Algorithm/deepHeadPose.git

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch.utils.serialization import load_lua\n",
    "import os\n",
    "import scipy.io as sio\n",
    "import cv2\n",
    "import math\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from PIL import Image\n",
    "import PIL\n",
    "\n",
    "from math import cos, sin, tan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_pose_cube(img, yaw, pitch, roll, tdx=None, tdy=None, size=150.):\n",
    "    p = pitch * np.pi / 180\n",
    "    y = -(yaw * np.pi / 180)\n",
    "    r = roll * np.pi / 180\n",
    "\n",
    "    if tdx != None and tdy != None:\n",
    "        face_x = tdx - 0.50 * size\n",
    "        face_y = tdy - 0.50 * size\n",
    "    else:\n",
    "        height, width = img.shape[:2]\n",
    "        face_x = width / 2 - 0.5 * size\n",
    "        face_y = height / 2 - 0.5 * size\n",
    "\n",
    "    x1 = size * (cos(y) * cos(r)) + face_x\n",
    "    y1 = size * (cos(p) * sin(r) + cos(r) * sin(p) * sin(y)) + face_y\n",
    "    x2 = size * (-cos(y) * sin(r)) + face_x\n",
    "    y2 = size * (cos(p) * cos(r) - sin(p) * sin(y) * sin(r)) + face_y\n",
    "    x3 = size * (sin(y)) + face_x\n",
    "    y3 = size * (-cos(y) * sin(p)) + face_y\n",
    "\n",
    "    # Draw base in red\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x1),int(y1)),(0,0,255),3)\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x2),int(y2)),(0,0,255),3)\n",
    "    cv2.line(img, (int(x2), int(y2)), (int(x2+x1-face_x),int(y2+y1-face_y)),(0,0,255),3)\n",
    "    cv2.line(img, (int(x1), int(y1)), (int(x1+x2-face_x),int(y1+y2-face_y)),(0,0,255),3)\n",
    "    # Draw pillars in blue\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x3),int(y3)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x1), int(y1)), (int(x1+x3-face_x),int(y1+y3-face_y)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x2), int(y2)), (int(x2+x3-face_x),int(y2+y3-face_y)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x2+x1-face_x),int(y2+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(255,0,0),2)\n",
    "    # Draw top in green\n",
    "    cv2.line(img, (int(x3+x1-face_x),int(y3+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x2+x3-face_x),int(y2+y3-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x3), int(y3)), (int(x3+x1-face_x),int(y3+y1-face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x3), int(y3)), (int(x3+x2-face_x),int(y3+y2-face_y)),(0,255,0),2)\n",
    "\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_DIR = '../data/biwi/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.52486   0.343329  0.778876]\n",
      " [ 0.124544  0.874221 -0.469283]\n",
      " [-0.842028  0.343312  0.416084]] [  15.7602   75.7861  793.162 ]\n",
      "57.3548871756 -39.5261297302 -13.3488252034\n"
     ]
    },
    {
     "data": {
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GIqSIrZk5m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KGbImDKftopKTqOsdaKm0X0E4ZEMtsIvCkptiJcPdrt3jr/MPcEPdA8LEOKYKEofGgr9iz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\nAUgWIJHMOGWqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3a7e58c150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# img_name = '05/frame_00870'\n",
    "img_name = '10/frame_00580'\n",
    "img_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_rgb.png')\n",
    "pose_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_pose.txt')\n",
    "img_name_list = img_name.split('/')\n",
    "bbox_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name_list[0] + '/dockerface-' + img_name_list[1] + '_rgb.txt')\n",
    "\n",
    "\n",
    "# Load bounding box\n",
    "bbox = open(bbox_path, 'r')\n",
    "line = bbox.readline().split(' ')\n",
    "x_min, y_min, x_max, y_max = [float(line[1]), float(line[2]), float(line[3]), float(line[4])]\n",
    "\n",
    "# Loosely crop face\n",
    "k = 0.35\n",
    "x_min -= 0.6 * k * abs(x_max - x_min)\n",
    "y_min -= k * abs(y_max - y_min)\n",
    "x_max += 0.6 * k * abs(x_max - x_min)\n",
    "y_max += 0.6 * k * abs(y_max - y_min)\n",
