Omg
natanielruiz
2017-09-07 6dd2ff502947ec809d420e2baefa023d821a8bb1
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 80,
   "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",
    "\n",
    "from PIL import Image\n",
    "import PIL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_pose_cube(img, yaw, pitch, roll, tdx=None, tdy=None, size=150.):\n",
    "    # Input is a cv2 image\n",
    "    # pose_params: (pitch, yaw, roll, tdx, tdy)\n",
    "    # Where (tdx, tdy) is the translation of the face.\n",
    "    # For pose we have [pitch yaw roll tdx tdy tdz scale_factor]\n",
    "\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": 82,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks'\n",
    "AFLW = os.path.join(TRAIN_DATA_DIR, 'AFLW2000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "img_name = 'image00559'\n",
    "img_path = os.path.join(AFLW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFLW, 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",
    "roi = mat['roi'][0]\n",
    "\n",
    "#cv2.rectangle(img, (mat['Pose_Para'][0][3], mat['Pose_Para'][0][4]), (roi[0] + roi[2], roi[1] + roi[3]), (255,0,0),5)\n",
    "\n",
    "# plt.imshow(img)\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31.4852903566 -8.4217829023 1.0273663191\n"
     ]
    },
    {
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3bvH8+fPdxTikUdwcnJCVVWs12tCCHg/Np2ZZimpkrihI0uTUVZupxHZtDWHB8ecnp6OojPb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EeGpILk9G7g3pbmgb84I7tn3CUDvHKfVkO/YTt3+11uFJ7fuMFeFPSuN5YFCHi+w5r7TWn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\nRhc6qp/jPVEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f72f0230e90>"
      ]
     },
     "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",
    "flip = False\n",
    "\n",
    "img_name = 'image01131'\n",
    "# img_name = 'image01149'\n",
    "img_path = os.path.join(AFLW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFLW, img_name + '.mat')\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "rows, cols, depth = img.shape\n",
    "mat = sio.loadmat(mat_path)\n",
    "\n",
    "if flip == True:\n",
    "    frame = cv2.flip(img, 1)\n",
    "else:\n",
    "    frame = img\n",
    "pose_params = mat['Pose_Para'][0]\n",
    "\n",
    "pitch, yaw, roll, tdx, tdy, tdz, scale = pose_params\n",
    "pitch *= 180/np.pi\n",
    "yaw *= 180/np.pi\n",
    "roll *= 180/np.pi\n",
    "\n",
    "size = 150\n",
    "\n",
    "p = pitch\n",
    "y = yaw\n",
    "r = roll\n",
    "\n",
    "if flip == True:\n",
    "    y = -y\n",
    "    r = -r\n",
    "\n",
    "print y, p, r\n",
    "\n",
    "plot_pose_cube(frame, y, p, r, tdx, tdy, size=150.)\n",
    "\n",
    "# Draw bounding box\n",
    "\n",
    "plt.imshow(frame)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31.4852903566 -8.4217829023 -18.9726336809\n"
     ]
    },
    {
     "data": {
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l86XqVZAzsU4qwNVWyHoyiNhwtc1x1dvsN1csNtuGUNgPl9gneGjH/nwU9mJl0bhXYfHhFd1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/Ge78ymIGlRF0CQCWGZ0oMjiT8GlzEWpvAW1LRtg1hckB57i60NslWLiSjnqKqcPUCoxRS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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f733803d110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# An example of rotation with modification of labels.\n",
    "from math import cos, sin\n",
    "\n",
    "rotate = True\n",
    "\n",
    "img_name = 'image01131'\n",
    "# img_name = 'image01149'\n",
    "img_path = os.path.join(AFLW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFLW, img_name + '.mat')\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "rows, cols, depth = img.shape\n",
    "mat = sio.loadmat(mat_path)\n",
    "\n",
    "if rotate == True:\n",
    "    M = cv2.getRotationMatrix2D((cols/2,rows/2),20,1)\n",
    "    frame = cv2.warpAffine(img,M,(cols,rows))\n",
    "else:\n",
    "    frame = img\n",
    "pose_params = mat['Pose_Para'][0]\n",
    "\n",
    "pitch, yaw, roll, tdx, tdy, tdz, scale = pose_params\n",
    "pitch *= 180/np.pi\n",
    "yaw *= 180/np.pi\n",
    "roll *= 180/np.pi\n",
    "\n",
    "size = 150\n",
    "\n",
    "p = pitch\n",
    "y = yaw\n",
    "r = roll\n",
    "\n",
    "if rotate == True:\n",
    "    r = r -20\n",
    "print y, p, r\n",
    "\n",
    "plot_pose_cube(frame, y, p, r, tdx, tdy, size=150.)\n",
    "\n",
    "# Draw bounding box\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",
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