{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# OpenCV Filters Webcam\n",
    "\n",
    "In this notebook, several filters will be applied to webcam images.\n",
    "\n",
    "Those input sources and applied filters will then be displayed either directly in the notebook or on HDMI output.\n",
    "\n",
    "To run all cells in this notebook a webcam and HDMI output monitor are required.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Start HDMI output \n",
    "### Step 1: Load the overlay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from pynq import Overlay\n",
    "Overlay(\"base.bit\").download()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2: Initialize HDMI I/O"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from pynq.drivers.video import HDMI\n",
    "hdmi_out = HDMI('out')\n",
    "hdmi_out.start()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## 2. Applying OpenCV filters on Webcam input\n",
    "### Step 1: Initialize Webcam and set HDMI Out resolution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# monitor configuration: 640*480 @ 60Hz\n",
    "hdmi_out.mode(HDMI.VMODE_640x480)\n",
    "hdmi_out.start()\n",
    "# monitor (output) frame buffer size\n",
    "frame_out_w = 1920\n",
    "frame_out_h = 1080\n",
    "# camera (input) configuration\n",
    "frame_in_w = 640\n",
    "frame_in_h = 480"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2: Initialize camera from OpenCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "capture device is open: True\n"
     ]
    }
   ],
   "source": [
    "from pynq.drivers.video import Frame\n",
    "import cv2\n",
    "\n",
    "videoIn = cv2.VideoCapture(0)\n",
    "videoIn.set(cv2.CAP_PROP_FRAME_WIDTH, frame_in_w);\n",
    "videoIn.set(cv2.CAP_PROP_FRAME_HEIGHT, frame_in_h);\n",
    "print(\"capture device is open: \" + str(videoIn.isOpened()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 3: Send webcam input to HDMI output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "ret, frame_vga = videoIn.read()\n",
    "\n",
    "if (ret):\n",
    "    frame_1080p = np.zeros((1080,1920,3)).astype(np.uint8)\n",
    "    frame_1080p[0:480,0:640,:] = frame_vga[0:480,0:640,:]\n",
    "    hdmi_out.frame_raw(bytearray(frame_1080p.astype(np.int8)))\n",
    "else:\n",
    "    raise RuntimeError(\"Error while reading from camera.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 4: Edge detection \n",
    "Detecting edges on webcam input and display on HDMI out."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Frames per second: 3.4284679210538447\n",
      "Number of read errors: 0\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "frame_1080p = np.zeros((1080,1920,3)).astype(np.uint8)\n",
    "\n",
    "num_frames = 20\n",
    "readError = 0\n",
    "\n",
    "start = time.time()\n",
    "for i in range (num_frames):   \n",
    "    # read next image\n",
    "    ret, frame_vga = videoIn.read()\n",
    "    if (ret):\n",
    "        laplacian_frame = cv2.Laplacian(frame_vga, cv2.CV_8U)\n",
    "        # copy to frame buffer / show on monitor reorder RGB (HDMI = GBR)\n",
    "        frame_1080p[0:480,0:640,[0,1,2]] = laplacian_frame[0:480,0:640,[1,0,2]]\n",
    "        hdmi_out.frame_raw(bytearray(frame_1080p.astype(np.int8)))\n",
    "    else:\n",
    "        readError += 1\n",
    "end = time.time()\n",
    "\n",
    "print(\"Frames per second: \" + str((num_frames-readError) / (end - start)))\n",
    "print(\"Number of read errors: \" + str(readError))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 5: Canny edge detection\n",
    "Detecting edges on webcam input and display on HDMI out.\n",
    "\n",
    "Any edges with intensity gradient more than maxVal are sure to be edges and those below minVal are sure to be non-edges, so discarded. Those who lie between these two thresholds are classified edges or non-edges based on their connectivity. If they are connected to “sure-edge” pixels, they are considered to be part of edges. Otherwise, they are also discarded. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Frames per second: 3.210301120339909\n",
      "Number of read errors: 0\n"
     ]
    }
   ],
   "source": [
    "frame_1080p = np.zeros((1080,1920,3)).astype(np.uint8)\n",
    "\n",
    "num_frames = 20\n",
    "\n",
    "start = time.time()\n",
    "for i in range (num_frames):\n",
    "    # read next image\n",
    "    ret, frame_webcam = videoIn.read()\n",
    "    if (ret):\n",
    "        frame_canny = cv2.Canny(frame_webcam,100,110)\n",
    "        frame_1080p[0:480,0:640,0] = frame_canny[0:480,0:640]\n",
    "        frame_1080p[0:480,0:640,1] = frame_canny[0:480,0:640]\n",
    "        frame_1080p[0:480,0:640,2] = frame_canny[0:480,0:640]\n",
    "        # copy to frame buffer / show on monitor\n",
    "        hdmi_out.frame_raw(bytearray(frame_1080p.astype(np.int8)))\n",
    "    else:\n",
    "        readError += 1\n",
    "end = time.time()\n",
    "\n",
    "print(\"Frames per second: \" + str((num_frames-readError) / (end - start)))\n",
    "print(\"Number of read errors: \" + str(readError))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 6: Show results\n",
    "Now use matplotlib to show filtered webcam input inside notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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WS5YskRoT7GuZPHkyDhw4ILP2vsTV1RX5+flISkqSWx/fGs+fP8fNmzdBCMGlS5e+ev8z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z40Jv/88w/09PTQrl27Jp1H0owcORK3bt2Cq6ur2OcMHDgQioqKtDYrKyuxfz26ublBS0sLDg4O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\nBX4BvLeatirlLNwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a979950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline \n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.figure(1, figsize=(10, 10))\n",
    "frame_vga = np.zeros((480,640,3)).astype(np.uint8)\n",
    "frame_vga[0:480,0:640,0] = frame_canny[0:480,0:640]\n",
    "frame_vga[0:480,0:640,1] = frame_canny[0:480,0:640]\n",
    "frame_vga[0:480,0:640,2] = frame_canny[0:480,0:640]\n",
    "plt.imshow(frame_vga[:,:,[2,1,0]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 7: Release camera and HDMI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "videoIn.release()\n",
    "hdmi_out.stop()\n",
    "del hdmi_out"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.3+"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