    "bbox.close()\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "\n",
    "pose_annot = open(pose_path, 'r')\n",
    "R = []\n",
    "for line in pose_annot:\n",
    "    line = line.strip('\\n').split(' ')\n",
    "    l = []\n",
    "    if line[0] != '':            \n",
    "        for nb in line:\n",
    "            if nb == '':\n",
    "                continue\n",
    "            l.append(float(nb))\n",
    "        R.append(l)\n",
    "\n",
    "R = np.array(R)\n",
    "T = R[3,:]\n",
    "R = R[:3,:]\n",
    "print R, T\n",
    "pose_annot.close()\n",
    "\n",
    "roll = - np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n",
    "yaw = np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n",
    "pitch = -np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n",
    "\n",
    "print yaw, pitch, roll\n",
    "\n",
    "plot_pose_cube(img, yaw, pitch, roll, int((x_max + x_min)/2), int((y_max + y_min)/2), size = 100)\n",
    "# cv2.rectangle(img, (int(x_min), int(y_min)), (int(x_max), int(y_max)), (0,255,0), 4)\n",
    "\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['../data/biwi/data/hpdb/01/frame_00202_rgb.png', '../data/biwi/data/hpdb/01/frame_00329_rgb.png', '../data/biwi/data/hpdb/01/frame_00371_rgb.png', '../data/biwi/data/hpdb/01/frame_00165_rgb.png', '../data/biwi/data/hpdb/01/frame_00042_rgb.png', '../data/biwi/data/hpdb/01/frame_00286_rgb.png', '../data/biwi/data/hpdb/01/frame_00196_rgb.png', '../data/biwi/data/hpdb/01/frame_00246_rgb.png', '../data/biwi/data/hpdb/01/frame_00436_rgb.png', '../data/biwi/data/hpdb/01/frame_00281_rgb.png', '../data/biwi/data/hpdb/01/frame_00453_rgb.png', '../data/biwi/data/hpdb/01/frame_00478_rgb.png', '../data/biwi/data/hpdb/01/frame_00231_rgb.png', '../data/biwi/data/hpdb/01/frame_00038_rgb.png', '../data/biwi/data/hpdb/01/frame_00337_rgb.png', '../data/biwi/data/hpdb/01/frame_00101_rgb.png', '../data/biwi/data/hpdb/01/frame_00341_rgb.png', '../data/biwi/data/hpdb/01/frame_00055_rgb.png', '../data/biwi/data/hpdb/01/frame_00128_rgb.png', '../data/biwi/data/hpdb/01/frame_00278_rgb.png', '../data/biwi/data/hpdb/01/frame_00308_rgb.png', '../data/biwi/data/hpdb/01/frame_00252_rgb.png', '../data/biwi/data/hpdb/01/frame_00270_rgb.png', '../data/biwi/data/hpdb/01/frame_00111_rgb.png', '../data/biwi/data/hpdb/01/frame_00377_rgb.png', '../data/biwi/data/hpdb/01/frame_00357_rgb.png', '../data/biwi/data/hpdb/01/frame_00039_rgb.png', '../data/biwi/data/hpdb/01/frame_00084_rgb.png', '../data/biwi/data/hpdb/01/frame_00324_rgb.png', '../data/biwi/data/hpdb/01/frame_00486_rgb.png', '../data/biwi/data/hpdb/01/frame_00071_rgb.png', '../data/biwi/data/hpdb/01/frame_00345_rgb.png', '../data/biwi/data/hpdb/01/frame_00130_rgb.png', '../data/biwi/data/hpdb/01/frame_00428_rgb.png', '../data/biwi/data/hpdb/01/frame_00487_rgb.png', '../data/biwi/data/hpdb/01/frame_00200_rgb.png', '../data/biwi/data/hpdb/01/frame_00361_rgb.png', '../data/biwi/data/hpdb/01/frame_00005_rgb.png', '../data/biwi/data/hpdb/01/frame_00380_rgb.png', '../data/biwi/data/hpdb/01/frame_00287_rgb.png', '../data/biwi/data/hpdb/01/frame_00126_rgb.png', '../data/biwi/data/hpdb/01/frame_00177_rgb.png', '../data/biwi/data/hpdb/01/frame_00334_rgb.png', '../data/biwi/data/hpdb/01/frame_00226_rgb.png', '../data/biwi/data/hpdb/01/frame_00215_rgb.png', '../data/biwi/data/hpdb/01/frame_00432_rgb.png', '../data/biwi/data/hpdb/01/frame_00354_rgb.png', '../data/biwi/data/hpdb/01/frame_00444_rgb.png', '../data/biwi/data/hpdb/01/frame_00403_rgb.png', '../data/biwi/data/hpdb/01/frame_00273_rgb.png', '../data/biwi/data/hpdb/01/frame_00332_rgb.png', '../data/biwi/data/hpdb/01/frame_00249_rgb.png', '../data/biwi/data/hpdb/01/frame_00420_rgb.png', '../data/biwi/data/hpdb/01/frame_00349_rgb.png', '../data/biwi/data/hpdb/01/frame_00154_rgb.png', '../data/biwi/data/hpdb/01/frame_00170_rgb.png', '../data/biwi/data/hpdb/01/frame_00032_rgb.png', '../data/biwi/data/hpdb/01/frame_00473_rgb.png', '../data/biwi/data/hpdb/01/frame_00386_rgb.png', '../data/biwi/data/hpdb/01/frame_00331_rgb.png', '../data/biwi/data/hpdb/01/frame_00150_rgb.png', '../data/biwi/data