txt', '../data/biwi/data/hpdb/01/frame_00486_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00499_rgb.txt', '../data/biwi/data/hpdb/01/frame_00336_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00039_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00218_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00113_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00110_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00170_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00166_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00304_rgb.txt', '../data/biwi/data/hpdb/01/frame_00163_pose.txt', '../data/biwi/data/hpdb/01/frame_00281_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00102_rgb.txt', '../data/biwi/data/hpdb/01/frame_00117_pose.txt', '../data/biwi/data/hpdb/01/frame_00204_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00231_rgb.txt', '../data/biwi/data/hpdb/01/frame_00086_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00459_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00095_rgb.txt', '../data/biwi/data/hpdb/01/frame_00016_pose.txt', '../data/biwi/data/hpdb/01/frame_00236_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00334_rgb.txt', '../data/biwi/data/hpdb/01/frame_00075_pose.txt', '../data/biwi/data/hpdb/01/frame_00389_pose.txt', '../data/biwi/data/hpdb/01/frame_00240_pose.txt', '../data/biwi/data/hpdb/01/frame_00298_pose.txt', '../data/biwi/data/hpdb/01/frame_00233_pose.txt', '../data/biwi/data/hpdb/01/frame_00053_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00259_rgb.txt', '../data/biwi/data/hpdb/01/frame_00395_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00263_rgb.txt', '../data/biwi/data/hpdb/01/frame_00061_pose.txt', '../data/biwi/data/hpdb/01/frame_00289_pose.txt', '../data/biwi/data/hpdb/01/frame_00373_pose.txt', '../data/biwi/data/hpdb/01/frame_00133_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00185_rgb.txt', '../data/biwi/data/hpdb/01/frame_00366_pose.txt', '../data/biwi/data/hpdb/01/frame_00256_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00418_rgb.txt', '../data/biwi/data/hpdb/01/frame_00309_pose.txt', '../data/biwi/data/hpdb/01/frame_00376_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00466_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00264_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00311_rgb.txt', '../data/biwi/data/hpdb/01/frame_00403_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00270_rgb.txt', '../data/biwi/data/hpdb/01/frame_00391_pose.txt', '../data/biwi/data/hpdb/01/frame_00318_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00493_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00318_rgb.txt', '../data/biwi/data/hpdb/01/frame_00134_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00088_rgb.txt', '../data/biwi/data/hpdb/01/frame_00426_pose.txt', '../data/biwi/data/hpdb/01/frame_00164_pose.txt', '../data/biwi/data/hpdb/01/frame_00310_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00496_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00187_rgb.txt', '../data/biwi/data/hpdb/01/frame_00396_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00299_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00347_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00022_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00419_rgb.txt', '../data/biwi/data/hpdb/01/frame_00284_pose.txt', '../data/biwi/data/hpdb/01/frame_00458_pose.txt', '../data/biwi/data/hpdb/01/frame_00079_pose.txt', '../data/biwi/data/hpdb/01/frame_00121_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00333_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00314_rgb.txt', '../data/biwi/data/hpdb/01/frame_00103_pose.txt', '../data/biwi/data/hpdb/01/frame_00422_pose.txt', '../data/biwi/data/hpdb/01/frame_00067_pose.txt', '../data/biwi/data/hpdb/01/frame_00171_pose.txt', '../data/biwi/data/hpdb/01/frame_00199_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00447_rgb.txt', '../data/biwi/data/hpdb/01/frame_00180_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00129_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00460_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00395_rgb.txt', '../data/biwi/data/hpdb/01/frame_00055_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00047_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00052_rgb.txt', '../data/biwi/data/hpdb/01/frame_00024_pose.txt', '../data/biwi/data/hpdb/01/frame_00212_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00065_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00336_rgb.txt', '../data/biwi/data/hpdb/01/frame_00267_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00294_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00348_rgb.txt', '../data/biwi/data/hpdb/01/frame_00189_pose.txt', '../data/biwi/data/hpdb/01/frame_00124_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00219_rgb.txt', '../data/biwi/data/hpdb/01/frame_00248_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00439_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00449_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00324_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00188_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00227_rgb.txt', '../data/biwi/data/hpdb/01/frame_00230_pose.txt', '../data/biwi/data/hpdb/01/frame_00365_pose.txt', '../data/biwi/data/hpdb/01/frame_00137_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00364_rgb.txt', '../data/biwi/data/hpdb/01/frame_00178_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00015_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00221_rgb.txt', '../data/biwi/data/hpdb/01/frame_00474_pose.txt', '../data/biwi/data/hpdb/01/frame_00127_pose.txt', '../data/biwi/data/hpdb/01/frame_00271_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00272_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00019_rgb.txt', '../data/biwi/data/hpdb/01/frame_00430_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00079_rgb.txt', '../data/biwi/data/hpdb/01/frame_00305_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00154_rgb.txt', '../data/biwi/data/hpdb/01/frame_00351_pose.txt', '../data/biwi/data/hpdb/01/frame_00151_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00440_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00441_rgb.txt', '../data/biwi/data/hpdb/01/frame_00320_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00392_rgb.txt', '../data/biwi/data/hpdb/01/frame_00239_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00169_rgb.txt', '../data/biwi/data/hpdb/01/frame_00477_pose.txt', '../data/biwi/data/hpdb/01/frame_00442_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00372_rgb.txt', '../data/biwi/data/hpdb/01/frame_00425_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00286_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00003_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00473_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00370_rgb.txt', '../data/biwi/data/hpdb/01/frame_00097_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00435_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00196_rgb.txt', '../data/biwi/data/hpdb/01/frame_00375_pose.txt', '../data/biwi/data/hpdb/01/frame_00031_pose.txt', '../data/biwi/data/hpdb/01/frame_00056_pose.txt', '../data/biwi/data/hpdb/01/frame_00202_pose.txt', '../data/biwi/data/hpdb/01/frame_00334_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00463_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00209_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00349_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00313_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00026_rgb.txt', '../data/biwi/data/hpdb/01/frame_00470_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00147_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00198_rgb.txt', '../data/biwi/data/hpdb/01/frame_00259_pose.txt', '../data/biwi/data/hpdb/01/frame_00268_pose.txt', '../data/biwi/data/hpdb/01/frame_00313_pose.txt', '../data/biwi/data/hpdb/01/frame_00495_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00321_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00189_rgb.txt', '../data/biwi/data/hpdb/01/frame_00471_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00282_rgb.txt', '../data/biwi/data/hpdb/01/frame_00409_pose.txt', '../data/biwi/data/hpdb/01/frame_00314_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00150_rgb.txt', '../data/biwi/data/hpdb/01/frame_00069_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00437_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00058_rgb.txt', '../data/biwi/data/hpdb/01/frame_00463_pose.txt', '../data/biwi/data/hpdb/01/frame_00095_pose.txt', '../data/biwi/data/hpdb/01/frame_00003_pose.txt', '../data/biwi/data/hpdb/01/frame_00083_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00271_rgb.txt', '../data/biwi/data/hpdb/01/frame_00414_pose.txt', '../data/biwi/data/hpdb/01/frame_00201_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00183_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00319_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00174_rgb.txt', '../data/biwi/data/hpdb/01/frame_00131_pose.txt', '../data/biwi/data/hpdb/01/frame_00382_pose.txt', '../data/biwi/data/hpdb/01/frame_00356_pose.txt', '../data/biwi/data/hpdb/01/frame_00159_pose.txt', '../data/biwi/data/hpdb/01/frame_00257_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00205_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00477_rgb.txt', '../data/biwi/data/hpdb/01/frame_00106_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00020_rgb.txt', '../data/biwi/data/hpdb/01/frame_00084_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00476_rgb.txt', '../data/biwi/data/hpdb/01/frame_00050_pose.txt', '../data/biwi/data/hpdb/01/frame_00132_pose.txt', '../data/biwi/data/hpdb/01/frame_00078_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00195_rgb.txt', '../data/biwi/data/hpdb/01/frame_00266_pose.txt', '../data/biwi/data/hpdb/01/frame_00045_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00342_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00448_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00033_rgb.txt', '../data/biwi/data/hpdb/01/frame_00400_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00155_rgb.txt', '../data/biwi/data/hpdb/01/frame_00172_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00442_rgb.txt', '../data/biwi/data/hpdb/01/frame_00177_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00446_rgb.txt', '../data/biwi/data/hpdb/01/frame_00303_pose.txt', '../data/biwi/data/hpdb/01/frame_00377_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00277_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00408_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00014_rgb.txt', '../data/biwi/data/hpdb/01/frame_00041_pose.txt', '../data/biwi/data/hpdb/01/frame_00370_pose.txt', '../data/biwi/data/hpdb/01/frame_00277_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00432_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00292_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00165_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00260_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00223_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00296_