s470623-wko/wko-02.ipynb

2140 lines
1.7 MiB

{
"cells": [
{
"cell_type": "markdown",
"id": "46f39503",
"metadata": {
"id": "46f39503"
},
"source": [
"![Logo 1](img/aitech-logotyp-1.jpg)\n",
"<div class=\"alert alert-block alert-info\">\n",
"<h1> Widzenie komputerowe </h1>\n",
"<h2> 02. <i>Operacje binarne na obrazach</i> [laboratoria]</h2> \n",
"<h3>Andrzej Wójtowicz (2021)</h3>\n",
"</div>\n",
"\n",
"![Logo 2](img/aitech-logotyp-2.jpg)"
]
},
{
"cell_type": "markdown",
"id": "c8f8f691",
"metadata": {
"id": "c8f8f691"
},
"source": [
"# Progowanie\n",
"\n",
"Podczas pracy z obrazami często potrzebne jest operowanie na obrazach, które przyjmują tylko dwie skrajne wartości. Po operacji tzw. progowania (ang. *thresholding*) na obrazie będziemy mieli piksele czarne o wartości 0 lub białe o wartości 255 (lub 1, w zależności od tego na jakim typie danych i w jakiej dziedzinie operujemy).\n",
"\n",
"Na początku załadujmy niezbędne biblioteki."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0ddcac8e",
"metadata": {
"executionInfo": {
"elapsed": 656,
"status": "ok",
"timestamp": 1668431434742,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "0ddcac8e"
},
"outputs": [],
"source": [
"import cv2 as cv\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2vj-kIAEQ5ud",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 18463,
"status": "ok",
"timestamp": 1668431474720,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "2vj-kIAEQ5ud",
"outputId": "4e6b17fc-6b41-43aa-de0c-32b8e65b65f0"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mounted at /content/drive\n",
"/content/drive/My Drive/aitech-wko-pub\n"
]
}
],
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')\n",
"%cd /content/drive/My Drive/aitech-wko-pub"
]
},
{
"cell_type": "markdown",
"id": "89072615",
"metadata": {
"id": "89072615"
},
"source": [
"Podczas tych zajęć skupimy się na ręcznym progowaniu. Jeśli dla obrazu w skali odcieni szarości chcielibyśmy w naszym kodzie uzyskać obraz binarny, to moglibyśmy hipotetycznie wybrać jedną z trzech opcji:\n",
"\n",
"1. przejść w pętli po wszystkich pikselach, sprawdzić czy wartość danego piksela jest mniejsza od wybranej wartości progowej i na tej podstawie ustawić nowy piksel jako czarny lub biały,\n",
"2. użyć biblioteki *NumPy* (i przy pomocy wektoryzacji stworzyć macierz binarną),\n",
"3. użyć biblioteki *OpenCV*.\n",
"\n",
"W tym miejscu nie będziemy co prawda robili eksperymentu, jednak co do zasady mając do wyboru gotowe zoptymalizowane biblioteki, zdecydowanie *nie* powinniśmy implementować algorytmów od podstaw (no chyba że podczas zajęć uczymy się mechaniki danych algorytmów; na produkcji raczej będziemy preferowali gotowe rozwiązania). Różnica w wydajności między naiwną ręczną implementacją a użyciem gotowej biblioteki może być, lekko licząc, kilkudziesięciokrotna.\n",
"\n",
"Wykorzystajmy na początek funkcję [`cv2.threshold()`](https://docs.opencv.org/4.5.3/d7/d1b/group__imgproc__misc.html#gae8a4a146d1ca78c626a53577199e9c57) do zwykłego progowania z progiem ustalonym na 100:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6bf564d2",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 318
},
"executionInfo": {
"elapsed": 2556,
"status": "ok",
"timestamp": 1668431641196,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "6bf564d2",
"outputId": "d0ca06fd-083a-4309-d38a-50a4871fc4a6"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img = cv.imread(\"img/lena.png\", cv.IMREAD_GRAYSCALE)\n",
"_, img_bin = cv.threshold(img, 100, 255, cv.THRESH_BINARY)\n",
"\n",
"plt.figure(figsize=[10,10])\n",
"plt.subplot(121) \n",
"plt.imshow(img, cmap='gray')\n",
"plt.title(\"Grayscale\")\n",
"plt.subplot(122)\n",
"plt.imshow(img_bin, cmap='gray')\n",
"plt.title(\"Binary\");"
]
},
{
"cell_type": "markdown",
"id": "795796a4",
"metadata": {
"id": "795796a4"
},
"source": [
"Istnieją również [inne metody ręcznego progowania](https://docs.opencv.org/4.5.3/d7/d1b/group__imgproc__misc.html#gaa9e58d2860d4afa658ef70a9b1115576), które np. przycinają wartości do progu (w dokumentacji znajdują się wzory i przykładowe wykresy opisujące poszczególne typy operacji). Poniżej możemy zobaczyć wynik dla tych operacji:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f4c60175",
"metadata": {
"id": "f4c60175"
},
"outputs": [],
"source": [
"_, img_bin = cv.threshold(img, 100, 255, cv.THRESH_BINARY)\n",
"_, img_bin_inv = cv.threshold(img, 100, 255, cv.THRESH_BINARY_INV)\n",
"_, img_trunc = cv.threshold(img, 100, 255, cv.THRESH_TRUNC)\n",
"_, img_to_zero = cv.threshold(img, 100, 255, cv.THRESH_TOZERO)\n",
"_, img_to_zero_inv = cv.threshold(img, 100, 255, cv.THRESH_TOZERO_INV)\n",
"\n",
"images = (img, img_bin, img_bin_inv, img_trunc, img_to_zero, img_to_zero_inv)\n",
"titles = (\"Grayscale\", \"Binary\", \"Binary Inverse\", \"Truncate\", \"To Zero\", \"To Zero Inverse\")\n",
"\n",
"plt.figure(figsize=[15,10])\n",
"\n",
"for i, (image, title) in enumerate(zip(images, titles)):\n",
" plt.subplot(231+i)\n",
" plt.imshow(image, cmap='gray')\n",
" plt.title(title)\n",
" plt.colorbar()"
]
},
{
"cell_type": "markdown",
"id": "880d9cd6",
"metadata": {
"id": "880d9cd6"
},
"source": [
"Spójrzmy na słupki z zakresami wartości. Możemy zauważyć, że dla poszczególnych obrazów wartości minimalne i maksymalne biblioteka Matplotlib automatycznie przeskalowała do skrajnych wartości dla bieli i czerni. Aby na etapie wyświetlania usunąć to przekłamanie, musimy nieco zmienić funkcję `matplotlib.pyplot.imshow()` podając prawdziwe zakresy wartości:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2e63a031",
"metadata": {
"id": "2e63a031"
},
"outputs": [],
"source": [
"plt.figure(figsize=[15,10])\n",
"\n",
"for i, (image, title) in enumerate(zip(images, titles)):\n",
" plt.subplot(231+i)\n",
" plt.imshow(image, cmap='gray', vmin=0, vmax=255)\n",
" plt.title(title)\n",
" plt.colorbar()"
]
},
{
"cell_type": "markdown",
"id": "462814e3",
"metadata": {
"id": "462814e3"
},
"source": [
"## Operacje morfologiczne\n",
"\n",
"Morfologia matematyczna jest narzędziem, które pozwala m.in. na uzupełnianie ubytków w uszkodzonych/zniekształconych obrazach lub wyciszanie (a czasem i usuwanie) prostych kształtów. Na początku omówimy proste operacje typu erozja i dylacja, a następnie ich złożenie. Dodajmy, że operacje te działają zasadniczo na wszystkich typach obrazów (nie tylko binarnych)."
