ormike/motion_estimation_phase_correlation_part1.ipynb

## motion_estimation_phase_correlation_part1.ipynb
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    "# Phase Correlation for Motion Estimation - Part 1\n",
    "\n",
    "### Overview\n",
    "Phase correlation is a technique that can be used for motion estimation in various image processing applications such as video compression, but its use is uncommon.  Spatial domain block matching techniques are much more commonly used.  \n",
    "\n",
    "### Purpose\n",
    "Translate the mathematical equations for the phase correlation for images into practical code, and gain an conceptual understanding.\n",
    "\n",
    "### References\n",
    "There are many references in the literature on Phase Correlation for motion estimation. I found these to be readily accessible.\n",
    "\n",
    "Loy Hui Chien and Takafumi Aoki, \"Robust Motion Estimation for Video Sequences Based on\n",
    "Phase-Only Correlation,\" _Proceedings of the 6th IASTED International Conference_, August 23-25, 2004, Honolulu, Hawaii, USA, pp. 1-6.\n",
    "\n",
    "Yi Liang, \"Phase-Correlation Motion Estimation,\" _Digital Video Processing EE392J Final Project_, Stanford University, Winter Quarter 2000, pp. 1-9.\n",
    "\n",
    "Peeters, M. H. G. (2003). Implementation of the phase correlation algorithm : motion estimation in the frequency\n",
    "domain. (TU Eindhoven. Fac. Elektrotechniek : stageverslagen; Vol. 7839). Technische Universiteit Eindhoven.\n",
    "\n",
    "pedestrian_area video 1920x1080p25 test sequence, downloaded from https://media.xiph.org/video/derf/y4m/pedestrian_area_1080p25.y4m"
   ]
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   "cell_type": "markdown",
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   "source": [
    "### Method\n",
    "\n",
    "Phase correlation of 1 dimensional DFT transforms was be applied to the x (width) dimension of the test video sequence.  The video \"pedestrian_area\" was chosen because it has complex, layered motion along the x dimension.  Four 1-D sequences of 256 samples each were taken from frame 0 and frame 1 of the sequence as shown in this gif animation.  \n",
    "\n",
    "Note: normally motion estimation is concerned with finding a 2 dimensional motion vector.  The phase correlation approach requires 2-D DFT transforms of the image samples.  We are using 1-D calculations just in this exercise to help gain a conceptual understanding of every step of the process.\n",
    "\n",
    "![frame 0 and 1 of pedestrian area](https://gist.github.com/ormike/db93e27a2fca61b36e7b9e2b4ec21079/raw/eb94b83655013379c5bbfb1815296dbacafc0aae/pedestrian_area_frame0_frame1.gif)"
   ]
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   "cell_type": "markdown",
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   "source": [
    "### Mathematical Basis\n",
    "\n",
    "Let $s_0(x)$ be the sequence of samples from frame 0, the _reference_ frame, and $S_0(f) = \\mathrm {DFT}\\left( s_0(x)\\right)$ is its _discrete fourier transform_, defined as\n",
    "\n",
    "$$ S_0(f) = \\sum_{x=0}^{N-1} s_0(x) e^{-j2\\pi fx/N}  $$ \n",
    "\n",
    "Now say that the sequence of samples from frame 1, the _current_ frame, is mostly the same except shifted by $d$ samples:\n",
    "$$ s_1(x) = s_0(x - d) $$\n",
    "\n",
    "$$ S_1(f) = S_0(f)e^{j2\\pi fd } $$\n",
    "\n",
    "The cross-correlation between the two sequences is $c_{01}(x) = s_0(x)\\ast s_1(-x)$ where $\\ast$ represents the convolution operation. It follows that\n",
    "\n",
    "$$ C_{01}(f)= S_{0}(f) S_{1}^*(f) $$\n",
    "\n",
    "where $^*$ denotes the complex conjugate. $C_{01}$ is the cross-power spectrum of the two sequences.\n",
    "\n",
    "Dividing by magnitude results in the phase correlation:\n",
    "\n",
    "$$ e^{j\\phi (f)} = \\frac {S_{0}(f) S_{1}^*(f)}{ \\left| S_{0}(f) S_{1}^*(f)\\right|} $$\n",
    "\n",
    "\n",
    "$$ = e^{-j2\\pi fd} $$\n",
    "\n",
    "obtained by substituting the equation for $ S_1(f) $ above.\n",
    "\n",
    "The inverse DFT of this function is the Dirac delta function displaced by $d$\n",
    "\n",
    "$$ \\mathrm {DFT}^{-1}\\left( e^{j\\phi (f)}\\right) = \\delta(x-d) $$\n",
    "\n",
    "It follows that if $s_0(x)$ and $s_1(x)$ are collocated sequences of samples in frame 0 and frame 1, and a subset of $s_1(x)$ is a shifted copy of samples from $s_0(x)$, then performing the above operations should give a phase correlation response with a peak at the position corresponding to the amount of shift.\n",
    "\n",
    "One set of computations can find the amount of displacement between the two frames.  \n",
    "\n",
    "This is in contrast to block matching algorithms which must compute a _distance criterion_ value such as _sum-of-absolute-difference_ or _sum-of-square-error_ for every possible displacement and pick the smallest one to determine the displacement."
