{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <div style=\"direction:rtl;text-align:right;font-family:B Lotus, B Nazanin, Tahoma\">تطبیق ویژگی‌ها -  Feature Matching</div>\n",
    "\n",
    "### <div style=\"direction:rtl;text-align:right;font-family:B Lotus, B Nazanin, Tahoma\">مبانی Brute-Force Matcher</div>\n",
    "\n",
    "<div style=\"direction:rtl;text-align:right;font-family:B Lotus, B Nazanin, Tahoma\">\n",
    "تطبیق Brute-Force از لحاظ الگوریتم واقعا ساده است. هربار یک ویژگی را از تصویر اول در نظر گرفته و  براساس فاصله‌ی توصیفگر این ویژگی از سایر توصیفگرهای متعلق به ویژگی‌های تصویر دوم نزدیکترین مطابقت ویژگی در نظر گرفته شده از تصویر اول با ویژگی تصویر دوم را پیدا می‌کند.\n",
    "<br/>\n",
    "برای تطبیق BF، ابتدا باید شی BFMatcher را با استفاده از ()cv.BFMatcher ایجاد کنیم.\n",
    "<br/>\n",
    "این شئ دو پارامتر اختیاری می گیرد:\n",
    "<br/>\n",
    "اولین مورد normType است که نحوه‌ی اندازه گیری فاصله مورد استفاده را مشخص می کند که به طور پیش فرض cv.NORM_L2 است.\n",
    "این فاصله پیش فرض برای SIFT، SURF و الگوریتمهای مشابه این روش‌ها خوب است (cv.NORM_L1 نیز وجود دارد). \n",
    "اما برای توصیفگرهای مبتنی بر رشته باینری مانند ORB، BRIEF، BRISK و غیره، باید از cv.NORM_HAMMING استفاده شود که از فاصله همینگ به عنوان اندازه گیری استفاده می کند.\n",
    "<br/>\n",
    "اگر ORB از WTA_K == 3 یا 4 استفاده می کند، باید از cv.NORM_HAMMING2 استفاده شود.\n",
    "<br/>\n",
    "پارامتر دوم متغیری به نام CrossCheck و از جنس بولین یا bool است. این متغیر به طور پیش‌فرض مقدار False دارد ولی اگر این آرگومان را True بزاریم فقط مواردی را بر میگرداند که اگر زوج مرتب (i,j) را این‌گونه در نظر بگیریم که توصیفگر i-ام از تصویر A با توصیفگر j-ام از تصویر B تطبیق پیدا کرده است، شرایط برعکس هم برایش صدق کند. یعنی این دو ویژگی با عوض کردم جای A و B بازهم باید باهم منطبق بشوند که نتایج مطمئنتری را برمیگرداند!\n",
    "<br/>\n",
    "پس از ایجاد این شئ، دو روش مهم BFMatcher.match() و BFMatcher.knnMatch() را خواهیم داشت. اولی بهترین تطبیق را برمی گرداند، درحالیکه روش دوم k بهترین انبطباق را برمی‌گرداند که k توسط کاربر مشخص می‌شود. \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img1 = cv2.imread('images/box.png',0)          # queryImage\n",
    "img2 = cv2.imread('images/box_in_scene.png',0) # trainImage\n",
    "\n",
    "# Initiate ORB detector\n",
    "orb = cv2.ORB_create()\n",
    "\n",
    "# find the keypoints and descriptors with ORB\n",
    "kp1, des1 = orb.detectAndCompute(img1,None)\n",
    "kp2, des2 = orb.detectAndCompute(img2,None)\n",
    "\n",
    "# create BFMatcher object\n",
    "bf = cv2.BFMatcher(cv2.NORM_HAMMING, crossCheck=True)\n",
    "# Match descriptors.\n",
    "matches = bf.match(des1,des2)\n",
    "# Sort them in the order of their distance.\n",
    "matches = sorted(matches, key = lambda x:x.distance)\n",
    "# Draw first 10 matches.\n",
    "img3 = cv2.drawMatches(img1,kp1,img2,kp2,matches[:10],None,flags=cv2.DrawMatchesFlags_NOT_DRAW_SINGLE_POINTS)\n",
    "plt.imshow(img3),plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <div style=\"direction:rtl;text-align:right;font-family:B Lotus, B Nazanin, Tahoma\">تطبیق Brute-Force با توصیفگرهای SIFT و تست نسبت \n",
    "</div>\n",
    "\n",
    "<div style=\"direction:rtl;text-align:right;font-family:B Lotus, B Nazanin, Tahoma\">\n",
    "این بار از BFMatcher.knnMatch() برای بدست آوردن k بهترین تطابق استفاده می کنیم. در این مثال، k=2 را می گیریم تا بتوانیم آزمون نسبتی را که D.Lowe ، نویسنده‌ی SIFT در مقاله خود توضیح داده است، اعمال کنیم.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<matplotlib.image.AxesImage at 0x22b80023700>, None)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img1 = cv2.imread('images/box.png', 0)          # queryImage\n",
    "img2 = cv2.imread('images/box_in_scene.png', 0) # trainImage\n",
    "\n",
    "# Initiate SIFT detector\n",
    "sift = cv2.SIFT_create()\n",
    "# find the keypoints and descriptors with SIFT\n",
    "kp1, des1 = sift.detectAndCompute(img1,None)\n",
    "kp2, des2 = sift.detectAndCompute(img2,None)\n",
    "\n",
    "# BFMatcher with default params\n",
    "bf = cv2.BFMatcher()\n",
    "\n",
    "matches = bf.knnMatch(des1,des2,k=2)\n",