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00422_rgb.txt', '../data/biwi/data/hpdb/01/frame_00280_pose.txt', '../data/biwi/data/hpdb/01/frame_00325_pose.txt', '../data/biwi/data/hpdb/01/frame_00192_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00423_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00413_rgb.txt', '../data/biwi/data/hpdb/01/frame_00190_pose.txt', '../data/biwi/data/hpdb/01/frame_00188_pose.txt', '../data/biwi/data/hpdb/01/frame_00455_pose.txt', '../data/biwi/data/hpdb/01/frame_00018_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00078_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00421_rgb.txt', '../data/biwi/data/hpdb/01/frame_00372_pose.txt', '../data/biwi/data/hpdb/01/frame_00012_pose.txt', '../data/biwi/data/hpdb/01/frame_00374_pose.txt', '../data/biwi/data/hpdb/01/frame_00150_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00016_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00142_rgb.txt', '../data/biwi/data/hpdb/01/frame_00338_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00497_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00159_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00080_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00075_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00018_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00262_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00051_rgb.txt', '../data/biwi/data/hpdb/01/frame_00420_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00156_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00295_rgb.txt', '../data/biwi/data/hpdb/01/frame_00105_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00323_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00140_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00105_rgb.txt', '../data/biwi/data/hpdb/01/frame_00260_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00234_rgb.txt', '../data/biwi/data/hpdb/01/frame_00076_pose.txt', '../data/biwi/data/hpdb/01/frame_00452_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00257_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00247_rgb.txt', '../data/biwi/data/hpdb/01/frame_00450_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00462_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00430_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00369_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00132_rgb.txt', '../data/biwi/data/hpdb/01/frame_00156_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00180_rgb.txt', '../data/biwi/data/hpdb/01/frame_00367_pose.txt', '../data/biwi/data/hpdb/01/frame_00469_pose.txt', '../data/biwi/data/hpdb/01/frame_00013_pose.txt', '../data/biwi/data/hpdb/01/frame_00022_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00393_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00414_rgb.txt', '../data/biwi/data/hpdb/01/frame_00143_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00076_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00235_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00182_rgb.txt', '../data/biwi/data/hpdb/01/frame_00436_pose.txt', '../data/biwi/data/hpdb/01/frame_00223_pose.txt', '../data/biwi/data/hpdb/01/frame_00331_pose.txt', '../data/biwi/data/hpdb/01/frame_00169_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00495_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00402_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00400_rgb.txt', '../data/biwi/data/hpdb/01/frame_00446_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00328_rgb.txt', '../data/biwi/data/hpdb/01/frame_00416_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00225_rgb.txt', '../data/biwi/data/hpdb/01/frame_00464_pose.txt', '../data/biwi/data/hpdb/01/frame_00032_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00416_rgb.txt', '../data/biwi/data/hpdb/01/frame_00146_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00475_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00468_rgb.txt', '../data/biwi/data/hpdb/01/frame_00073_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00405_rgb.txt', '../data/biwi/data/hpdb/01/frame_00194_pose.txt', '../data/biwi/data/hpdb/01/frame_00011_pose.txt', '../data/biwi/data/hpdb/01/frame_00401_pose.txt', '../data/biwi/data/hpdb/01/frame_00244_pose.txt', '../data/biwi/data/hpdb/01/frame_00101_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00397_rgb.txt', '../data/biwi/data/hpdb/01/frame_00099_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00359_rgb.txt', '../data/biwi/data/hpdb/01/frame_00129_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00043_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00445_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00167_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00069_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00431_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00144_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00438_rgb.txt', '../data/biwi/data/hpdb/01/frame_00228_pose.txt', '../data/biwi/data/hpdb/01/frame_00423_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00122_rgb.txt', '../data/biwi/data/hpdb/01/frame_00443_pose.txt', '../data/biwi/data/hpdb/01/frame_00393_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00307_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00101_rgb.txt', '../data/biwi/data/hpdb/01/frame_00274_pose.txt', '../data/biwi/data/hpdb/01/frame_00039_pose.txt', '../data/biwi/data/hpdb/01/frame_00058_pose.txt', '../data/biwi/data/hpdb/01/frame_00008_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00357_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00391_