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
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   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.signal.signaltools import decimate\n",
    "\n",
    "WIDTH = 1920\n",
    "HEIGHT = 1080\n",
    "SEGMENT_WIDTH = 255\n",
    "\n",
    "class Frame():\n",
    "    def __init__(self, width, height):\n",
    "        self.width = width\n",
    "        self.height = height\n",
    "        \n",
    "    def frame_get(self, yuvfile):\n",
    "        self.y = np.fromfile(yuvfile, dtype=np.uint8, count=self.width*self.height)\n",
    "        self.y.resize((self.height, self.width))\n",
    "        self.cb = np.fromfile(yuvfile, dtype=np.uint8, count=self.width*self.height/4)\n",
    "        self.cb.resize((self.height/2, self.width/2))\n",
    "        self.cr = np.fromfile(yuvfile, dtype=np.uint8, count=self.width*self.height/4)\n",
    "        self.cr.resize((self.height/2, self.width/2))\n",
    "        pass\n",
    "\n",
    "def window_1d(sequence):\n",
    "    size = sequence.size\n",
    "    window = np.hanning(size)\n",
    "    windowed_sequence = sequence * window\n",
    "    return windowed_sequence\n",
    "        \n",
    "def fft_1d(windowed_sequence):\n",
    "    shifted_windowed_sequence = np.fft.fftshift(windowed_sequence)\n",
    "    transformed = np.fft.fft(shifted_windowed_sequence)\n",
    "    return transformed\n",
    "    \n",
    "def phase_correlation_1d(current, reference):\n",
    "    current_fft = fft_1d(current)\n",
    "    reference_fft = fft_1d(reference)\n",
    "\n",
    "    prod = current_fft * np.conjugate(reference_fft)\n",
    "\n",
    "    difference = prod/np.absolute(prod)\n",
    "    \n",
    "    difference_inverse_transformed = np.fft.ifft(difference)\n",
    "    correlation_complex = np.fft.ifftshift(difference_inverse_transformed)\n",
    "    correlation = np.real(correlation_complex)\n",
    "    return correlation\n",
    "\n",
    "def samples_plot(ax, current, reference, title):\n",
    "    x = np.arange(reference.size)\n",
    "    ax.set_title(title)\n",
    "    ax.plot(x, reference)\n",
    "    ax.plot(x, current)\n",
    "    ax.set_xlabel('sample')\n",
    "    ax.set_ylabel('luma value')\n",
    "  \n",
    "    \n",
    "def correlation_plot(ax, correlation, title):\n",
    "    x = np.arange(correlation.size)\n",
    "    x = x * 2 - correlation.size\n",
    "    x = x / 2\n",
    "    ax.set_title(title)\n",
    "    ax.plot(x, correlation)\n",
    "    ax.set_xlabel('sample')\n",
    "    ax.set_ylabel('amplitude')\n",
    "    \n",
    "def phase_correlation_segment(reference_frame, current_frame, x, y):\n",
    "    \n",
    "    fig = plt.figure(figsize=(12.0, 8.0), dpi=100)\n",
    "    fig.subplots_adjust(hspace=0.5)\n",
    "    \n",
    "    reference = frame0.y[y, x:x+SEGMENT_WIDTH].astype(float)\n",
    "    current = frame1.y[y, x:x+SEGMENT_WIDTH].astype(float)\n",
    "    ax = fig.add_subplot(221)\n",
    "    samples_plot(ax, current, reference, \"Image Samples\")\n",
    "\n",
    "    correlation = phase_correlation_1d(current, reference)\n",
    "    ax = fig.add_subplot(222)\n",
    "    correlation_plot(ax, correlation, \"Phase Correlation\")\n",
    "    \n",
    "    current_windowed = window_1d(current)\n",
    "    reference_windowed = window_1d(reference)\n",
    "    ax = fig.add_subplot(223)\n",
    "    samples_plot(ax, current_windowed, reference_windowed, \"Windowed Image Samples\")\n",
    "\n",
    "    windowed_correlation = phase_correlation_1d(current_windowed, reference_windowed)\n",
    "    ax = fig.add_subplot(224)\n",
    "    correlation_plot(ax, windowed_correlation, \"Windowed Phase Correlation\")   \n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Instantiation, initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# instantiate two frames\n",
    "frame0 = Frame(WIDTH, HEIGHT)\n",
    "frame1 = Frame(WIDTH, HEIGHT)\n",
    "\n",
    "# open the video file\n",
    "yuvfile = open(\"pedestrian_area_fr0_2.yuv\")\n",
    "\n",
    "# read the frames from the file\n",
    "frame0.frame_get(yuvfile)\n",
    "frame1.frame_get(yuvfile)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "The results below show the current and reference samples on the left, and the phase correlation response on the right.  A second set of charts is produced using a Hanning window function on the segment samples.\n",
    "\n",
    "The motion between frames 0 and 1 is evident in the image samples charts.  \n",