]
},
{
"cell_type": "markdown",
"id": "b03f9b25",
"metadata": {
"id": "b03f9b25"
},
"source": [
"### Element strukturyzujący, erozja i dylacja\n",
"\n",
"Na początku będziemy potrzebowali tzw. element strukturyzujący. Jest to binarna maska (mała macierz), najczęściej o nieparzystym wymiarze i zawierająca jakiś prosty, regularny kształt. Kształt ten może być dowolny, jednak w praktyce wykorzystywanych jest [kilka standardowych](https://docs.opencv.org/4.5.3/d4/d86/group__imgproc__filter.html#gac2db39b56866583a95a5680313c314ad). Do łatwego uzyskania elementu użyjemy funkcji [`cv.getStructuringElement()`](https://docs.opencv.org/4.5.3/d4/d86/group__imgproc__filter.html#gac342a1bb6eabf6f55c803b09268e36dc)."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a3f15b79",
"metadata": {
"id": "a3f15b79"
},
"outputs": [],
"source": [
"kernel_ellipse = cv.getStructuringElement(cv.MORPH_ELLIPSE, (7, 7))\n",
"plt.imshow(kernel_ellipse, cmap='gray');"
]
},
{
"cell_type": "markdown",
"id": "19fc2684",
"metadata": {
"id": "19fc2684"
},
"source": [
"No, powiedzmy, że jest to elipsa ;) Tutaj użyliśmy dość dużego elementu o wymariach 7 na 7, jednak w praktyce może być on mniejszy.\n",
"\n",
"W jaki sposób możemy wykorzystać taki element strukturyzujący? Element strutkruryzujący jest maską binarną, którą możemy *przyłożyć* dla każdego piksela jakiegoś obrazu (najczęściej przykłada się go centralnie do piksela). Białe piksele maski mówią nam które sąsiadujące piksele powinniśmy wziąć w danym momencie pod uwagę. Mając wartości tych pikseli, możemy policzyć ich wartość minimalną (erozja) lub maksymalną (dylacja) i ustawić w nowym obrazie na współrzędznych danego piksela. Wykorzystuje się tutaj odpowiednio funkcje [`cv.erode()`](https://docs.opencv.org/4.5.3/d4/d86/group__imgproc__filter.html#gaeb1e0c1033e3f6b891a25d0511362aeb) i [`cv.dilate()`](https://docs.opencv.org/4.5.3/d4/d86/group__imgproc__filter.html#ga4ff0f3318642c4f469d0e11f242f3b6c). Poniżej możemy zobaczyć działanie na klasycznym przykładzie z monetami:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "45748934",
"metadata": {
"id": "45748934"
},
"outputs": [],
"source": [
"coins = cv.imread(\"img/coins.png\", cv.IMREAD_GRAYSCALE)\n",
"_, coins_bin = cv.threshold(coins, 125, 255, cv.THRESH_BINARY)\n",
"\n",
"coins_eroded = cv.erode(coins_bin, kernel_ellipse, iterations=1)\n",
"coins_dilated = cv.dilate(coins_bin, kernel_ellipse, iterations=1)\n",
"\n",
"plt.figure(figsize=[10,8])\n",
"plt.subplot(221)\n",
"plt.imshow(coins, cmap='gray')\n",
"plt.title(\"Grayscale\")\n",
"plt.subplot(222)\n",
"plt.imshow(coins_bin, cmap='gray')\n",
"plt.title(\"Binary\")\n",
"plt.subplot(223)\n",
"plt.imshow(coins_eroded, cmap='gray')\n",
"plt.title(\"Eroded\")\n",
"plt.subplot(224)\n",
"plt.imshow(coins_dilated, cmap='gray')\n",
"plt.title(\"Dilated\");"
]
},
{
"cell_type": "markdown",
"id": "8353e60e",
"metadata": {
"id": "8353e60e"
},
"source": [
"Możemy zauważyć, że zastosowanie erozji spowodowało wypełnienie w większym lub mniejszym stopniu dziur w zbinaryzowanych monetach. Z kolei dylacja spowodowała prawie zaniknięcie obrazu. Użyliśmy tutaj jednej iteracji, jednak możliwe jest kilkukrotne wykonanie erozji lub dylacji.\n",
"\n",
"Poniżej możemy zobaczyć, że erozja i dylacja są w pewien sposób komplementarne:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8ca44988",
"metadata": {
"id": "8ca44988"
},
"outputs": [],
"source": [
"coins = cv.imread(\"img/coins.png\", cv.IMREAD_GRAYSCALE)\n",
"_, coins_bin = cv.threshold(coins, 125, 255, cv.THRESH_BINARY_INV)\n",
"\n",
"coins_eroded = cv.erode(coins_bin, kernel_ellipse, iterations=1)\n",
"coins_dilated = cv.dilate(coins_bin, kernel_ellipse, iterations=1)\n",
"\n",
"plt.figure(figsize=[10,8])\n",
"plt.subplot(221)\n",
"plt.imshow(coins, cmap='gray')\n",
"plt.title(\"Grayscale\")\n",
"plt.subplot(222)\n",
"plt.imshow(coins_bin, cmap='gray')\n",
"plt.title(\"Binary\")\n",
"plt.subplot(223)\n",
"plt.imshow(coins_eroded, cmap='gray')\n",
"plt.title(\"Eroded\")\n",
"plt.subplot(224)\n",
"plt.imshow(coins_dilated, cmap='gray')\n",
"plt.title(\"Dilated\");"
]
},
{
"cell_type": "markdown",
"id": "7fb63be6",
"metadata": {
"id": "7fb63be6"
},
"source": [
"Element strukturyzujący w kształcie elipsy całkiem dobrze zadziałał w przypadku usunięcia dziur w owalnych kształtach. Z drugiej strony musimy być świadomi, że inne, arbitralne kształty mogą być przydatne w specjalnych zastosowaniach (np. pionowe lub ukośne linie/kreski)."
]
},
{
"cell_type": "markdown",
"id": "57e6d811",
"metadata": {
"id": "57e6d811"
},
"source": [
"### Otwarcie i zamknięcie\n",
"\n",
"Złożenie operacji dylacji i erozji może posłużyć np. do uzupełnienia przerw między kształtami lub wyciszenia drobnych szumów. Tzw. *otwarcie* dotyczy erozji, po której następuje dylacja, co w konsekwencji usuwa białe plamy i przerwy. Z kolei tzw. *zamknięcie* to dylacja, po której następuje erozja, i taka operacja usuwa czarne plamy i przerwy. Jeśli interesuje nas wypełnienie przerw, to takie złożenia operacji nie będą powodowały *rozrastania* obiektów. Użyjemy tutaj funkcji [`cv.morphologyEx()`](https://docs.opencv.org/4.5.3/d4/d86/group__imgproc__filter.html#ga67493776e3ad1a3df63883829375201f)."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ed726508",
"metadata": {
"id": "ed726508"
},
"outputs": [],
"source": [
"coins_opened = cv.morphologyEx(coins_bin, cv.MORPH_OPEN, kernel_ellipse, iterations=1)\n",
"\n",
"plt.figure(figsize=[10,10])\n",
"\n",
"plt.subplot(121)\n",
"plt.imshow(coins_bin, cmap='gray')\n",
"plt.title(\"Binary\")\n",
"plt.subplot(122)\n",
"plt.imshow(coins_opened, cmap='gray')\n",
"plt.title(\"Opening\");"
]
},
{
"cell_type": "markdown",
"id": "70a4d3ed",
"metadata": {
"id": "70a4d3ed"
},
"source": [
"### Zadanie 1\n",
"\n",
"Wczytaj obraz `text_no_ocr.png`, który zawiera fragment starych notatek (z przedmiotu \"E-gospodarka\" dra Michała Rena) posiadających zabezpieczenie przed dalszym przetwarzaniem. Spróbuj usunąć niechciane kształty (wynik nie musi być dokładny - może uzyskasz lepszy efekt?)."
