natanielruiz
2017-09-27 0be0ecf0a8fc6df1f9e354f8aea12b7008f658f1
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "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",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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Rj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mhSgyJX/hvf55H2w3oGT4FTIpElc/F7yb606TTBgj0YBSe1hY8jKk3ML4m+IOp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5796bed590>"
      ]
     },
     "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",
      "[[ -1.32042229e-01   1.11244535e+00  -7.81001076e-02   2.90469696e+02\n",
      "    1.79559402e+02  -5.63626213e+01   1.21488993e-03]]\n"
     ]
    }
   ],
   "source": [
    "img_name = 'AFW_2805422179_3_12'\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",
    "mat = sio.loadmat(mat_path)\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.show()\n",
    "print mat.keys()\n",
    "# For pose we have [scale_factor pitch yaw roll x_translation y_translation]\n",
    "print mat['Pose_Para']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.13204222917556763, 1.11244535446167, -0.07810010761022568, 290.4696960449219, 179.5594024658203, -56.36262130737305, 0.001214889925904572]\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "too many values to unpack",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-32-abf46ac2eac5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;32mprint\u001b[0m \u001b[0mpose_params\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mscale_factor\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpitch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myaw\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mroll\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_tr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_tr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpose_params\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      8\u001b[0m \u001b[0msize\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m300\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: too many values to unpack"
     ]
    }
   ],
   "source": [
    "# For pose we have [pitch yaw roll tdx tdy tdz scale_factor]\n",
    "\n",
    "frame = img\n",
    "pose_params = mat['Pose_Para'][0]\n",
    "\n",
    "print pose_params.tolist()\n",
    "scale_factor, pitch, yaw, roll, x_tr, y_tr, _ = pose_params.tolist()\n",
    "size = 300\n",
    "\n",
    "face_x = x_tr - size * 0.5\n",
    "face_y = y_tr - size * 0.75\n",
    "\n",
    "p = -pitch / (180 / math.pi)\n",
    "y = yaw / (180 / math.pi)\n",
    "r = -roll / (180 / math.pi)\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)),(0,0,255),3)\n",
    "cv2.line(frame, (int(face_x), int(face_y)), (int(x2),int(y2)),(0,0,255),3)\n",
    "cv2.line(frame, (int(x2), int(y2)), (int(x2+x1-face_x),int(y2+y1-face_y)),(0,0,255),3)\n",
    "cv2.line(frame, (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(frame, (int(face_x), int(face_y)), (int(x3),int(y3)),(255,0,0),2)\n",
    "cv2.line(frame, (int(x1), int(y1)), (int(x1+x3-face_x),int(y1+y3-face_y)),(255,0,0),2)\n",
    "cv2.line(frame, (int(x2), int(y2)), (int(x2+x3-face_x),int(y2+y3-face_y)),(255,0,0),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)),(255,0,0),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": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "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"
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