after fg

natanielruiz

2017-10-26 f415df3448622f30c3d1eb680596871672b38dac

 practice/BIWI.ipynb

@@ -2,7 +2,7 @@
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 93,
   "execution_count": 95,
   "metadata": {
    "collapsed": true
   },
@@ -26,7 +26,7 @@
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "execution_count": 96,
   "metadata": {
    "collapsed": true
   },
@@ -73,18 +73,60 @@
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "execution_count": 133,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_DIR = '/Data/nruiz9/data/facial_landmarks/biwi/'"
    "def draw_axis(img, yaw, pitch, roll, tdx=None, tdy=None, size = 100):\n",
    "\n",
    "    pitch = pitch * np.pi / 180\n",
    "    yaw = -(yaw * np.pi / 180)\n",
    "    roll = roll * np.pi / 180\n",
    "\n",
    "    if tdx != None and tdy != None:\n",
    "        tdx = tdx\n",
    "        tdy = tdy\n",
    "    else:\n",
    "        height, width = img.shape[:2]\n",
    "        tdx = width / 2\n",
    "        tdy = height / 2\n",
    "        \n",
    "    # X-Axis pointing to right. drawn in red\n",
    "    x1 = size * (cos(yaw) * cos(roll)) + tdx\n",
    "    y1 = size * (cos(pitch) * sin(roll) + cos(roll) * sin(pitch) * sin(yaw)) + tdy\n",
    "\n",
    "    # Y-Axis | drawn in green\n",
    "    #        v\n",
    "    x2 = size * (-cos(yaw) * sin(roll)) + tdx\n",
    "    y2 = size * (cos(pitch) * cos(roll) - sin(pitch) * sin(yaw) * sin(roll)) + tdy\n",
    "\n",
    "    # Z-Axis (out of the screen) drawn in blue\n",
    "    x3 = size * (sin(yaw)) + tdx\n",
    "    y3 = size * (-cos(yaw) * sin(pitch)) + tdy\n",
    "\n",
    "    cv2.line(img, (int(tdx), int(tdy)), (int(x1),int(y1)),(0,0,255),3)\n",
    "    cv2.line(img, (int(tdx), int(tdy)), (int(x2),int(y2)),(0,255,0),3)\n",
    "    cv2.line(img, (int(tdx), int(tdy)), (int(x3),int(y3)),(255,0,0),2)\n",
    "    \n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "execution_count": 134,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_DIR = '../data/biwi/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {
    "collapsed": false,
    "scrolled": true
@@ -94,17 +136,17 @@
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.838266  -0.473853  -0.269765 ]\n",
      " [ 0.50802    0.858436   0.0707407]\n",
      " [ 0.198055  -0.196345   0.960324 ]] [  105.45    153.168  1028.92 ]\n",
      "-11.4232476173 11.5552682223 31.2174029749\n"
      "[[ 0.621077 -0.147167  0.769809]\n",
      " [-0.127124  0.95029   0.284233]\n",
      " [-0.773371 -0.274392  0.571494]] [ -37.1123   24.1507  984.405 ]\n",
      "50.3367511392 26.4434923154 13.3306296806\n"
     ]
    },
    {
     "data": {
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kUTP1aWNSPCcS5VxnOJZLNBx90/xwlcuc/PkHsqM1lP6rXv8nyc7duPAH33je3zr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\nS1ioJQLBweup7/h7IJMP+daKJ7m/ZwAm2mu6a7rKSiIeqUvPPBAP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rlsmnTvITvd8ALce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/YOUcczUfXC8vVgXXItLW1RgxobaHfnOlffQ7H99DclaSXbqb4gW16a6Cl4wytrESpAxO8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Q4YeUNEWV1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4eiuapmETQ6Ba7S/AsfQ7nrxlIUtIXvawjw1RR9uIJXZUVozkerY4sA+6Cc+xFBU7GEB3u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FvTDBQ637eAPagPTRG1tRsJaTeVWqSFYUiUFn71VbX6X4LHD3I+k2uRYo/q16s+uXV35B3qFLrq2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\ngX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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff464047a90>"
       "<matplotlib.figure.Figure at 0x7f1850063f10>"
      ]
     },
     "metadata": {},
@@ -112,7 +154,8 @@
    }
   ],
   "source": [
    "img_name = '15/frame_00500'\n",
    "# img_name = '05/frame_00570'\n",
    "img_name = '19/frame_00350'\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",
@@ -126,8 +169,8 @@
    "\n",
    "# Loosely crop face\n",
    "k = 0.35\n",
    "x_min -= k * abs(x_max - x_min)\n",
    "y_min -= 0.6 * k * abs(y_max - y_min)\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",
@@ -152,14 +195,17 @@
    "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",
    "R = np.transpose(R)\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",
    "# draw_axis(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",
@@ -169,24 +215,51 @@
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "execution_count": 252,
   "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"
     ]
    }
   ],
   "outputs": [],
   "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"
    "image_list = glob.glob('/Data/nruiz9/data/facial_landmarks/biwi/data/hpdb/20/*.png')\n",
    "for img_path in image_list:\n",
    "    img_name = img_path.split('.')[0].split('_')\n",
    "    img_frame = img_name[2]\n",
    "    img_name = img_name[0] + '_' + img_name[1] + '_' + img_name[2]\n",
    "    pose_path = img_name + '_pose.txt'\n",
    "    img_name_list = img_name.split('/')\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",
    "    pose_annot.close()\n",
    "\n",
    "    R = np.transpose(R)\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",
    "    plot_pose_cube(img, yaw, pitch, roll, 350, 250, size = 100)\n",
    "#     draw_axis(img, yaw, pitch, roll, 350, 250, size = 100)\n",
    "\n",
    "#     img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "    cv2.imwrite('biwi_out/' + img_frame + '.png', img)"
   ]
  },
  {
@@ -198,9 +271,9 @@
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "display_name": "Python [default]",
   "language": "python",
   "name": "conda-root-py"
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {