Omg

natanielruiz

2017-09-07 6dd2ff502947ec809d420e2baefa023d821a8bb1

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch.utils.serialization import load_lua\n",
    "import os\n",
    "import scipy.io as sio\n",
    "import cv2\n",
    "import math\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from PIL import Image\n",
    "import PIL\n",
    "\n",
    "from math import cos, sin, tan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_pose_cube(img, yaw, pitch, roll, tdx=None, tdy=None, size=150.):\n",
    "    p = pitch * np.pi / 180\n",
    "    y = -(yaw * np.pi / 180)\n",
    "    r = roll * np.pi / 180\n",
    "\n",
    "    if tdx != None and tdy != None:\n",
    "        face_x = tdx - 0.50 * size\n",
    "        face_y = tdy - 0.50 * size\n",
    "    else:\n",
    "        height, width = img.shape[:2]\n",
    "        face_x = width / 2 - 0.5 * size\n",
    "        face_y = height / 2 - 0.5 * size\n",
    "\n",
    "    x1 = size * (cos(y) * cos(r)) + face_x\n",
    "    y1 = size * (cos(p) * sin(r) + cos(r) * sin(p) * sin(y)) + face_y\n",
    "    x2 = size * (-cos(y) * sin(r)) + face_x\n",
    "    y2 = size * (cos(p) * cos(r) - sin(p) * sin(y) * sin(r)) + face_y\n",
    "    x3 = size * (sin(y)) + face_x\n",
    "    y3 = size * (-cos(y) * sin(p)) + face_y\n",
    "\n",
    "    # Draw base in red\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x1),int(y1)),(0,0,255),3)\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x2),int(y2)),(0,0,255),3)\n",
    "    cv2.line(img, (int(x2), int(y2)), (int(x2+x1-face_x),int(y2+y1-face_y)),(0,0,255),3)\n",
    "    cv2.line(img, (int(x1), int(y1)), (int(x1+x2-face_x),int(y1+y2-face_y)),(0,0,255),3)\n",
    "    # Draw pillars in blue\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x3),int(y3)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x1), int(y1)), (int(x1+x3-face_x),int(y1+y3-face_y)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x2), int(y2)), (int(x2+x3-face_x),int(y2+y3-face_y)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x2+x1-face_x),int(y2+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(255,0,0),2)\n",
    "    # Draw top in green\n",
    "    cv2.line(img, (int(x3+x1-face_x),int(y3+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x2+x3-face_x),int(y2+y3-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x3), int(y3)), (int(x3+x1-face_x),int(y3+y1-face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x3), int(y3)), (int(x3+x2-face_x),int(y3+y2-face_y)),(0,255,0),2)\n",
    "\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_DIR = '/Data/nruiz9/data/facial_landmarks/biwi/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "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"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAD8CAYAAADzEfagAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrIPmGmusscb7wP8B3gaXXvUxusoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3f2f17510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_name = '01/frame_00500'\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",
    "\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",
    "for line in pose_annot:\n",
    "    line = line.strip('\\n').split(' ')\n",
    "    l = []\n",
    "    if line[0] != '':            \n",
    "        for nb in line:\n",
    "            if nb == '':\n",
    "                continue\n",
    "            l.append(float(nb))\n",
    "        R.append(l)\n",
    "\n",
    "R = np.array(R)\n",
    "T = R[3,:]\n",
    "R = R[:3,:]\n",
    "print R, T\n",
    "pose_annot.close()\n",
    "\n",
    "roll = -np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n",
    "yaw = np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n",
    "pitch = -np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n",
    "\n",
    "print yaw, pitch, roll\n",
    "\n",
    "plot_pose_cube(img, yaw, pitch, roll, size = 100)\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['../data/biwi/data/hpdb/01/frame_00202_rgb.png', '../data/biwi/data/hpdb/01/frame_00329_rgb.png', '../data/biwi/data/hpdb/01/frame_00371_rgb.png', '../data/biwi/data/hpdb/01/frame_00165_rgb.png', '../data/biwi/data/hpdb/01/frame_00042_rgb.png', '../data/biwi/data/hpdb/01/frame_00286_rgb.png', '../data/biwi/data/hpdb/01/frame_00196_rgb.png', '../data/biwi/data/hpdb/01/frame_00246_rgb.png', '../data/biwi/data/hpdb/01/frame_00436_rgb.png', '../data/biwi/data/hpdb/01/frame_00281_rgb.png', '../data/biwi/data/hpdb/01/frame_00453_rgb.png', '../data/biwi/data/hpdb/01/frame_00478_rgb.png', '../data/biwi/data/hpdb/01/frame_00231_rgb.png', '../data/biwi/data/hpdb/01/frame_00038_rgb.png', '../data/biwi/data/hpdb/01/frame_00337_rgb.png', '../data/biwi/data/hpdb/01/frame_00101_rgb.png', '../data/biwi/data/hpdb/01/frame_00341_rgb.png', '../data/biwi/data/hpdb/01/frame_00055_rgb.png', '../data/biwi/data/hpdb/01/frame_00128_rgb.png', '../data/biwi/data/hpdb/01/frame_00278_rgb.png', '../data/biwi/data/hpdb/01/frame_00308_rgb.png', '../data/biwi/data/hpdb/01/frame_00252_rgb.png', '../data/biwi/data/hpdb/01/frame_00270_rgb.png', '../data/biwi/data/hpdb/01/frame_00111_rgb.png', '../data/biwi/data/hpdb/01/frame_00377_rgb.png', '../data/biwi/data/hpdb/01/frame_00357_rgb.png', '../data/biwi/data/hpdb/01/frame_00039_rgb.png', '../data/biwi/data/hpdb/01/frame_00084_rgb.png', '../data/biwi/data/hpdb/01/frame_00324_rgb.png', '../data/biwi/data/hpdb/01/frame_00486_rgb.png', '../data/biwi/data/hpdb/01/frame_00071_rgb.png', '../data/biwi/data/hpdb/01/frame_00345_rgb.png', '../data/biwi/data/hpdb/01/frame_00130_rgb.png', '../data/biwi/data/hpdb/01/frame_00428_rgb.png', '../data/biwi/data/hpdb/01/frame_00487_rgb.png', '../data/biwi/data/hpdb/01/frame_00200_rgb.png', '../data/biwi/data/hpdb/01/frame_00361_rgb.png', '../data/biwi/data/hpdb/01/frame_00005_rgb.png', '../data/biwi/data/hpdb/01/frame_00380_rgb.png', '../data/biwi/data/hpdb/01/frame_00287_rgb.png', '../data/biwi/data/hpdb/01/frame_00126_rgb.png', '../data/biwi/data/hpdb/01/frame_00177_rgb.png', '../data/biwi/data/hpdb/01/frame_00334_rgb.png', '../data/biwi/data/hpdb/01/frame_00226_rgb.png', '../data/biwi/data/hpdb/01/frame_00215_rgb.png', '../data/biwi/data/hpdb/01/frame_00432_rgb.png', '../data/biwi/data/hpdb/01/frame_00354_rgb.png', '../data/biwi/data/hpdb/01/frame_00444_rgb.png', '../data/biwi/data/hpdb/01/frame_00403_rgb.png', '../data/biwi/data/hpdb/01/frame_00273_rgb.png', '../data/biwi/data/hpdb/01/frame_00332_rgb.png', '../data/biwi/data/hpdb/01/frame_00249_rgb.png', '../data/biwi/data/hpdb/01/frame_00420_rgb.png', '../data/biwi/data/hpdb/01/frame_00349_rgb.png', '../data/biwi/data/hpdb/01/frame_00154_rgb.png', '../data/biwi/data/hpdb/01/frame_00170_rgb.png', '../data/biwi/data/hpdb/01/frame_00032_rgb.png', '../data/biwi/data/hpdb/01/frame_00473_rgb.png', '../data/biwi/data/hpdb/01/frame_00386_rgb.png', '../data/biwi/data/hpdb/01/frame_00331_rgb.png', '../data/biwi/data/hpdb/01/frame_00150_rgb.png', '../data/biwi/data/hpdb/01/frame_00022_rgb.png', '../data/biwi/data/hpdb/01/frame_00445_rgb.png', '../data/biwi/data/hpdb/01/frame_00484_rgb.png', '../data/biwi/data/hpdb/01/frame_00479_rgb.png', '../data/biwi/data/hpdb/01/frame_00193_rgb.png', '../data/biwi/data/hpdb/01/frame_00058_rgb.png', '../data/biwi/data/hpdb/01/frame_00457_rgb.png', '../data/biwi/data/hpdb/01/frame_00219_rgb.png', '../data/biwi/data/hpdb/01/frame_00098_rgb.png', '../data/biwi/data/hpdb/01/frame_00161_rgb.png', '../data/biwi/data/hpdb/01/frame_00315_rgb.png', '../data/biwi/data/hpdb/01/frame_00379_rgb.png', '../data/biwi/data/hpdb/01/frame_00460_rgb.png', '../data/biwi/data/hpdb/01/frame_00063_rgb.png', '../data/biwi/data/hpdb/01/frame_00197_rgb.png', '../data/biwi/data/hpdb/01/frame_00225_rgb.png', '../data/biwi/data/hpdb/01/frame_00027_rgb.png', '../data/biwi/data/hpdb/01/frame_00470_rgb.png', '../data/biwi/data/hpdb/01/frame_00422_rgb.png', '../data/biwi/data/hpdb/01/frame_00020_rgb.png', '../data/biwi/data/hpdb/01/frame_00124_rgb.png', '../data/biwi/data/hpdb/01/frame_00495_rgb.png', '../data/biwi/data/hpdb/01/frame_00429_rgb.png', '../data/biwi/data/hpdb/01/frame_00263_rgb.png', '../data/biwi/data/hpdb/01/frame_00014_rgb.png', '../data/biwi/data/hpdb/01/frame_00325_rgb.png', '../data/biwi/data/hpdb/01/frame_00079_rgb.png', '../data/biwi/data/hpdb/01/frame_00220_rgb.png', '../data/biwi/data/hpdb/01/frame_00388_rgb.png', '../data/biwi/data/hpdb/01/frame_00092_rgb.png', '../data/biwi/data/hpdb/01/frame_00149_rgb.png', '../data/biwi/data/hpdb/01/frame_00112_rgb.png', '../data/biwi/data/hpdb/01/frame_00458_rgb.png', '../data/biwi/data/hpdb/01/frame_00275_rgb.png', '../data/biwi/data/hpdb/01/frame_00416_rgb.png', '../data/biwi/data/hpdb/01/frame_00211_rgb.png', '../data/biwi/data/hpdb/01/frame_00421_rgb.png', '../data/biwi/data/hpdb/01/frame_00375_rgb.png', '../data/biwi/data/hpdb/01/frame_00501_rgb.png', '../data/biwi/data/hpdb/01/frame_00367_rgb.png', '../data/biwi/data/hpdb/01/frame_00313_rgb.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"
     ]
    }
   ],
   "source": [
    "import glob\n",
    "image_list = glob.glob('../data/biwi/data/hpdb/01/*.png')\n",
    "image_list.extend(glob.glob('../data/biwi/data/hpdb/01/*.txt'))\n",
    "print image_list"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}