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00103_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00389_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00172_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00203_rgb.txt', '../data/biwi/data/hpdb/01/frame_00350_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00457_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00049_rgb.txt', '../data/biwi/data/hpdb/01/frame_00404_pose.txt', '../data/biwi/data/hpdb/01/frame_00353_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00238_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00181_rgb.txt', '../data/biwi/data/hpdb/01/frame_00286_pose.txt', '../data/biwi/data/hpdb/01/frame_00428_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00327_rgb.txt', '../data/biwi/data/hpdb/01/frame_00398_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00407_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00472_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00302_rgb.txt', '../data/biwi/data/hpdb/01/frame_00119_pose.txt', '../data/biwi/data/hpdb/01/frame_00210_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00315_rgb.txt', '../data/biwi/data/hpdb/01/frame_00438_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00040_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00355_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00316_rgb.txt', '../data/biwi/data/hpdb/01/frame_00323_pose.txt', '../data/biwi/data/hpdb/01/frame_00489_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00025_rgb.txt', '../data/biwi/data/hpdb/01/frame_00394_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00374_rgb.txt', '../data/biwi/data/hpdb/01/frame_00387_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00490_rgb.txt', '../data/biwi/data/hpdb/01/frame_00278_pose.txt', '../data/biwi/data/hpdb/01/frame_00326_pose.txt', '../data/biwi/data/hpdb/01/frame_00335_pose.txt', '../data/biwi/data/hpdb/01/frame_00483_pose.txt', '../data/biwi/data/hpdb/01/frame_00380_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00245_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00410_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00254_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00303_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00011_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00207_rgb.txt', '../data/biwi/data/hpdb/01/frame_00378_pose.txt', '../data/biwi/data/hpdb/01/frame_00096_pose.txt', '../data/biwi/data/hpdb/01/frame_00500_pose.txt', '../data/biwi/data/hpdb/01/frame_00004_pose.txt', '../data/biwi/data/hpdb/01/frame_00435_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00186_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00130_rgb.txt', '../data/biwi/data/hpdb/01/frame_00161_pose.txt', '../data/biwi/data/hpdb/01/frame_00304_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00481_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00284_rgb.txt', '../data/biwi/data/hpdb/01/frame_00005_pose.txt', '../data/biwi/data/hpdb/01/frame_00357_pose.txt', '../data/biwi/data/hpdb/01/frame_00170_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00212_rgb.txt', '../data/biwi/data/hpdb/01/frame_00343_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00242_rgb.txt', '../data/biwi/data/hpdb/01/frame_00432_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00210_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00258_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00363_rgb.txt', '../data/biwi/data/hpdb/01/frame_00448_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00012_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00261_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00024_rgb.txt', '../data/biwi/data/hpdb/01/frame_00306_pose.txt', '../data/biwi/data/hpdb/01/frame_00433_pose.txt', '../data/biwi/data/hpdb/01/frame_00059_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00239_rgb.txt', '../data/biwi/data/hpdb/01/frame_00091_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00098_rgb.txt', '../data/biwi/data/hpdb/01/frame_00333_pose.txt', '../data/biwi/data/hpdb/01/frame_00476_pose.txt', '../data/biwi/data/hpdb/01/frame_00065_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00017_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00190_rgb.txt', '../data/biwi/data/hpdb/01/frame_00445_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00197_rgb.txt', '../data/biwi/data/hpdb/01/frame_00179_pose.txt', '../data/biwi/data/hpdb/01/frame_00354_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00467_rgb.txt', '../data/biwi/data/hpdb/01/frame_00074_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00056_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00246_rgb.txt', '../data/biwi/data/hpdb/01/frame_00063_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00346_rgb.txt', '../data/biwi/data/hpdb/01/frame_00329_pose.txt', '../data/biwi/data/hpdb/01/frame_00412_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00222_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00083_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00470_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00160_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00458_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00436_rgb.txt', '../data/biwi/data/hpdb/01/frame_00410_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00335_rgb.txt', '../data/biwi/data/hpdb/01/frame_00183_pose.txt', '../data/biwi/data/hpdb/01/frame_00064_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00008_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00384_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