natanielruiz
2017-07-07 ce90d92fad8d1e9ad87553ffd8dd9c553cfcc67c
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks/300W_LP/'\n",
    "AFW = os.path.join(TRAIN_DATA_DIR, 'AFW')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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YJzeEIf58pqsjmg8XYAiCcYajC1Z9J7DpefycaLsM7qh7/DJszVSOJP7aSRT0HuF7jvqrSm9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001niUcoVHIK5t8cq6OLFjH77T8SGJwvuYHiG1Z9O9SeQ1zi9+j9fv/+YTP9c7yX3474G/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\nzzpkRzKrruX61aucOXmGcd2Qh5FyF3v6/q3tFP5/sIakXdE0ocVhi6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WvUeLMyQQdg/mG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\n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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4ba809e050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " ['roi', 'Shape_Para', 'Pose_Para', 'Exp_Para', '__header__', '__globals__', 'Color_Para', 'Illum_Para', 'pt2d', '__version__', 'Tex_Para']\n",
      "pitch, yaw, roll:  16.8574 45.7653 17.3256\n"
     ]
    }
   ],
   "source": [
    "img_name = 'AFW_4584451140_2_'\n",
    "img_path = os.path.join(AFW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFW, img_name + '.mat')\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "mat = sio.loadmat(mat_path)\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.show()\n",
    "print mat.keys()\n",
    "pitch, yaw, roll = mat['Pose_Para'][0][0:3] * 180 / np.pi\n",
    "print 'pitch, yaw, roll: ', pitch, yaw, roll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.87804114818573, -0.22214050590991974, -0.1486462503671646, 216.78628540039062, 242.63656616210938, -66.12765502929688, 0.0013571734307333827]\n",
      "-0.878041 0.222141 -0.148646\n",
      "((323.98701538719649, 203.29936640991286), (200.95533962552264, 333.61294564663456), (212.33399077116931, 355.22379053300978), 179.28628540039062, 242.63657)\n"
     ]
    },
    {
     "data": {
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6/RG97lx+DomlIwGU46HE6xuMStP2N+IuBukrLfa/Mpv/gbbF88RbG6ztrnD9Q88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zZBEhDLfU9hStx1g6PEco6jFLC/dgHUPrel/3qGZ/N85/8Tayvr1AUEnSTyB/l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\nxNvCIJA3Kx7aP+DBw0OKNAxFcN7wxKOPMN/MKOOa1B0zbGZcev6TFE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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5796bddfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For pose we have [pitch yaw roll tdx tdy tdz scale_factor]\n",
    "from math import cos, sin\n",
    "\n",
    "img_name = 'AFW_91328372_1_1'\n",
    "img_path = os.path.join(AFW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFW, img_name + '.mat')\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "mat = sio.loadmat(mat_path)\n",
    "\n",
    "frame = img\n",
    "pose_params = mat['Pose_Para'][0]\n",
    "\n",
    "print pose_params.tolist()\n",
    "pitch, yaw, roll, tdx, tdy, tdz, scale = pose_params\n",
    "\n",
    "size = 150\n",
    "\n",
    "p = pitch\n",
    "y = -yaw\n",
    "r = roll\n",
    "\n",
    "if y < 0:\n",
    "    face_x = tdx - 0.75 * size\n",
    "    face_y = tdy\n",
    "else:\n",
    "    face_x = tdx - 0.25 * size\n",
    "    face_y = tdy\n",
    "    \n",
    "\n",
    "print p, y ,r\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",
    "\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",
    "\n",
    "x3 = size * (sin(y)) + face_x\n",
    "y3 = size * (-cos(y) * sin(p)) + face_y\n",
    "\n",
    "print((x1, y1), (x2, y2), (x3, y3), face_x, face_y)\n",
    "# Draw base in red\n",
    "cv2.line(frame, (int(face_x), int(face_y)), (int(x1),int(y1)),(255,0,0),3)\n",
    "cv2.line(frame, (int(face_x), int(face_y)), (int(x2),int(y2)),(255,0,0),3)\n",
    "cv2.line(frame, (int(x2), int(y2)), (int(x2+x1-face_x),int(y2+y1-face_y)),(255,0,0),3)\n",
    "cv2.line(frame, (int(x1), int(y1)), (int(x1+x2-face_x),int(y1+y2-face_y)),(255,0,0),3)\n",
    "# Draw pillars in blue\n",
    "cv2.line(frame, (int(face_x), int(face_y)), (int(x3),int(y3)),(0,0,255),2)\n",
    "cv2.line(frame, (int(x1), int(y1)), (int(x1+x3-face_x),int(y1+y3-face_y)),(0,0,255),2)\n",
    "cv2.line(frame, (int(x2), int(y2)), (int(x2+x3-face_x),int(y2+y3-face_y)),(0,0,255),2)\n",
    "cv2.line(frame, (int(x2+x1-face_x),int(y2+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,0,255),2)\n",
    "# Draw top in green\n",
    "cv2.line(frame, (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(frame, (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(frame, (int(x3), int(y3)), (int(x3+x1-face_x),int(y3+y1-face_y)),(0,255,0),2)\n",
    "cv2.line(frame, (int(x3), int(y3)), (int(x3+x2-face_x),int(y3+y2-face_y)),(0,255,0),2)\n",
    "\n",
    "plt.imshow(frame)\n",
    "plt.show()"
   ]
  },
  {
   "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
}