{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "454512e7",
   "metadata": {},
   "source": [
    "# Template Matching"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "73b7c4b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from pathlib import Path\n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import math"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9ef9659",
   "metadata": {},
   "source": [
    "Importing the first frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ea3c3c86",
   "metadata": {},
   "outputs": [],
   "source": [
    "# --- Paths ---\n",
    "PROJECT_ROOT = Path().resolve().parent.parent\n",
    "INPUT_VIDEO_PATH = str(PROJECT_ROOT / \"data\" / \"recording_2\" / \"Recording_2.mp4\")\n",
    "CSV_POSITIONS_FILE_PATH = str(\n",
    "    PROJECT_ROOT / \"data\" / \"auxiliary_data\" / \"lane_lines\" / \"definitive_lines_2.csv\"\n",
    ")\n",
    "\n",
    "# --- Load frame ---\n",
    "frame_index = 20\n",
    "cap = cv2.VideoCapture(INPUT_VIDEO_PATH)\n",
    "cap.set(cv2.CAP_PROP_POS_FRAMES, frame_index)\n",
    "ret, frame = cap.read()\n",
    "cap.release()\n",
    "\n",
    "if not ret:\n",
    "    raise RuntimeError(\"Failed to read the frame\")\n",
    "\n",
    "height, width = frame.shape[:2]\n",
    "df = pd.read_csv(CSV_POSITIONS_FILE_PATH)\n",
    "frame_data = df.iloc[frame_index]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07aa8dd8",
   "metadata": {},
   "source": [
    "Importing the template"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "491e0121",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to display an image\n",
    "def showImage(image, title=\"Image\"):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n",
    "    plt.title(title)\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0c6ddae1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "template = cv2.imread(\n",
    "    \"intermediate_data/Template_pin_2.png\", 0\n",
    ")  # 0 for the grayscale image\n",
    "\n",
    "h, w = template.shape\n",
    "\n",
    "showImage(template, \"Template\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9605b31",
   "metadata": {},
   "source": [
    "Changing the first frame in order to delete the parts that are off the main lane"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b0b0e904",
   "metadata": {},
   "outputs": [],
   "source": [
    "# --- Helper functions ---\n",
    "def get_extended_line(x1, y1, x2, y2, img_width, img_height):\n",
    "    \"\"\"Extend a line to the image boundaries.\"\"\"\n",
    "    if x1 == x2:\n",
    "        return (x1, 0), (x2, img_height)\n",
    "\n",
    "    m = (y2 - y1) / (x2 - x1)\n",
    "    b = y1 - m * x1\n",
    "    points = []\n",
    "\n",
    "    y_left = int(m * 0 + b)\n",
    "    y_right = int(m * img_width + b)\n",
    "    if 0 <= y_left <= img_height:\n",
    "        points.append((0, y_left))\n",
    "    if 0 <= y_right <= img_height:\n",
    "        points.append((img_width, y_right))\n",
    "\n",
    "    if m != 0:\n",
    "        x_top = int((0 - b) / m)\n",
    "        x_bottom = int((img_height - b) / m)\n",
    "        if 0 <= x_top <= img_width:\n",
    "            points.append((x_top, 0))\n",
    "        if 0 <= x_bottom <= img_width:\n",
    "            points.append((x_bottom, img_height))\n",
    "\n",
    "    return points[:2] if len(points) >= 2 else ((x1, y1), (x2, y2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "eee88617",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_intersection(p1, p2, p3, p4):\n",
    "    \"\"\"Find the intersection point of two lines.\"\"\"\n",
    "    xdiff = (p1[0] - p2[0], p3[0] - p4[0])\n",
    "    ydiff = (p1[1] - p2[1], p3[1] - p4[1])\n",
    "\n",
    "    def det(a, b):\n",
    "        return a[0] * b[1] - a[1] * b[0]\n",
    "\n",
    "    div = det(xdiff, ydiff)\n",
    "    if div == 0:\n",
    "        return None\n",
    "\n",
    "    d = (det(p1, p2), det(p3, p4))\n",
    "    x = int(det(d, xdiff) / div)\n",
    "    y = int(det(d, ydiff) / div)\n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0bf96db6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# --- Extract line endpoints ---\n",
    "hx1, hy1, hx2, hy2 = map(\n",
    "    int, [frame_data[\"hx1\"], frame_data[\"hy1\"], frame_data[\"hx2\"], frame_data[\"hy2\"]]\n",
    ")\n",
    "lx1, ly1, lx2, ly2 = map(\n",
    "    int, [frame_data[\"lx1\"], frame_data[\"ly1\"], frame_data[\"lx2\"], frame_data[\"ly2\"]]\n",
    ")\n",
    "rx1, ry1, rx2, ry2 = map(\n",
    "    int, [frame_data[\"rx1\"], frame_data[\"ry1\"], frame_data[\"rx2\"], frame_data[\"ry2\"]]\n",
    ")\n",
    "\n",
    "# --- Get extended lines ---\n",
    "h_pt1, h_pt2 = get_extended_line(hx1, hy1, hx2, hy2, width, height)\n",
    "l_pt1, l_pt2 = get_extended_line(lx1, ly1, lx2, ly2, width, height)\n",
    "r_pt1, r_pt2 = get_extended_line(rx1, ry1, rx2, ry2, width, height)\n",
    "\n",
    "# --- Get triangle intersection points ---\n",
    "int1 = get_intersection(h_pt1, h_pt2, l_pt1, l_pt2)\n",
    "int2 = get_intersection(h_pt1, h_pt2, r_pt1, r_pt2)\n",
    "int3 = get_intersection(l_pt1, l_pt2, r_pt1, r_pt2)\n",
    "\n",
    "if None in [int1, int2, int3]:\n",
    "    raise ValueError(\"Could not find all three triangle points\")\n",
    "\n",
    "triangle = np.array([int1, int2, int3])\n",
    "\n",
    "# --- Create mask and apply it ---\n",
    "mask = np.zeros((height, width), dtype=np.uint8)\n",
    "cv2.drawContours(mask, [triangle], 0, 255, -1)\n",
    "\n",
    "masked_frame = cv2.bitwise_and(frame, frame, mask=mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "384db679",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "showImage(masked_frame, \"Afther removing background\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee8dd742",
   "metadata": {},
   "source": [
    "Now I want to resize the template in the best way possible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9ed9840d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distance between int1 and int2: 936.12 pixels\n",
      "Original template size: 48 146\n",
      "Scaling factors -> fx: 1.0 fy: 1.0\n",
      "New template size: 48 146\n"
     ]
    }
   ],
   "source": [
    "# Compute Euclidean distance between int1 and int2\n",
    "distance = math.hypot(int2[0] - int1[0], int2[1] - int1[1])\n",
    "print(f\"Distance between int1 and int2: {distance:.2f} pixels\")\n",
    "\n",
    "real_length_px = 936.1  # in pixels\n",
    "real_length_cm = 1066  # real-world equivalent\n",
    "\n",
    "new_h = int((h * distance) / (real_length_px))\n",
    "new_w = int((w * distance) / (real_length_px))\n",
    "\n",
    "fx = new_w / w\n",
    "fy = new_h / h\n",
    "\n",
    "template = cv2.resize(template, (0, 0), fx=fx, fy=fy)\n",
    "\n",
    "print(\"Original template size:\", w, h)\n",
    "print(\"Scaling factors -> fx:\", fx, \"fy:\", fy)\n",
    "print(\"New template size:\", new_w, new_h)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0999de4f",
   "metadata": {},
   "source": [
    "Applying the Template Matching methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2643cafe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1173, 362) (1146, 306)\n",
      "(1173, 456) (1146, 307)\n",
      "(1378, 348) (1145, 395)\n",
      "(513, 787) (1146, 307)\n",
      "(1146, 307) (1473, 852)\n",
      "(1146, 307) (0, 0)\n"
     ]
    }
   ],
   "source": [
    "masked_frame = cv2.cvtColor(masked_frame, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# Methods for doing Template Matching\n",
    "methods = [\n",
    "    cv2.TM_CCOEFF,\n",
    "    cv2.TM_CCOEFF_NORMED,\n",
    "    cv2.TM_CCORR,\n",
    "    cv2.TM_CCORR_NORMED,\n",
    "    cv2.TM_SQDIFF,\n",
    "    cv2.TM_SQDIFF_NORMED,\n",
    "]\n",
    "\n",
    "# I try all methods to see which is the best for my case\n",
    "for method in methods:\n",
    "    img = masked_frame.copy()\n",
    "\n",
    "    result = cv2.matchTemplate(\n",
    "        img, template, method\n",
    "    )  # This performs Convolution, the output will be (Width - w + 1, Height - h + 1)\n",
    "    min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(\n",
    "        result\n",
    "    )  # This returns min, max values, min, max locations\n",
    "\n",
    "    print(min_loc, max_loc)\n",
    "\n",
    "    if method in [\n",
    "        cv2.TM_SQDIFF,\n",
    "        cv2.TM_SQDIFF_NORMED,\n",
    "    ]:  # Here we want the minimum locations\n",
    "        location = min_loc\n",
    "    else:\n",
    "        location = max_loc\n",
    "\n",
    "    bottom_right = (location[0] + new_w, location[1] + new_h)\n",
    "    cv2.rectangle(img, location, bottom_right, 255, 8)\n",
    "    cv2.imshow(\"Match\", img)\n",
    "    cv2.waitKey(0)  # Press any key to switch the image between different methods used\n",
    "    cv2.destroyAllWindows()"
   ]
  }
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