Omg
natanielruiz
2017-09-07 6dd2ff502947ec809d420e2baefa023d821a8bb1
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "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",
    "import imp\n",
    "\n",
    "utils = imp.load_source('utils', '../code/utils.py')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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PvTBd73AyT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K+5zfeeAPVSu8TtSpfdvWlvPTSo8jeevTOLy8m6kRIr5vzM5/4aT73uScUnMM6/CSiDWed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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f29843c57d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "yaw, pitch, roll:  38.0115839199 6.53680266309 20.6054051881\n"
     ]
    }
   ],
   "source": [
    "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/0/image07267'\n",
    "img_path = os.path.join(img_name + '.jpg')\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "\n",
    "annot_file = open(img_name + '.txt')\n",
    "annot = annot_file.readline().strip('\\n').split(' ')\n",
    "yaw = float(annot[1]) * 180 / np.pi\n",
    "pitch = float(annot[2]) * 180 / np.pi\n",
    "roll = float(annot[3]) * 180 / np.pi\n",
    "# if yaw < 0:\n",
    "#     roll *= -1\n",
    "    \n",
    "roll = -roll\n",
    "\n",
    "utils.plot_pose_cube(img, yaw, pitch, roll)\n",
    "\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.show()\n",
    "print 'yaw, pitch, roll: ', yaw, pitch, roll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": true
   },
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}