/hpdb/01/frame_00022_rgb.png', '../data/biwi/data/hpdb/01/frame_00445_rgb.png', '../data/biwi/data/hpdb/01/frame_00484_rgb.png', '../data/biwi/data/hpdb/01/frame_00479_rgb.png', '../data/biwi/data/hpdb/01/frame_00193_rgb.png', '../data/biwi/data/hpdb/01/frame_00058_rgb.png', '../data/biwi/data/hpdb/01/frame_00457_rgb.png', '../data/biwi/data/hpdb/01/frame_00219_rgb.png', '../data/biwi/data/hpdb/01/frame_00098_rgb.png', '../data/biwi/data/hpdb/01/frame_00161_rgb.png', '../data/biwi/data/hpdb/01/frame_00315_rgb.png', '../data/biwi/data/hpdb/01/frame_00379_rgb.png', '../data/biwi/data/hpdb/01/frame_00460_rgb.png', '../data/biwi/data/hpdb/01/frame_00063_rgb.png', '../data/biwi/data/hpdb/01/frame_00197_rgb.png', '../data/biwi/data/hpdb/01/frame_00225_rgb.png', '../data/biwi/data/hpdb/01/frame_00027_rgb.png', '../data/biwi/data/hpdb/01/frame_00470_rgb.png', '../data/biwi/data/hpdb/01/frame_00422_rgb.png', '../data/biwi/data/hpdb/01/frame_00020_rgb.png', '../data/biwi/data/hpdb/01/frame_00124_rgb.png', '../data/biwi/data/hpdb/01/frame_00495_rgb.png', '../data/biwi/data/hpdb/01/frame_00429_rgb.png', '../data/biwi/data/hpdb/01/frame_00263_rgb.png', '../data/biwi/data/hpdb/01/frame_00014_rgb.png', '../data/biwi/data/hpdb/01/frame_00325_rgb.png', '../data/biwi/data/hpdb/01/frame_00079_rgb.png', '../data/biwi/data/hpdb/01/frame_00220_rgb.png', '../data/biwi/data/hpdb/01/frame_00388_rgb.png', '../data/biwi/data/hpdb/01/frame_00092_rgb.png', '../data/biwi/data/hpdb/01/frame_00149_rgb.png', '../data/biwi/data/hpdb/01/frame_00112_rgb.png', '../data/biwi/data/hpdb/01/frame_00458_rgb.png', '../data/biwi/data/hpdb/01/frame_00275_rgb.png', '../data/biwi/data/hpdb/01/frame_00416_rgb.png', '../data/biwi/data/hpdb/01/frame_00211_rgb.png', '../data/biwi/data/hpdb/01/frame_00421_rgb.png', '../data/biwi/data/hpdb/01/frame_00375_rgb.png', '../data/biwi/data/hpdb/01/frame_00501_rgb.png', '../data/biwi/data/hpdb/01/frame_00367_rgb.png', '../data/biwi/data/hpdb/01/frame_00313_rgb.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db/01/dockerface-frame_00096_rgb.txt', '../data/biwi/data/hpdb/01/frame_00252_pose.txt', '../data/biwi/data/hpdb/01/frame_00324_pose.txt', '../data/biwi/data/hpdb/01/frame_00490_pose.txt', '../data/biwi/data/hpdb/01/frame_00328_pose.txt', '../data/biwi/data/hpdb/01/frame_00020_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00139_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00339_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00029_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00417_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00233_rgb.txt', '../data/biwi/data/hpdb/01/frame_00291_pose.txt', '../data/biwi/data/hpdb/01/frame_00347_pose.txt', '../data/biwi/data/hpdb/01/frame_00206_pose.txt', '../data/biwi/data/hpdb/01/frame_00184_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00398_rgb.txt', '../data/biwi/data/hpdb/01/frame_00238_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00157_rgb.txt', '../data/biwi/data/hpdb/01/frame_00149_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00409_rgb.txt', '../data/biwi/data/hpdb/01/frame_00092_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00306_rgb.txt', '../data/biwi/data/hpdb/01/frame_00405_pose.txt', '../data/biwi/data/hpdb/01/frame_00479_pose.txt', '../data/biwi/data/hpdb/01/frame_00315_pose.txt', '../data/biwi/data/hpdb/01/frame_00007_pose.txt', '../data/biwi/data/hpdb/01/frame_00413_pose.txt', '../data/biwi/data/hpdb/01/frame_00082_pose.txt', '../data/biwi/data/hpdb/01/frame_00148_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00061_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00202_rgb.txt', '../data/biwi/data/hpdb/01/frame_00057_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00010_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00491_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00107_rgb.txt', '../data/biwi/data/hpdb/01/frame_00111_pose.txt', '../data/biwi/data/hpdb/01/frame_00299_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00087_rgb.txt', '../data/biwi/data/hpdb/01/frame_00453_pose.txt', '../data/biwi/