    "\n",
    "Study the phase correlation charts to see if any translated sequences of samples appear as peaks at the correct position corresponding to the amount of displacement."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Segment 1 at (200, 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
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HCuFxqGlYhfAKCdnC30nItlNQAGPHwu78gxiu6Y5er6OtoT3ZxRKyhRDnFBsNr8AbBVyF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\nXeZy4KtAK/C020S/jCB3lhIRkaCJiFCAXV10dPMNsMGGLpw4UQF2KHO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KkIp1EXzQ+9z1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gRKZNfU0GoGXeuBj5qWgBbZLYA9BfkkhmuR3VoID7fRt2IWj3/xshbZmqbyvpvn7Eh7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\nZmZ2EfwPq6mvaDNR3yIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff8fdfbca50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "phase_correlation_segment(frame0, frame1, 200, 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Segment 2 at (200, 400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PgAvwj4DcDpT4ltkK/KV/m6kcqGgGW4kFBvulSifeDz/0ctNN8PHHA90URVGU8IiRiEgk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P5oXH4B+L1x+RngQZvtTEgGfTzwEyQTMhv7X1JKqe60fxbLsQbYicCbNq95HZ376QjjuSzJjmlI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iTi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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff8db00e310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "phase_correlation_segment(frame0, frame1, 200, 400)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Segment 3 at (500, 900)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3vbZyLVcdf5Xj0nmlpXKSDzYYKhTXnXQdU7OmUnJvCSX3lrB6/disRuH1ysyb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\nb90K991nqR9ffAEjRlhrNcCuXfDRRxZU+40aBS++CI9VsYvAit3ZdKr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9apUCbBFxn1qw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AcLPsYRwM/Yez4DCwDAztXfsPdwK/Y561vBMYoc6lQ/B/gI1DObgXuA/kBrZ1lD4GlgLVbHnB/0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\nRP8HcGYVnBQ8hEUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff8d95cc2d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "phase_correlation_segment(frame0, frame1, 500, 900)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Segment 4 at (1664, 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AqdQd9353L7+l/8ay65cR36T67/zAAbj6amjVCi6+GFassJzshAQoK1In24PW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\nzbvsYln24NjuBQW2nNuXbsZM95p58+z4utFAli61QHnlSju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gwI5J5PPl5bb+khL7ghKs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\ndhzwGfAjhsAG+B44u/bxObgOehBUnP7iVL6cV0juM98w7wMts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ElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff8db3d3610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "phase_correlation_segment(frame0, frame1, 1664, 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "So far the results of phase correlation for motion estimation are not compelling.  The phase correlation charts do not seems to show singular peaks that correspond to shifted sequences of samples.  There are also many smaller peaks at many positions in the phase correlation charts that obviously don't correspond to real motion between frame 0 and frame 1.\n",
    "\n",
    "Here are some possible explanations for the lack of success in this technique so far:\n",
    " - there is an error in the code\n",
    " - size of sequence (255 samples) is too large and this technique works better with smaller\n",
    " - there is slight vertical motion that impairs a close correlation between reference and current sample segments\n",
    " - the phase correlation technique really wants to be performed in two dimensions to gain additive effect of multiple rows of samples\n",
    " - the window function distorts the shifted samples and impairs correlation between reference and current sample segments\n",
    " - the video is noisy and needs to be filtered\n",
    "\n",
    "More coming . . .\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# close the file\n",
    "yuvfile.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright © 2017 Michael Bruns\n",
    "\n",
    "(Open source license coming soon . . .)"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
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## pedestrian_area_frame0_frame1.gif

      
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