]
},
{
"cell_type": "code",
"execution_count": 94,
"id": "334ef7c2",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"executionInfo": {
"elapsed": 1440,
"status": "ok",
"timestamp": 1668435234627,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "334ef7c2",
"outputId": "47e5c142-ecee-4dc4-ac42-b181ea4790ee"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
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},
{
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"\"\\nkernel_ellipse = cv.getStructuringElement(cv.MORPH_ELLIPSE, (3, 3))\\ncoins_eroded = cv.erode(gray, kernel_ellipse, iterations=1)\\ncoins_dilated = cv.dilate(coins_eroded, kernel_ellipse, iterations=1)\\n#_, img_bin = cv.threshold(image, 200, 255, cv.THRESH_BINARY)\\n\\nedges = cv.Canny(coins_dilated, 50, 150, apertureSize=3)\\n\\nlines = cv.HoughLinesP(\\n edges, # Input edge image\\n 1, # Distance resolution in pixels\\n np.pi/180, # Angle resolution in radians\\n threshold=100, # Min number of votes for valid line\\n minLineLength=50, # Min allowed length of line\\n maxLineGap=2 # Max allowed gap between line for joining them\\n )\\n\\nfor points in lines:\\n x1,y1,x2,y2=points[0]\\n cv.line(image,(x1,y1),(x2,y2),(255,255,255),2)\\n\\n#cnts = cv.findContours(detected_lines, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\\n#for c in contours:\\n# cv.drawContours(image, [c], -1, (255,255,255), 2)\\n\\nplt.axis('off')\\nplt.imshow(image)\""
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"image = cv.imread(\"img/text_no_ocr.png\", cv.IMREAD_COLOR)\n",
"image = cv.cvtColor(image, cv.COLOR_BGR2GRAY)\n",
"#coins = cv.imread(\"img/coins.png\", cv.IMREAD_GRAYSCALE)\n",
"#_, coins_bin = cv.threshold(coins, 125, 255, cv.THRESH_BINARY_INV)\n",
"\n",
"#kernel_ellipse = cv.getStructuringElement(cv.MORPH_ELLIPSE, (6, 6))\n",
"#coins_eroded = cv.erode(gray, kernel_ellipse, iterations=1)\n",
"#coins_dilated = cv.dilate(coins_eroded, kernel_ellipse, iterations=1)\n",
"\n",
"_, img_bin = cv.threshold(image, 0, 1, cv.THRESH_BINARY)\n",
"\n",
"\n",
"plt.figure(figsize=[10,10])\n",
"plt.subplot(121) \n",
"plt.imshow(image, cmap='gray')\n",
"plt.title(\"Grayscale\")\n",
"plt.subplot(122)\n",
"plt.imshow(img_bin, cmap='gray')\n",
"plt.title(\"Cleared\");\n",
"\n",
"\n",
"img = cv.imread(\"img/text_no_ocr.png\", cv.IMREAD_GRAYSCALE)\n",
"_, img_bin = cv.threshold(img, 254, 255, cv.THRESH_BINARY)\n",
"\n",
"hist = cv.calcHist([img], [0], None, [256], [0, 256])\n",
"print(hist)\n",
"\n",
"plt.figure()\n",
"plt.axis(\"off\")\n",
"plt.imshow(cv.cvtColor(img, cv.COLOR_GRAY2RGB))\n",
"# plot the histogram\n",
"plt.figure()\n",
"plt.title(\"Grayscale Histogram\")\n",
"plt.xlabel(\"Bins\")\n",
"plt.ylabel(\"# of Pixels\")\n",
"plt.plot(hist)\n",
"plt.xlim([0, 256])\n",
"'''\n",
"kernel_ellipse = cv.getStructuringElement(cv.MORPH_ELLIPSE, (3, 3))\n",
"coins_eroded = cv.erode(gray, kernel_ellipse, iterations=1)\n",
"coins_dilated = cv.dilate(coins_eroded, kernel_ellipse, iterations=1)\n",
"#_, img_bin = cv.threshold(image, 200, 255, cv.THRESH_BINARY)\n",
"\n",
"edges = cv.Canny(coins_dilated, 50, 150, apertureSize=3)\n",
"\n",
"lines = cv.HoughLinesP(\n",
" edges, # Input edge image\n",
" 1, # Distance resolution in pixels\n",
" np.pi/180, # Angle resolution in radians\n",
" threshold=100, # Min number of votes for valid line\n",
" minLineLength=50, # Min allowed length of line\n",
" maxLineGap=2 # Max allowed gap between line for joining them\n",
" )\n",
"\n",
"for points in lines:\n",
" x1,y1,x2,y2=points[0]\n",
" cv.line(image,(x1,y1),(x2,y2),(255,255,255),2)\n",
"\n",
"#cnts = cv.findContours(detected_lines, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n",
"#for c in contours:\n",
"# cv.drawContours(image, [c], -1, (255,255,255), 2)\n",
"\n",
"plt.axis('off')\n",
"plt.imshow(image)'''"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "xJDQHKGxE2NK",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 19111,
"status": "ok",
"timestamp": 1666023152005,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -120
},
"id": "xJDQHKGxE2NK",
"outputId": "309b522e-1f71-4ad6-a006-097380941eb3"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mounted at /content/drive\n",
"/content/drive/My Drive/aitech-wko-pub\n"
]
}
],
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')\n",
"%cd /content/drive/My Drive/aitech-wko-pub"
]
},
{
"cell_type": "markdown",
"id": "702de10a",
"metadata": {
"id": "702de10a"
},
"source": [
"![Przykładowy wynik](img/text_no_ocr_sample_result.png)"
]
},
{
"cell_type": "markdown",
"id": "9aa0c742",
"metadata": {
"id": "9aa0c742"
},
"source": [
"## Analiza połączonych komponentów\n",
"\n",
"Jeśli na naszym obrazie binarnym posiadamy zwarte grupy obiektów, to możemy im nadać etykiety i je policzyć. Na poniższym zdjęciu możemy policzyć litery napisu:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "88183615",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 242
},
"executionInfo": {
"elapsed": 1121,
"status": "ok",
"timestamp": 1668432394606,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "88183615",
"outputId": "b2746d54-d2c7-4f27-e572-c7ec74f702ef"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"bologna = cv.imread(\"img/bologna.png\", cv.IMREAD_GRAYSCALE)\n",
"_, bologna_bin = cv.threshold(bologna, 127, 255, cv.THRESH_BINARY)\n",
"\n",
"plt.figure(figsize=[10,5])\n",
"\n",
"plt.imshow(bologna_bin, cmap='gray');"
]
},
{
"cell_type": "markdown",
"id": "9fda42a9",
"metadata": {
"id": "9fda42a9"
},
"source": [
"Do nadania etykiet użyjemy funkcji [`cv.connectedComponents()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#gaedef8c7340499ca391d459122e51bef5):"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "d98a9973",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 313
},
"executionInfo": {
"elapsed": 1176,
"status": "ok",
"timestamp": 1668432398142,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "d98a9973",
"outputId": "911d9a3b-19ac-4fe0-a4f0-13d79212e609"
},
"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": [
"_, bologna_labels = cv.connectedComponents(bologna_bin)\n",
"\n",
"plt.figure(figsize=[10,5])\n",
"\n",
"plt.imshow(bologna_labels, cmap='gray')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"id": "fccd4605",
"metadata": {
"id": "fccd4605"
},
"source": [
"Zauważmy, że wynikowy obraz ma 8 etykiet, gdzie 0 oznacza tło, a kolejne siedem są przypisane do poszczególnych liter. Możemy wyświetlić poszczególne fragmenty obrazu dotyczące danej etykiety:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "0754cee5",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 400
},
"executionInfo": {
"elapsed": 3705,
"status": "ok",
"timestamp": 1668432415512,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "0754cee5",
"outputId": "094d3518-d6df-49a9-b2fd-86d7ac947600"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x504 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"bologna_n = bologna_labels.max()\n",
"\n",
"plt.figure(figsize=[12,7])\n",
"\n",
"for i in range(bologna_n+1):\n",
" plt.subplot(331+i)\n",
" plt.imshow(bologna_labels==i, cmap='gray')\n",
" plt.title(f\"Label: {i}\")"
]
},
{
"cell_type": "markdown",
"id": "1a63dd4c",
"metadata": {
"id": "1a63dd4c"
},
"source": [
"Do wygodnego wyświetlenia pokolorowanych etykiet możemy użyć map kolorów. Pracując z biblioteką Matplotlib możemy wyświetlić taki obraz wprost i użyć ew. odpowiedniej [mapy kolorów](https://matplotlib.org/stable/tutorials/colors/colormaps.html), np.:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "2b02eb5f",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 313
},
"executionInfo": {
"elapsed": 2178,
"status": "ok",
"timestamp": 1668432422835,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "2b02eb5f",
"outputId": "259c869e-0b71-40a5-cab1-03cc7a096153"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1224x360 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[17,5])\n",
"\n",
"plt.subplot(131)\n",
"plt.imshow(bologna_labels)\n",
"plt.title(\"Default\")\n",
"plt.colorbar()\n",
"plt.subplot(132)\n",
"plt.imshow(bologna_labels, cmap='gray')\n",
"plt.colorbar()\n",
"plt.title(\"Gray\")\n",
"plt.subplot(133)\n",
"plt.imshow(bologna_labels, cmap='inferno')\n",
"plt.colorbar()\n",
"plt.title(\"Inferno\");"
]
},
{
"cell_type": "markdown",
"id": "e37f716a",
"metadata": {
"id": "e37f716a"
},
"source": [
"Biblioteka OpenCV również posiada obsługę map kolorów, co może być pomocne gdybyśmy chcieli np. wyeksportować obraz. Na początku możemy przekonwertować obraz do przedziału `[0; 255]` (znajdujemy minimalną i maksymalną wartość przy pomocy [`cv.minMaxLoc()`](https://docs.opencv.org/4.5.3/d2/de8/group__core__array.html#gab473bf2eb6d14ff97e89b355dac20707)), a następnie używamy funkcji [`cv.applyColorMap()`](https://docs.opencv.org/4.5.3/d3/d50/group__imgproc__colormap.html#gadf478a5e5ff49d8aa24e726ea6f65d15) podając wybraną [mapę](https://docs.opencv.org/4.5.3/d3/d50/group__imgproc__colormap.html#ga9a805d8262bcbe273f16be9ea2055a65) i otrzymując obraz BGR, np.:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "91f86157",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 178
},
"executionInfo": {
"elapsed": 512,
"status": "ok",
"timestamp": 1668432430152,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "91f86157",
"outputId": "dbef439c-e166-419c-b9dd-d7774c613c54"
},
"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"
}
],
"source": [
"val_min, val_max, _, _ = cv.minMaxLoc(bologna_labels)\n",
"bologna_labels_norm = 255 * (bologna_labels - val_min)/(val_max - val_min)\n",
"bologna_labels_norm = np.uint8(bologna_labels_norm)\n",
"\n",
"bologna_labels_turbo = cv.applyColorMap(bologna_labels_norm, cv.COLORMAP_TURBO)\n",
"plt.imshow(bologna_labels_turbo[:,:,::-1])\n",
"plt.title(\"Turbo\");"
]
},
{
"cell_type": "markdown",
"id": "6dac2bf4",
"metadata": {
"id": "6dac2bf4"
},
"source": [
"## Kontury"
]
},
{
"cell_type": "markdown",
"id": "046e4cfe",
"metadata": {
"id": "046e4cfe"
},
"source": [
"W widzeniu komputerowym bardzo często chcemy nie tylko znaleźć pewne obiekty, ale również zaznaczyć ich obrys (kontury). Poniżej znajduje się kilka przykładów - będziemy co prawda działali na obrazie w skali odcieni szarości, aczkolwiek w pewnych zastosowaniach lepsze efekty dałaby praca na obrazie czarno-białym."
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "a785f7ff",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 277
},
"executionInfo": {
"elapsed": 1365,
"status": "ok",
"timestamp": 1668432439228,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "a785f7ff",
"outputId": "8247b5a1-2394-4a0d-b83d-4d98565fb081"
},
"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": [
"shapes = cv.imread(\"img/shapes.png\", cv.IMREAD_COLOR)\n",
"shapes_gray = cv.cvtColor(shapes, cv.COLOR_BGR2GRAY)\n",
"\n",
"plt.figure(figsize=[10,5])\n",
"\n",
"plt.subplot(121)\n",
"plt.imshow(shapes[:,:,::-1])\n",
"plt.title(\"Original\")\n",
"plt.subplot(122)\n",
"plt.imshow(shapes_gray, cmap='gray')\n",
"plt.title(\"Grayscale\");"
]
},
{
"cell_type": "markdown",
"id": "fe0024db",
"metadata": {
"id": "fe0024db"
},
"source": [
"Przy pomocy [`cv.findContours()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#gadf1ad6a0b82947fa1fe3c3d497f260e0) uzyskujemy kontury obiektów oraz opcjonalną macierz opisującą ich hierarchię. Drugi parametr funkcji opisuje [sposób wyznaczania konturów](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga819779b9857cc2f8601e6526a3a5bc71), a trzeci [algorytm aproksymacji konturów](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga4303f45752694956374734a03c54d5ff)."