data/hpdb/01/frame_00237_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00070_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00366_rgb.txt', '../data/biwi/data/hpdb/01/frame_00196_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00351_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00380_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00007_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00136_rgb.txt', '../data/biwi/data/hpdb/01/frame_00427_pose.txt', '../data/biwi/data/hpdb/01/frame_00288_pose.txt', '../data/biwi/data/hpdb/01/frame_00473_pose.txt', '../data/biwi/data/hpdb/01/frame_00429_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00343_rgb.txt', '../data/biwi/data/hpdb/01/frame_00360_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00064_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00461_rgb.txt', '../data/biwi/data/hpdb/01/frame_00461_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00192_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00108_rgb.txt', '../data/biwi/data/hpdb/01/frame_00158_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00036_rgb.txt', '../data/biwi/data/hpdb/01/frame_00042_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00479_rgb.txt', '../data/biwi/data/hpdb/01/frame_00232_pose.txt', '../data/biwi/data/hpdb/01/frame_00200_pose.txt', '../data/biwi/data/hpdb/01/frame_00153_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00381_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00453_rgb.txt', '../data/biwi/data/hpdb/01/frame_00384_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00177_rgb.txt', '../data/biwi/data/hpdb/01/frame_00104_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00273_rgb.txt', '../data/biwi/data/hpdb/01/frame_00176_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00158_rgb.txt', '../data/biwi/data/hpdb/01/frame_00399_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00429_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00199_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00121_rgb.txt', '../data/biwi/data/hpdb/01/frame_00362_pose.txt', '../data/biwi/data/hpdb/01/frame_00251_pose.txt', '../data/biwi/data/hpdb/01/frame_00337_pose.txt', '../data/biwi/data/hpdb/01/frame_00359_pose.txt', '../data/biwi/data/hpdb/01/frame_00154_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00329_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00115_rgb.txt', '../data/biwi/data/hpdb/01/frame_00243_pose.txt', '../data/biwi/data/hpdb/01/frame_00033_pose.txt', '../data/biwi/data/hpdb/01/frame_00126_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00396_rgb.txt', '../data/biwi/data/hpdb/01/frame_00283_pose.txt', '../data/biwi/data/hpdb/01/frame_00110_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00146_rgb.txt', '../data/biwi/data/hpdb/01/frame_00010_pose.txt', '../data/biwi/data/hpdb/01/frame_00087_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00354_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00193_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00171_rgb.txt', '../data/biwi/data/hpdb/01/frame_00187_pose.txt', '../data/biwi/data/hpdb/01/frame_00415_pose.txt', '../data/biwi/data/hpdb/01/frame_00173_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00006_rgb.txt', '../data/biwi/data/hpdb/01/frame_00449_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00443_rgb.txt', '../data/biwi/data/hpdb/01/frame_00219_pose.txt', '../data/biwi/data/hpdb/01/frame_00168_pose.txt', '../data/biwi/data/hpdb/01/frame_00249_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00206_rgb.txt', '../data/biwi/data/hpdb/01/frame_00028_pose.txt', '../data/biwi/data/hpdb/01/frame_00481_pose.txt', '../data/biwi/data/hpdb/01/frame_00312_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00074_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00317_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00420_rgb.txt', '../data/biwi/data/hpdb/01/frame_00066_pose.txt', '../data/biwi/data/hpdb/01/frame_00361_pose.txt', '../data/biwi/data/hpdb/01/frame_00472_pose.txt', '../data/biwi/data/hpdb/01/frame_00071_