    "\n",
    "# Apply ratio test\n",
    "good = []\n",
    "for m,n in matches:\n",
    "    if m.distance < 0.75*n.distance:\n",
    "        good.append([m])\n",
    "        \n",
    "# cv.drawMatchesKnn expects list of lists as matches.\n",
    "img3 = cv2.drawMatchesKnn(img1,kp1,img2,kp2,good,None,flags=cv2.DrawMatchesFlags_NOT_DRAW_SINGLE_POINTS)\n",
    "plt.imshow(img3),plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img1 = cv2.imread('images/arm.jpg', 0)          # queryImage\n",
    "img2 = cv2.imread('images/ketab.jpg', 0) # trainImage\n",
    "\n",
    "# Initiate SIFT detector\n",
    "sift = cv2.SIFT_create()\n",
    "# find the keypoints and descriptors with SIFT\n",
    "kp1, des1 = sift.detectAndCompute(img1,None)\n",
    "kp2, des2 = sift.detectAndCompute(img2,None)\n",
    "\n",
    "# BFMatcher with default params\n",
    "bf = cv2.BFMatcher()\n",
    "matches = bf.match(des1,des2)\n",
    "\n",
    "img3 = cv2.drawMatches(img1,kp1,img2,kp2,matches,None,flags=cv2.DrawMatchesFlags_NOT_DRAW_SINGLE_POINTS)\n",
    "\n",
    "\n",
    "matches = bf.knnMatch(des1,des2,k=2)\n",
    "\n",
    "# Apply ratio test\n",
    "good = []\n",
    "for m,n in matches:\n",
    "    if m.distance < 0.75*n.distance:\n",
    "        good.append([m])\n",
    "\n",
    "# cv.drawMatchesKnn expects list of lists as matches.\n",
    "img4 = cv2.drawMatchesKnn(img1,kp1,img2,kp2,good,None,flags=cv2.DrawMatchesFlags_NOT_DRAW_SINGLE_POINTS)\n",
    "\n",
    "\n",
    "plt.figure(figsize=[10,5])\n",
    "plt.subplot(121),plt.imshow(img3, cmap='gray'),plt.title('Simple Sift match');\n",
    "plt.subplot(122),plt.imshow(img4, cmap='gray'),plt.title('With Ratio Test');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <div style=\"direction:rtl;text-align:right;font-family:B Lotus, B Nazanin, Tahoma\">Matcher مبتنی بر FLANN \n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"direction:rtl;text-align:right;font-family:B Lotus, B Nazanin, Tahoma\">\n",
    "FLANN مخفف Fast Library for Approximate Nearest Neighbors است. این شامل مجموعه ای از الگوریتم های بهینه سازی شده برای جستجوی سریع نزدیکترین همسایه در مجموعه داده های بزرگ و برای ویژگی های ابعادی بالا است. برای مجموعه داده های بزرگ سریعتر از BFMatcher کار می کند.</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<matplotlib.image.AxesImage at 0x22bf66260d0>, None)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img1 = cv2.imread('images/arm.jpg', 0)\n",
    "img2 = cv2.imread('images/ketab.jpg', 0) \n",
    "\n",
    "# Initiate SIFT detector\n",
    "sift = cv2.SIFT_create()\n",
    "# find the keypoints and descriptors with SIFT\n",
    "kp1, des1 = sift.detectAndCompute(img1,None)\n",
    "kp2, des2 = sift.detectAndCompute(img2,None)\n",
    "\n",
    "# FLANN parameters\n",
    "FLANN_INDEX_KDTREE = 1\n",
    "index_params = dict(algorithm = FLANN_INDEX_KDTREE, trees = 5)\n",
    "search_params = dict(checks=50)   # or pass empty dictionary\n",
    "flann = cv2.FlannBasedMatcher(index_params,search_params)\n",
    "matches = flann.knnMatch(des1,des2,k=2)\n",
    "\n",
    "# Need to draw only good matches, so create a mask\n",
    "matchesMask = [[0,0] for i in range(len(matches))]\n",
    "# ratio test as per Lowe's paper\n",
    "for i,(m,n) in enumerate(matches):\n",
    "    if m.distance < 0.7*n.distance:\n",
    "        matchesMask[i]=[1,0]\n",
    "draw_params = dict(matchColor = (0,255,0),\n",
    "                   singlePointColor = (255,0,0),\n",
    "                   matchesMask = matchesMask,\n",
    "                   flags = cv2.DrawMatchesFlags_DEFAULT)\n",
    "img3 = cv2.drawMatchesKnn(img1,kp1,img2,kp2,matches,None,**draw_params)\n",
    "plt.imshow(img3,),plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read more: \n",
    "* [RANSAC](https://opencv.org/evaluating-opencvs-new-ransacs/)\n",
    "* [More about Machine Learning](https://class.vision/product/intro-to-ai-ml-deep/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://docs.opencv.org/4.x/dc/dc3/tutorial_py_matcher.html"
   ]
  }
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