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "b6b7b6fd",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 391,
"status": "ok",
"timestamp": 1668432455350,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "b6b7b6fd",
"outputId": "b96d0614-f14b-4774-cd6c-742aa992e67e"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No. of contours: 11\n"
]
}
],
"source": [
"shapes_contours, _ = cv.findContours(shapes_gray, cv.RETR_LIST, cv.CHAIN_APPROX_SIMPLE)\n",
"print(f\"No. of contours: {len(shapes_contours)}\")"
]
},
{
"cell_type": "markdown",
"id": "8fb4fa32",
"metadata": {
"id": "8fb4fa32"
},
"source": [
"Przy pomocy [`cv.drawContours()`](https://docs.opencv.org/4.5.3/d6/d6e/group__imgproc__draw.html#ga746c0625f1781f1ffc9056259103edbc) możemy nanieść kontury na obraz. Zauważmy, że mamy tutaj oznaczone zewnętrzne i wewnętrzne kontury:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "eb7fe829",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 323
},
"executionInfo": {
"elapsed": 663,
"status": "ok",
"timestamp": 1668432458504,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "eb7fe829",
"outputId": "691ccdbb-a79c-41a9-c390-d87545bd880c"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shapes_with_contours = shapes.copy()\n",
"\n",
"cv.drawContours(shapes_with_contours, shapes_contours, -1, (255,255,0), 2)\n",
"\n",
"plt.figure(figsize=[10,5])\n",
"plt.imshow(shapes_with_contours[:,:,::-1]);"
]
},
{
"cell_type": "markdown",
"id": "bbe70d91",
"metadata": {
"id": "bbe70d91"
},
"source": [
"Możemy również ograniczyć się tylko do zewnętrznych konturów (parametr `cv.RETR_EXTERNAL`):"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "dfab04dc",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 340
},
"executionInfo": {
"elapsed": 876,
"status": "ok",
"timestamp": 1668432464504,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "dfab04dc",
"outputId": "00c5ba6e-a41a-4b98-dc69-e358a023756a"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No. of contours: 9\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shapes_contours, _ = cv.findContours(shapes_gray, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n",
"print(f\"No. of contours: {len(shapes_contours)}\")\n",
"shapes_with_contours = shapes.copy()\n",
"\n",
"cv.drawContours(shapes_with_contours, shapes_contours, -1, (255,255,0), 2)\n",
"\n",
"plt.figure(figsize=[10,5])\n",
"plt.imshow(shapes_with_contours[:,:,::-1]);"
]
},
{
"cell_type": "markdown",
"id": "0e0a0799",
"metadata": {
"id": "0e0a0799"
},
"source": [
"Poniżej mamy zaznaczony obrys konturu wybranego obiektu, np. o indeksie 5:"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "5756eaeb",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 323
},
"executionInfo": {
"elapsed": 362,
"status": "ok",
"timestamp": 1668432472716,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "5756eaeb",
"outputId": "e8ee591c-c3a0-406d-cc1f-c2f76d85be9a"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shapes_with_contours = shapes.copy()\n",
"\n",
"cv.drawContours(shapes_with_contours, shapes_contours, 5, (255,255,0), 2)\n",
"\n",
"plt.figure(figsize=[10,5])\n",
"plt.imshow(shapes_with_contours[:,:,::-1]);"
]
},
{
"cell_type": "markdown",
"id": "05e6211d",
"metadata": {
"id": "05e6211d"
},
"source": [
"Poniżej możemy zobaczyć jak przy pomocy tzw. [momentów](https://en.wikipedia.org/wiki/Image_moment) są wyliczane środki ciężkości poszczególnych konturów. Każdy kontur jest również opisany żółtą etykietą liczbową, ale w związku z tym, że czasem mamy kontur zewnętrzny i wewnętrzny blisko siebie, to niektóre etykiety nakładają się na siebie. Dodatkowo, tym razem kontury wykryjemy z informacją o drzewiastej hierarchii (parametr `cv.RETR_TREE`, za chwilę opiszemy co tam się znajduje)."
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "2315e142",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 323
},
"executionInfo": {
"elapsed": 615,
"status": "ok",
"timestamp": 1668432478180,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "2315e142",
"outputId": "fb80d4c6-4655-4d5b-92c1-6a8ca10fea6c"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shapes_contours, shapes_hierarchy = cv.findContours(shapes_gray, cv.RETR_TREE, cv.CHAIN_APPROX_SIMPLE)\n",
"shapes_with_contours = shapes.copy()\n",
"\n",
"cv.drawContours(shapes_with_contours, shapes_contours, -1, (255,255,0), 2)\n",
"\n",
"for idx, contour in enumerate(shapes_contours):\n",
" M = cv.moments(contour)\n",
" x = int(round(M[\"m10\"]/M[\"m00\"]))\n",
" y = int(round(M[\"m01\"]/M[\"m00\"]))\n",
" \n",
" cv.circle(shapes_with_contours, (x,y), 5, (255,255,255), -1)\n",
" cv.putText(shapes_with_contours, str(idx), (x+10, y+10), cv.FONT_HERSHEY_SIMPLEX, 1, (0, 200, 255), 2)\n",