00071_rgb.txt', '../data/biwi/data/hpdb/01/frame_00465_pose.txt', '../data/biwi/data/hpdb/01/frame_00135_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00126_rgb.txt', '../data/biwi/data/hpdb/01/frame_00392_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00109_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00100_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00117_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00382_rgb.txt', '../data/biwi/data/hpdb/01/frame_00379_pose.txt', '../data/biwi/data/hpdb/01/frame_00484_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00378_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00345_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00403_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00082_rgb.txt', '../data/biwi/data/hpdb/01/frame_00369_pose.txt', '../data/biwi/data/hpdb/01/frame_00261_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00362_rgb.txt', '../data/biwi/data/hpdb/01/frame_00145_pose.txt', '../data/biwi/data/hpdb/01/frame_00191_pose.txt', '../data/biwi/data/hpdb/01/frame_00205_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00128_rgb.txt', '../data/biwi/data/hpdb/01/frame_00224_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00425_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00249_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00454_rgb.txt', '../data/biwi/data/hpdb/01/frame_00037_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00387_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00352_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00237_rgb.txt', '../data/biwi/data/hpdb/01/frame_00245_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00194_rgb.txt', '../data/biwi/data/hpdb/01/frame_00273_pose.txt', '../data/biwi/data/hpdb/01/frame_00215_pose.txt', '../data/biwi/data/hpdb/01/frame_00182_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00280_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00028_rgb.txt', '../data/biwi/data/hpdb/01/frame_00406_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00488_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00310_rgb.txt', '../data/biwi/data/hpdb/01/frame_00049_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00106_rgb.txt', '../data/biwi/data/hpdb/01/frame_00029_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00041_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00134_rgb.txt', '../data/biwi/data/hpdb/01/frame_00006_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00274_rgb.txt', '../data/biwi/data/hpdb/01/frame_00165_pose.txt', '../data/biwi/data/hpdb/01/frame_00459_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00373_rgb.txt', '../data/biwi/data/hpdb/01/frame_00098_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00298_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00161_rgb.txt', '../data/biwi/data/hpdb/01/frame_00460_pose.txt', '../data/biwi/data/hpdb/01/frame_00147_pose.txt', '../data/biwi/data/hpdb/01/frame_00421_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00009_rgb.txt', '../data/biwi/data/hpdb/01/frame_00138_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00480_rgb.txt', '../data/biwi/data/hpdb/01/frame_00493_pose.txt', '../data/biwi/data/hpdb/01/frame_00017_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00444_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00426_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00338_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00215_rgb.txt', '../data/biwi/data/hpdb/01/frame_00276_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00337_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00326_rgb.txt', '../data/biwi/data/hpdb/01/frame_00122_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00484_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00135_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00265_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00300_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00434_rgb.txt', '../data/biwi/data/hpdb/01/frame_00157_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00045_rgb.txt', '../data/biwi/data/hpdb/01/frame_00263_pose.txt', '../data/biwi/data/hpdb/01/frame_00242_pose.txt', '../data/biwi/data/hpdb/01/frame_00487_pose.txt', '../data/biwi/data/hpdb/01/frame_00027_pose.txt', '../data/biwi/data/hpdb/01/frame_00123_pose.txt', '../data/biwi/data/hpdb/01/frame_00250_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00232_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00361_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00099_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00211_rgb.txt', '../data/biwi/data/hpdb/01/frame_00499_pose.txt', '../data/biwi/data/hpdb/01/frame_00262_pose.txt', '../data/biwi/data/hpdb/01/frame_00207_pose.txt', '../data/biwi/data/hpdb/01/frame_00195_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00200_rgb.txt', '../data/biwi/data/hpdb/01/frame_00447_pose.txt', '../data/biwi/data/hpdb/01/frame_00229_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00483_rgb.txt', '../data/biwi/data/hpdb/01/frame_00218_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00220_rgb.txt', '../data/biwi/data/hpdb/01/frame_00089_pose.txt', '../data/biwi/data/hpdb/01/frame_00307_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00060_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00358_rgb.txt', '../data/biwi/data/hpdb/01/frame_00272_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00340_rgb.txt', '../data/biwi/data/hpdb/01/frame_00397_pose.txt', '../data/biwi/data/hpdb/01/frame_00287_pose.txt', '../data/biwi/data/hpdb/01/frame_00311_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00253_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00289_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00248_rgb.txt', '../data/biwi/data/hpdb/01/frame_00321_pose.txt', '../data/biwi/data/hpdb/01/frame_00388_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00125_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00500_rgb.txt', '../data/biwi/data/hpdb/01/frame_00026_pose.txt', '../data/biwi/data/hpdb/01/frame_00044_pose.txt', '../data/biwi/data/hpdb/01/frame_00491_pose.txt', '../data/biwi/data/hpdb/01/frame_00015_pose.txt', '../data/biwi/data/hpdb/01/frame_00046_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00275_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00214_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00465_rgb.txt', '../data/biwi/data/hpdb/01/frame_00285_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00123_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00131_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00256_rgb.txt', '../data/biwi/data/hpdb/01/frame_00254_pose.txt', '../data/biwi/data/hpdb/01/frame_00345_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00464_rgb.txt', '../data/biwi/data/hpdb/01/frame_00166_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00411_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00089_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00486_rgb.txt', '../data/biwi/data/hpdb/01/frame_00043_pose.txt', '../data/biwi/data/hpdb/01/frame_00198_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00287_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00086_rgb.txt', '../data/biwi/data/hpdb/01/frame_00456_pose.txt', '../data/biwi/data/hpdb/01/frame_00023_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00332_rgb.txt', '../data/biwi/data/hpdb/01/frame_00185_pose.txt', '../data/biwi/data/hpdb/01/frame_00498_pose.txt', '../data/biwi/data/hpdb/01/frame_00451_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00375_rgb.txt', '../data/biwi/data/hpdb/01/frame_00213_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00377_rgb.txt', '../data/biwi/data/hpdb/01/frame_00081_pose.txt', '../data/biwi/data/hpdb/01/frame_00085_pose.txt', '../data/biwi/data/hpdb/01/frame_00371_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00116_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00037_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00148_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00308_rgb.txt', '../data/biwi/data/hpdb/01/frame_00047_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00143_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00478_rgb.txt', '../data/biwi/data/hpdb/01/frame_00364_pose.txt', '../data/biwi/data/hpdb/01/frame_00054_pose.txt', '../data/biwi/data/hpdb/01/frame_00419_pose.txt', '../data/biwi/data/hpdb/01/frame_00038_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00376_rgb.txt', '../data/biwi/data/hpdb/01/frame_00265_pose.txt', '../data/biwi/data/hpdb/01/frame_00363_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00163_rgb.txt', '../data/biwi/data/hpdb/01/frame_00093_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00252_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00042_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00030_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00077_rgb.txt', '../data/biwi/data/hpdb/01/frame_00407_pose.txt', '../data/biwi/data/hpdb/01/frame_00070_pose.txt', '../data/biwi/data/hpdb/01/frame_00293_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00120_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00035_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00137_rgb.txt', '../data/biwi/data/hpdb/01/frame_00051_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00054_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00032_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00485_rgb.txt', '../data/biwi/data/hpdb/01/frame_00052_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00451_rgb.txt', '../data/biwi/data/hpdb/01/frame_00125_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00013_rgb.txt', '../data/biwi/data/hpdb/01/frame_00136_pose.txt', '../data/biwi/data/hpdb/01/frame_00294_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00241_rgb.txt', '../data/biwi/data/hpdb/01/frame_00193_pose.txt', '../data/biwi/data/hpdb/01/frame_00227_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00501_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00073_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00469_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00217_rgb.txt', '../data/biwi/data/hpdb/01/frame_00462_pose.txt', '../data/biwi/data/hpdb/01/frame_00241_pose.txt', '../data/biwi/data/hpdb/01/frame_00292_pose.txt', '../data/biwi/data/hpdb/01/frame_00130_pose.txt', '../data/biwi/data/hpdb/01/frame_00062_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00097_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00184_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00365_rgb.txt', '../data/biwi/data/hpdb/01/frame_00226_pose.txt', '../data/biwi/data/hpdb/01/frame_00418_pose.txt', '../data/biwi/data/hpdb/01/frame_00175_pose.txt', '../data/biwi/data/hpdb/01/frame_00344_pose.txt', '../data/biwi/data/hpdb/01/frame_00019_pose.txt', '../data/biwi/data/hpdb/01/frame_00072_pose.txt', '../data/biwi/data/hpdb/01/frame_00342_pose.txt', '../data/biwi/data/hpdb/01/frame_00216_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00301_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00031_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00269_rgb.txt', '../data/biwi/data