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00092_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00424_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00471_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00494_rgb.txt', '../data/biwi/data/hpdb/01/frame_00319_pose.txt', '../data/biwi/data/hpdb/01/frame_00090_pose.txt', '../data/biwi/data/hpdb/01/frame_00253_pose.txt', '../data/biwi/data/hpdb/01/frame_00116_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00255_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00394_rgb.txt', '../data/biwi/data/hpdb/01/frame_00167_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00320_rgb.txt', '../data/biwi/data/hpdb/01/frame_00349_pose.txt', '../data/biwi/data/hpdb/01/frame_00102_pose.txt', '../data/biwi/data/hpdb/01/frame_00100_pose.txt', '../data/biwi/data/hpdb/01/frame_00162_pose.txt', '../data/biwi/data/hpdb/01/frame_00408_pose.txt', '../data/biwi/data/hpdb/01/frame_00214_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00309_rgb.txt', '../data/biwi/data/hpdb/01/frame_00258_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00428_rgb.txt', '../data/biwi/data/hpdb/01/frame_00235_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00455_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00059_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00213_rgb.txt', '../data/biwi/data/hpdb/01/frame_00080_pose.txt', '../data/biwi/data/hpdb/01/frame_00434_pose.txt', '../data/biwi/data/hpdb/01/frame_00036_pose.txt', '../data/biwi/data/hpdb/01/frame_00431_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00383_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00278_rgb.txt', '../data/biwi/data/hpdb/01/frame_00341_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00004_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00153_rgb.txt', '../data/biwi/data/hpdb/01/frame_00467_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00067_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00173_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00267_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00415_rgb.txt', '../data/biwi/data/hpdb/01/frame_00139_pose.txt', '../data/biwi/data/hpdb/01/frame_00290_pose.txt', '../data/biwi/data/hpdb/01/frame_00142_pose.txt', '../data/biwi/data/hpdb/01/frame_00327_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00162_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00175_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00356_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00330_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00312_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00112_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00474_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00114_rgb.txt', '../data/biwi/data/hpdb/01/frame_00475_pose.txt', '../data/biwi/data/hpdb/01/frame_00482_pose.txt', '../data/biwi/data/hpdb/01/frame_00035_pose.txt', '../data/biwi/data/hpdb/01/frame_00488_pose.txt', '../data/biwi/data/hpdb/01/frame_00220_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00450_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00399_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00276_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00091_rgb.txt', '../data/biwi/data/hpdb/01/frame_00308_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00244_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00149_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00094_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00084_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00038_rgb.txt', '../data/biwi/data/hpdb/01/frame_00094_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00229_rgb.txt', '../data/biwi/data/hpdb/01/frame_00279_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00291_rgb.txt', '../data/biwi/data/hpdb/01/frame_00440_pose.txt', '../data/biwi/data/hpdb/01/frame_00128_pose.txt', '../data/biwi/data/hpdb/01/frame_00247_pose.txt', '../data/biwi/data/hpdb/01/frame_00144_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00081_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