" \n",
"plt.figure(figsize=[10,5])\n",
"plt.imshow(shapes_with_contours[:,:,::-1]);"
]
},
{
"cell_type": "markdown",
"id": "07e0820a",
"metadata": {
"id": "07e0820a"
},
"source": [
"W zmiennej `shapes_hierarchy` mamy macierz opisującą hierarchię konturów. Dla każdego wiersza (konturu) kolejne kolumny opisują odpowiednio: indeks następnego konturu, indeks poprzedniego konturu, indeks pierwszego dziecka oraz indeks rodzica (wartość ujemna oznacza, że dane pole nie ma zastosowania)."
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "894b7fb1",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 331,
"status": "ok",
"timestamp": 1668432495552,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "894b7fb1",
"outputId": "ad2a7374-99c0-4e51-c7bb-44a57d257a14"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[[ 1 -1 -1 -1]\n",
" [ 2 0 -1 -1]\n",
" [ 3 1 -1 -1]\n",
" [ 5 2 4 -1]\n",
" [-1 -1 -1 3]\n",
" [ 6 3 -1 -1]\n",
" [ 7 5 -1 -1]\n",
" [ 8 6 -1 -1]\n",
" [ 9 7 -1 -1]\n",
" [-1 8 10 -1]\n",
" [-1 -1 -1 9]]]\n"
]
}
],
"source": [
"print(shapes_hierarchy)"
]
},
{
"cell_type": "markdown",
"id": "9311c0d9",
"metadata": {
"id": "9311c0d9"
},
"source": [
"Przy pomocy [`cv.contourArea()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga2c759ed9f497d4a618048a2f56dc97f1) i [`cv.arcLength()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga8d26483c636be6b35c3ec6335798a47c) możemy policzyć odpowiednio pole powierzchni i obwód kształtu:"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "a00e03ce",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 443,
"status": "ok",
"timestamp": 1668432496416,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "a00e03ce",
"outputId": "f97e637b-59ec-4007-a0ec-197d97e6acec"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Contour id 0: area = 1063.0, perimeter = 161.4\n",
"Contour id 1: area = 8017.5, perimeter = 390.0\n",
"Contour id 2: area = 375.0, perimeter = 133.0\n",
"Contour id 3: area = 1750.0, perimeter = 170.0\n",
"Contour id 4: area = 556.0, perimeter = 95.7\n",
"Contour id 5: area = 2917.0, perimeter = 244.7\n",
"Contour id 6: area = 729.5, perimeter = 185.6\n",
"Contour id 7: area = 1922.0, perimeter = 175.7\n",
"Contour id 8: area = 380.5, perimeter = 73.4\n",
"Contour id 9: area = 2596.5, perimeter = 191.6\n",
"Contour id 10: area = 407.0, perimeter = 75.6\n"
]
}
],
"source": [
"for idx, contour in enumerate(shapes_contours):\n",
" area = cv.contourArea(contour)\n",
" perimeter = round(cv.arcLength(contour, True), 1)\n",
" print(f\"Contour id {idx: >2}: area = {area: >6}, perimeter = {perimeter: >5}\")"
]
},
{
"cell_type": "markdown",
"id": "3873897e",
"metadata": {
"id": "3873897e"
},
"source": [
"Dla znalezionych kształtów często chcemy wyznaczyć ramkę ograniczającą i możemy to zrobić na kilka sposobów. Poniżej przy pomocy [`cv.boundingRect()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga103fcbda2f540f3ef1c042d6a9b35ac7) i [`cv.rectangle()`](https://docs.opencv.org/4.5.3/d6/d6e/group__imgproc__draw.html#ga07d2f74cadcf8e305e810ce8eed13bc9) nanosimy prostokąty:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "54160020",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 323
},
"executionInfo": {
"elapsed": 361,
"status": "ok",
"timestamp": 1668432502619,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "54160020",
"outputId": "ca2c78a0-1e81-44e7-a2c5-41f53f9e3713"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shapes_with_bb = shapes_with_contours.copy()\n",
"for contour in shapes_contours:\n",
" x,y,w,h = cv.boundingRect(contour)\n",
" cv.rectangle(shapes_with_bb, (x,y), (x+w,y+h), (255,0,255), 2)\n",
" \n",
"plt.figure(figsize=[10,5])\n",
"plt.imshow(shapes_with_bb[:,:,::-1]);"
]
},
{
"cell_type": "markdown",
"id": "38d0f1f2",
"metadata": {
"id": "38d0f1f2"
},
"source": [
"Czasami wygodniej jest umieścić minimalny obrys prostokąta, co możemy uzyskać przy pomocy [`cv.minAreaRect()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga3d476a3417130ae5154aea421ca7ead9) i [`cv.boxPoints()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#gaf78d467e024b4d7936cf9397185d2f5c):"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "9184cd42",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 323
},
"executionInfo": {
"elapsed": 549,
"status": "ok",
"timestamp": 1668432510640,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "9184cd42",
"outputId": "5eb5c881-3526-4275-c3a2-88a7dbd47a35"
},
"outputs": [
{
"data": {