/hpdb/01/frame_00108_pose.txt', '../data/biwi/data/hpdb/01/frame_00492_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00251_rgb.txt', '../data/biwi/data/hpdb/01/frame_00340_pose.txt', '../data/biwi/data/hpdb/01/frame_00155_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00118_rgb.txt', '../data/biwi/data/hpdb/01/frame_00478_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00279_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00191_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00288_rgb.txt', '../data/biwi/data/hpdb/01/frame_00246_pose.txt', '../data/biwi/data/hpdb/01/frame_00140_pose.txt', '../data/biwi/data/hpdb/01/frame_00174_pose.txt', '../data/biwi/data/hpdb/01/frame_00234_pose.txt', '../data/biwi/data/hpdb/01/frame_00264_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00023_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00240_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00489_rgb.txt', '../data/biwi/data/hpdb/01/frame_00109_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00379_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00404_rgb.txt', '../data/biwi/data/hpdb/01/frame_00048_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00226_rgb.txt', '../data/biwi/data/hpdb/01/frame_00021_pose.txt', '../data/biwi/data/hpdb/01/frame_00424_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00044_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00048_rgb.txt', '../data/biwi/data/hpdb/01/frame_00496_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00168_rgb.txt', '../data/biwi/data/hpdb/01/frame_00497_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00066_rgb.txt', '../data/biwi/data/hpdb/01/frame_00152_pose.txt', '../data/biwi/data/hpdb/01/frame_00275_pose.txt', '../data/biwi/data/hpdb/01/frame_00040_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00228_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00224_rgb.txt', '../data/biwi/data/hpdb/01/frame_00112_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00057_rgb.txt', '../data/biwi/data/hpdb/01/frame_00141_pose.txt', '../data/biwi/data/hpdb/01/frame_00269_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00093_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00141_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00176_rgb.txt', '../data/biwi/data/hpdb/01/frame_00217_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00119_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00281_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00390_rgb.txt', '../data/biwi/data/hpdb/01/frame_00300_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00005_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00285_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00145_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00111_rgb.txt', '../data/biwi/data/hpdb/01/frame_00485_pose.txt', '../data/biwi/data/hpdb/01/frame_00186_pose.txt', '../data/biwi/data/hpdb/01/frame_00077_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00090_rgb.txt', '../data/biwi/data/hpdb/01/frame_00297_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00367_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00456_rgb.txt', '../data/biwi/data/hpdb/01/frame_00437_pose.txt', '../data/biwi/data/hpdb/01/frame_00339_pose.txt', '../data/biwi/data/hpdb/01/frame_00322_pose.txt', '../data/biwi/data/hpdb/01/frame_00457_pose.txt', '../data/biwi/data/hpdb/01/frame_00301_pose.txt', '../data/biwi/data/hpdb/01/frame_00383_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00433_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00427_rgb.txt', '../data/biwi/data/hpdb/01/frame_00494_pose.txt', '../data/biwi/data/hpdb/01/frame_00209_pose.txt', '../data/biwi/data/hpdb/01/frame_00009_pose.txt', '../data/biwi/data/hpdb/01/frame_00115_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00053_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00325_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00133_rgb.txt', '../data/biwi/data/hpdb/01/frame_00454_pose.txt', '../data/biwi/data/hpdb/01/frame_00385_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00178_rgb.txt', '../data/biwi/data/hpdb/01/frame_00316_pose.txt', '../data/biwi/data/hpdb/01/frame_00270_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00368_rgb.txt', '../data/biwi/data/hpdb/01/frame_00346_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00243_rgb.txt', '../data/biwi/data/hpdb/01/frame_00317_pose.txt', '../data/biwi/data/hpdb/01/frame_00411_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00452_rgb.txt', '../data/biwi/data/hpdb/01/frame_00355_pose.txt', '../data/biwi/data/hpdb/01/frame_00352_pose.txt', '../data/biwi/data/hpdb/01/frame_00225_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00498_rgb.txt', '../data/biwi/data/hpdb/01/frame_00302_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00401_rgb.txt', '../data/biwi/data/hpdb/01/frame_00348_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00266_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00482_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00406_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00412_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00201_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00492_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00360_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00208_rgb.txt', '../data/biwi/data/hpdb/01/frame_00381_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00034_rgb.txt', '../data/biwi/data/hpdb/01/frame_00118_pose.txt', '../data/biwi/data/hpdb/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"
     ]
    }
   ],