00204_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00055_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00293_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00290_rgb.txt', '../data/biwi/data/hpdb/01/frame_00358_pose.txt', '../data/biwi/data/hpdb/01/frame_00386_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00021_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00283_rgb.txt', '../data/biwi/data/hpdb/01/frame_00441_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00104_rgb.txt', '../data/biwi/data/hpdb/01/frame_00068_pose.txt', '../data/biwi/data/hpdb/01/frame_00417_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00152_rgb.txt', '../data/biwi/data/hpdb/01/frame_00034_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00388_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00046_rgb.txt', '../data/biwi/data/hpdb/01/frame_00222_pose.txt', '../data/biwi/data/hpdb/01/frame_00088_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00127_rgb.txt', '../data/biwi/data/hpdb/01/frame_00390_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00179_rgb.txt', '../data/biwi/data/hpdb/01/frame_00296_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00063_rgb.txt', '../data/biwi/data/hpdb/01/frame_00221_pose.txt', '../data/biwi/data/hpdb/01/frame_00439_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00344_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00236_rgb.txt', '../data/biwi/data/hpdb/01/frame_00444_pose.txt', '../data/biwi/data/hpdb/01/frame_00211_pose.txt', '../data/biwi/data/hpdb/01/frame_00208_pose.txt', '../data/biwi/data/hpdb/01/frame_00231_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00062_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00297_rgb.txt', '../data/biwi/data/hpdb/01/frame_00113_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00230_rgb.txt', '../data/biwi/data/hpdb/01/frame_00160_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00322_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00487_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00350_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00371_rgb.txt', '../data/biwi/data/hpdb/01/frame_00060_pose.txt', '../data/biwi/data/hpdb/01/frame_00107_pose.txt', '../data/biwi/data/hpdb/01/frame_00197_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00027_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00268_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00341_rgb.txt', '../data/biwi/data/hpdb/01/frame_00332_pose.txt', '../data/biwi/data/hpdb/01/frame_00030_pose.txt', '../data/biwi/data/hpdb/01/frame_00014_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00085_rgb.txt', '../data/biwi/data/hpdb/01/frame_00114_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00151_rgb.txt', '../data/biwi/data/hpdb/01/frame_00025_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00050_rgb.txt', '../data/biwi/data/hpdb/01/frame_00501_pose.txt', '../data/biwi/data/hpdb/01/frame_00466_pose.txt', '../data/biwi/data/hpdb/01/frame_00255_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00164_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00068_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00331_rgb.txt', '../data/biwi/data/hpdb/01/frame_00480_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00386_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00216_rgb.txt', '../data/biwi/data/hpdb/01/frame_00368_pose.txt', '../data/biwi/data/hpdb/01/frame_00181_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00353_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00072_rgb.txt', '../data/biwi/data/hpdb/01/frame_00282_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00250_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00124_rgb.txt', '../data/biwi/data/hpdb/01/frame_00402_pose.txt']\n"
     ]
    }
   ],
   "source": [
    "import glob\n",
    "image_list = glob.glob('../data/biwi/data/hpdb/01/*.png')\n",
    "image_list.extend(glob.glob('../data/biwi/data/hpdb/01/*.txt'))\n",
    "print image_list"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}