Testing regression loss

natanielruiz

2017-09-11 898871a1ca98e6253d7aaaa7a47fac4bfd8f6833

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 98,
   "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": 99,
   "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": 100,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_DIR = '/Data/nruiz9/data/facial_landmarks/biwi/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 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": {
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5i7L9oKz3cKzvXLzSys2+w2pjMHbQ3o7Y3++8GRMGpcJ11UMBo7aLEgMiTb2YWN0RGNCPdmy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IOLpiGszp0a6KpQf5swRyjljFGNpnTEIft6MxvaHlPM/uUymtiJBQ2sqz2UICuAlil/6K9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XLPbHoCMDEWYss04n2rBRteC1U8zpJvB7JIob1D0SzTjGcs6bep9VbP8s0ZIcly0XpfvNSLRqUah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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff40c1fcb50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "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",
    "\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": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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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 [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
}