"image/png": 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QEj99DG0Ga15guZH8oawt35Aj/AOI8A9g8YZ/0MXFMTQoCENMtLXbljEfsm/gQKIKF8ZsMNhdax3Kkq9Bp4O2DeBWMr+/RW0RWckFO/YVimTZyU7qUx+BQCL5gz8YylAig+eBh8WDIj2/xBL6rJlLg6M9MJidkMDFYEnrD7YS1vMVePgw5esvXeI0l6hMZa5xDRdccIv14pmtHyBr3YPgr5I1egmRvLjXuEpHxrOHPZSnPNVNtWFjNVbti2JwdF8iou37x8ZpO5A93bTdyY+X1Nxxcyt5Xln73oe4RLsNta3mwvTAbj5mnqiDSYkdYBK6e7YcBF/8AI/5ayvRxZLYtS4lPLA4lKzdBSPnZOoRFIpswQUX/uAPnuAJBAIzZraznWd5FjNmW0cpeXZqsTSNqTMZ6LJ1DC33D0CgQwK3/KHcuvOYKrUAsznRNV5eXphMJiITeGEBhBBCUYpy3SMczwhwNrrBjNngd5tRuhXcjDLzaVN4R4vjRMcy8LzFg2PoZpjWTAvI5maKJErvDi4uhOkfUsVUhYtcJJBAhMmJdqF9GEsI7/M+cdjvxowz2j7LuZ0867p3kYuYMCEAgynposeALkExmHVJ97P8ft3kJg/MkVTtAYVaQvkX4NSlxOXkJfBppfXp9gGY1cxakcvwwYcFLKANbawz6t3sphnN7BW1BZ059Q0lBqMLT+17ky5bP0RYVMf5MvDYJTOmS+ftFHVgYCDly5enUqVKhIWFsXfvXsqXL0/58uXx9rZtcnrgGkel1ee5UtLSIPUw6leKHG6DyaRj2Bbt82WW9l+C4z9zwbGXWH1K2yLPJ59A27aYMNGyZBAy8Kz2bOh4l3cZxjBcSWxjCXtoM48EF9cmabmRPDuz7kQnfuEXvLLQ8W4mM9mPbaXwxl2o2C3LhldkCvUXMa0UoQgf8REv8ZK17W/+trrqZQS90ZnmB/vx0rpZ1rZdT0CHVWA0RkHr1tb2ihUr8t1331GvXj1rW5UqVTh16hQAU6dOZeLEiYSFhUF0NFdfaUXHledZ0hOqHNf6v/vjGma+0JX9FX/P0HLFnm/N6EQdeHsNHNV89yYzmTjimMMcYrDtw/jlHy1Y2/AesHoG+LaC0FQsOY4gzyprgBfI2fi6CkeSS6c7uYxCFOIjPmIgA61ti1nMa7xm37FuXahQIW2DSkG7XcPptnGStWldaxgwD+4VlvDZPLvuAwYMsFPUj/Luu+/y22+/sXv3bq0hPJzD53+j//yuzB4EtQ5pzYN/Wc63HV5n0/8WJBqjWck0mAU8w7nzbjf29Z5PO9oBMJ3peODBRCYm+Q0jN5OnlbWiIJFDM+teQECC+kVgufZy0HPQOTjxJWt2asXROOPMbGbTi17WtjnM4QM+sJtJAtCmjaaw04BO6nhh40Rr/fDjf/HRyCJcCq6n/VhGjsyc4CEhMHs2Ozd2ZdNHv1JraAW4UBUdOp7fODFJZf1cGncfXuMab/EWRox0ohMAH/ERfvgxhCGZkzuHUcpakUfIgZn1y8BLgGeCtt1YlXWnJkD9xJe1fQIio2HzwcTnchInnBIp6rGMJZTQFK9rtLw7Ih2xQIrfLU/hMPckz7Vv354uXbqkOsasWbNo164dISGP5MQ7XxXuJY7VkxnOc54hDMEVV1rTGoGgH/3ynLLOswuMioJGDsysVwI303/Z6p2wPxdupniBF6hM5VT7+V/agkjh/TULE+P6NrDWi4WWZeHrxalxKHHf7du3s2nTplTvOW3aNEJD7f+IvLgUXvmoAoRZoj7pTHh+9wTTmsK0pvB0cKrDJksb2vAET2R8gFyAUtaKPEIOzKzvAX2B5gnKCNvpzu+CV3OtlNWSqWA2a+ndHuYC968IIqhBDYxos+SiFGUd6yxJb5Pnj8FnMOtS+JIt4FzgXj56pREmoY0dcAt2NoSSV4ErV6xdw8LCEinhpLhy5Qqm+OiYQcG0GLaab18BX8ulJmHEuOIxZOB5AjwgwMN+V6PJnHbX8K50ZRazrKF244ijJCVTuSr3oZS1Io+QQzbrGCAqQUkQIjcqVks08TBKCzcAWm7OCYmDNjqMIxyhFa0IR/NFc8ON4xynLGXtO0ZEgCVUsMnJg1T/GArJmcd2MrNbV6KdHwDgHgWXSwlKhnmBny3fXXh4ODHJRL0ECA0NJS7O5u9c71IxNnR0w9VySYTrPUYMrEyfAzcYuBFCY7QSlcBS8+EuMEkwoueeIbHZ5PZ9kGZBjbCWLGc5Lmi7XUIIIZhg7nPf2tfNxfbzvBuae11xlbJW5BFyjzeIQQ+HEweKyzVsYQt96cstbgFawKSTnLSEQ7Xw2Wfw66/pG1jAvxVWsrjNUB643Y1v4nQNd6rP323tNnbsWObOncvevXvZt28fUkoiIiLYu3cve/fupUePHhw4cACAxjRmD3usP9273peZ1r0jt4qcAeBhHAzaqJWV522iTGwEBh1ccXmM58onfo5K3UDubYl4a4N1i/15ztOCFlzHfj95r7ZamGOAZm9AeET63pacQi0wKvIIGZzueHlB7dqQICJjZnm2ufZ/SBjsdHzGsSRZznLccecTPqEEJTBgYBOb6EY31rEuU2Nvqf0NTkZXnt38EV5RfrhFw99dPelOczah2auHDRsGgE6nY/HixVy8eJH337ePk92ZziyPX70FbvqeZfHTg9HX3IlbuP1MOk0cPAjXNUX8rHweMfRn66ljHONN3swVKeIySqaUtRDiIvAAMAFGKWUdIURh4GcgGM3x6QUp5f3kxlAo0kY6Z9bvvKPFvShSBJ5+Gn6wTIUXL4bz51O+NhUWjNZiVJy7BrOXp97fUXzP95gwMZOZ+OFHIQrxDd8whCF2SjIjbKg3F6Mhhp7rPsMt1gt//FnIQgYz2C6RrdlspmfPxAkc+tKXGczAYFFBF4Lh85f/IcDvL/pVhqN3YclJMKbHFfqHH+Dff3mTN5nOdOuMmuDj/OE3mK37tya6JLg4dGycnid3HFkxs24upbyboD4S+EdKOVkIMdJSfy8L7qMo0KRjZj1hgqasXRNsLR43Tvu/WTPo3h1u3cqQFDOGgKszhD6AMfNS7+9olrCEUEJZxjLccKMEJZjGNAA7db270wIaruiTrrE31/6aB+4hDP5lGXppoAxl+IzPML3Uk7VHP4VDSbiLAG/wBuMZb13wu1UMhn9yjKjwr3F/CNEmeCpIW1CcnfQQAMQIZ4YEzbJre4d3+IAPbNvKAy7CyAF09t7Ouk9ha4LxivrAwtHQ0uJuPvUHuHo7XW9BjpIdZpDOYE03/B2wGaWsFZkmHTPrNm3sFXVCmjfXTCMZVNYdGoOTQVts/HtPhobIcVazmmY0s9iGBUEEMZOZPMSFtQBCcKXys5BOZQ1woMIKJr3cnDGLtgFQjnLM21yO7h/9j51VQqFFC20xE6BlS155fBLj55XBD21BMsoVOv96jaL/PkuRkFNcAkKjAW+oHwBFbR6D+Cb4kUoJE/brWVmvk7VtKEN5H28KoWWwDiWUQV4d+KHmMaqgxai/myBPtouTFhoVYOZPMGlR7rVXQ+aVtQT+FkJIYJ6Ucj7gL6WMj+58E/DP5D0UCrLUG0RkbLHypwngXUKL1FazV+r9cxP72Ed1qnOEIwgEgQSydBC0qAz/WtYdJRlYxhVwqtQOxvZ9gnFf70IgKHUFVg4vzxO74cy5c9YATx3XuzFroI81mo9EUulYFHWW18Q10vblfO5hGN8Q/N2hbBIpFeNd9i6GxcdL1VKGfTyvlDVlrhEjFalIALes/UuXgDKB9uPEn7tyK3fGA0mIkJkIxiyECJRSXhNCFAPWA28Bf0opfRL0uS+lTBRoVAjRH+hvqf4vw0Io8jVxxFnsmn+BJb5DiixcCC+/DIYU5iFhYRAYaJvxpUhriF+Qm9Ua6q8n9AH45tEEyXWowza2Wc0ERj1UPAnnykq8Q07RcXaljA0socqFlrzz4yqcTLaxS12GmwHQYBdsaaZFuQSIMUQyYlBF7vjeSDKTuk5o5cuWif+ATNkH58NgyaiHmA0etFkHqzrYomdGEEEQQYSg7Y40WJLSz3kXutviTXH5JtS0xLoym3ONy94BKWWdpE5kSlnbDSTEOOAh8BrwpJTyhhCiOLBZSplixBjLzFyhSIRNWa8B2qftor17U457Ua6clskkTSRW1l7NNV/rvEo72vE931OEIoA2o650Aq4EXKLN1w1xf5DxVCkNjnanz5o5eERr8zOTDhrtgN0JzBmhHjeZ2vNpLhVPwSCdCg99glk18BRNtjuzqYWt/TrXaUpTznEuw2M7mGSVdYb9rIUQHkIIr/jXaL/V/wF/okVZwPL/Hxm9R0GhEpVoRaskY+0qchc7joAx9dDPuZo1rGEIQ7iBZq0UaKaQmseC2PXMokyNvavaUn5pMdrqh6032yvq2z7n+bJrr0wpaoC/X91G6/X2ivo0p+lK17ysqFMkMzZrf+B3odn/DMCPUsq1Qoh9wC9CiL7AJVBxTFOiBjWYwxwa0YgxjLF+dbvJTX7ndwdLl5tIhzV1+XKoUgXckwg2tHKlZgbJIH3GQ3Rs6v1yO0tYggEDU5iCP/64RcOKZ+DtKSW5FdQE/0vbMjz2P3W/QqDj+Y0fW2fYALd8z/JDm2EcK/NPpmS/XLELPZZ68JUtCizHOMZgBrOHPLLqmwEyrKyllOeBGkm0hwAtMyNUQaIVrWiEFhx9AhOs7de5TjOaAfAN3+RpZ/6sIR2Wsk8/hXv3NGVdrBh07QpffaWdW7EC7tzJkARzf4M7qYe9yDN8x3dEE8085lGIQhS9C5PGVWLCiNlcDHoL/0uJ/ZLTyoa6c4lyDqfvqvk4G90I8b7C908P5nC59CXlfZQL1XrS9PinvD/F12r/PsMZ3uIt64ac/EqW2awzJUQBtVnXpz6LWERFKvIe7zGMYfgn4TxzkIPc5CYSSUc6IgtQ1pR0LzA+iocHVKoE+/en3jdJbDbr1rRmPeszOE7upQUtWMc66waVS6VgzJjj3DG/TJHrGX3fNKqea4XObCDKJZwzpTIf9LvBuUX0WPWyNeDTTW7Smc7sZW+mx84lJGuzVtvNHUgxilkjou1hDw1piBNa9t/a1OZHfrS+Bs3V6TjHrdd/y7d8yqc5LHUeIyIiE4q6YLCRjdSlLv/yLwBBl2Hq+5WZ+4wf54pnbuz/ym7IAgk1WuwfwIsbnsHdEvApiiga0YjzZG5Hal5BBXLKRZznPKcsxy/8QiHL8Tu/Y8SICROP8zgVLcd4xhNqOcpQBr3l0OXLH6sDvk0EApNz/raO4BCHqElNTGi2Bf/bMPqb5ZS4U9Hx6S8l1DnRhZfWzsQ9RtvwYsTIYzxWYBQ1KGXtMPTorTutwgknjji78yZMhFuOrnTFyXL44cdtyxFHnFWhn+UscZZjF7soajmccU7q9nkQB0Td84GC5KBzmMO0pCUP0EKguhg9mDL3OEVDyzhMYQspqHyxBUN++dXqv32f+5SilHUxvqCglLWDqEAFFrMYgOEMZydps+eFEYa/5XiDNzhgOQ5yEIlEIKhHPatCH8xgaluOGonXgxXJ4Qq8n2qvfMcWtvAqr3IbLUiGQDD9i9OUvFObML+UkxhkNff9a1DpQnNGf/+PNSjTRS7yJE9a3Q4LEspmnYf5wXJY689E4KJ3p0gINN+stU1lqvV8BBG8bHGBP8MZ5WGSEtFo+3E7OlqQnGc5y/HEk0lMojjF0Uk9o5Yc4OWF57nr2gO/q9nvHne9bGuKOP/OqMU298sTnOAN3iiwv7dKWTuY3ezmEJnbIBBPryWAO5S6BP3nA5s3wc6d9KMf/vjjgYc1NOYOdrCGNdZrP+VTazqo3IkDvoeHAIty/ra5gUUswoyZ6UzXwquGw5yhZRgzZgEHm/xEyVN/4HP7WJbf90aZloQE1qfZ4SFMGe1uNX6d4ARDGMIWsi4ueV5DKWsH4I47k5gEwHa2s58s8FaYNg2cNfv05SD4YCIwej3s/ITd7KYwhXHDja/Q/I0bWY54KlMZEybOcIaP+Tjz8ijyPN/zPWGEsZSluOFG4HX4cHI1hk+vxrb2bfG8f546a4fiHJ155/Mwv0oca/weIYF16fd9ZcZMwJrm6xKXeIM3CrSiBqEOeKEAACAASURBVKWsHYIzznSmc9YN+MUX0K9fssGLVrEK0BY1E36FHMEInuEZAHqiBYgPJ5ynedrapw99OMOZrJM1w+SetF4FiT/4g5a0ZAc7EAiCL8HModBvYRP+btOEsKKV0ZnicH9wjSbL0r9Z2aR3YcPLG4lzLURYsSq89Tl88DH4WDaZ3uc+nehUYE0fCVHK2oFk2eaWKlVs8ZtTiHNpwsQudlnrr/AKgxgEaHEV3HDDCy8a0tDaZxvbiCWWYIIxk560HVmNo/3HCi672EVNanKIQwgEj12Fpd2h1Qb4t1ZdECDMRn4bZsty3vD3l/G/sDHRWKfqD+Z4o3cTtAiivANBQs8fYOL74GUJVWrCRFWqJsqZWGCRUjq8oH0SC0QRCBlJpJRIuZKVUo8+4+MZDJJ58yQmk0RKaYiWcn7pBG/sqFFpHssZZ+mMs2xMYxlBhLWYMEkzZnmb2w55v+KIszzM6vjwwzlcWlvf0Kd4yuG/P44sdakro4m2vh8xTlKWPicl5sQfamGMlbq46ERFmOIS9zVJ2eYvKeP0tsZIIqUffg5/ZgeU/cnpSeW65wDifZ/NmK2bEDLE4MHQvz/otB9jsUtgyGCQoVjLsZ3teFiO0pTmBCcAcoGrlDKDOJp97KMrXbmPllLVOQ7OlYXHz5jhwgWt3NWi7Um9E2aDS6IidZYv89evw4ULiAsXabIN1j5ti3V9k5tUoxp3uZuUGAUWZQZxEBHucLQMWlDZjFCkCDz+uLVaYRdMbA7hflkiHgBzmEMVqmDGbN3yrijYxIdX/ZRPCSAAARypEENzumsR7zp2hLffTn2gQYPg+HGeorVdtvWznKUXvfJtmNNM4WgTSEEzg/SmtzRhkv9VlpJDhySvvWYrnp5pG8fXV/LFF3Zv4oJgKf9Eym8CE7yxv/0mCQ7OsKzLWCYlUpowZc5ck4mizCC5s7zKq/ImN63vzW1uy3a0S9cYPemZ4Ocr5TGOyVa0cvizObgkawZxuKIuaMr6DnekRGrK+tE3Yt48ydSpkvffT3mcypXtrmv7pZRLvZNQ1lJKunbNsKy5S1mvUco6l5Ue9JChhFrfn4tclF1J2+/bIAbJcMKt157hjHp/tZKsslZmkNxEf0tKyqgoqFfP1j55MuyyeHF4eMDs2dZT7eZAj7HgEa7VvUPg5ffguylpu+WEAVC9rK1+4hKMnAO96GX1CulN78zZ1rME6eD7Kx7lR37kLndZzWoMGAgiiOlMJ444VrIy2euGMpQxjMHLkjr3JjfpTW87TyVFYpSyzkGWsxwffAj3gmdWpNDRzQ06dbLVa9aEcIs21uu1+MwWSh/WFHQ8ztFQOZUkH01raslDAYJLgKeb7VyraGjfEPx/qUjRP0oA2NkUFYqE/M3fPMET1o1dwQQzj3mEEso2Ev8i9qc/YxmLD1pO7SiiaErTXOLLn7tRyjoHeZzHMWDApJecLStJGEfr/U5QeTu8egVi412mhaVLqVKJB5PQfja0+C79chTyhKqW2bTZDKYE7tOuzpZzlvz0jvWtTshTwD0H3Fd9RFLjAAeoTW32sx8dOopTnDWsoQ51OMUpa78udGEmM3FDmx2YMBFEEHfIWOaegob6TXQEoaFQtRHs2QNe2lfBiStgQRn42cvWbduLMO8LW/2hL6ADnREaL4P+g9Pn0CaA+lVhhSW2U0QUtHsbth229alXGTbMcMYzVvtA1aWuQ12o7nGPYhQDnADf1LpnGxFEJApjq7DxL//SghasZjUeeOCJJ8c5ThnKcJnLNKMZy1lujbUeRhiVqawUdTpQyjqHCCIIV1yRWLK9nDihuTn9+COUKAE6uFoJil4GncU822ypVuIZuQUifKD4OXinR1pvHATVqsHx43i7mdi1UGu+EwpvfgpbH4khtecYDGzzIt8xDADpYFtxaUrnClvmJ3zCZjY7WoxczRa28AqvMIc5FKUoOnSc4xytaGWXH/Eyl+lIR7UzMZ0oZZ1DzGAGFaiAGTNNaao1btkCM2ZoQZiAj/6C956HhsuTnjFPbpaRG8/Q/u/dG2LvAasBWPwXLE+8GzjXEUmkisOdh1jGMrzwYiITCSAAPXo7RX2KUwxggIr1kQHUDkZHs28fHLbZIaYuhb/eSNulPnXBOwk9VuQa1Fn9SOP338MPttjX1KkDI0YksoeXoATtLIlpV7CCW9xKmzAKhYVv+IZRjEqUyeUkJxnM4AIfPS+jqJl1DjOUofaLdlu3wsCBsHAhVKyI2QDfToWIQvB8Evn/9G5Q1eK551UVZBw8tKzhHHldqxe7DP2GQoNfYc2bcK4OICWfXxoMwGH36vz8zGzoVZ93Kuyj0vnLANx/AL9+HkQ3ugFacgP1VVWRERaxiHDCWcxi3HHnEpd4kzftZtmK9CEsm1IcK4QQjhciG+lPfyYyET/LkWTuuGrVYN06KK6lk660A6Y0fqSPgEZbofCj7RbuboZdze3brlSK34JuZsQUJ3Q6MyH6whxzrwJA9cgj+Ji0eJQxsXBiZQNqTtVSjD3Hc/zKrxl7aIUCaEADDBh4yENr9nRFihyQUtZJ6oSaWecApSmNH6kE7Th6VDNNnD0Lbm6cqQNfT4O+79h3822Q/BCFkzj32AnLCwHxfxKLmO7R9EFiH1gXZ6hZzlLp+SlcWEMaU0MqFEmSGxaH8wvKZp3N6NFjsPxNjCEmZe+K69chOhoAowusHAq/JQj9q3NJ/X5p6RNPnDCwdcQ6gopG4VY3kjKBUfCm5WuqVxg/TomiRrmUx1AoFDmDUtbZzEu8xHCGA1CPetxLbWNHQABYTFNmPZgSfPdpvJsUf2LCGRqmce0mXOdFnzKLaLa5NZfLuBKtcyNGuGp/JSw4O4FORSZVKHIFSlnnACKLYjFvrQUpbSiUsbD9iaTPnXrCsiMSCNEXZvRjk/jRr6fVR1CYob4lafUtbnEZbdGxVgUw6LNEfIVCkQmUss4h/uGf1GfVAL16WV8WPwPBh1PomwYOt4D1r8CH60Baftq7vBowJ2CQrdOyZTgtXMSvz2oz+rWsZTGam9/X74OP16OjKhSKnEYtMGYjwQTzPM8DWiD/q1xN+YL33oMJE0Bo091KO6DumgTnJZz+CCqMT/ryU+Ps6wfawIJZcL2CbXHRyrZtsEpLpMu8eRAWBbyclsdSFBBe4RXrRq7RjHa0OAUepayzkZKUtG4wSROvvw5OTtq1J6DDF4m7nJkM4Ue11/6dwBwFd9Zr9ZsJolIefdKmqAEkgpfKLubHcz1h/36Y/Cb8lzBNjXPa5VTkSwIIYC5zrfWGNMQff8yYKUEJ+tDHccIplLLONSxcqMUIAXxuwgedoMTZxN1kHNy0hFe9twOkCeKSsK7cKWVT1AA0b86amBCYCU2L32J49VtMT6Crt7IVgEMcYm/jMXxoidDa7QO4H54Fz6fIlSxmMdWoBmi5QStRKVEfHTqe5umcFk3xCEpZZxOBBLIKzcwwnvGs5tH9349Qtiw4O4PUkt4mqaixLRIKIDatAcuefFLbKemh2UK8PbSkAyFhsMgiVlWqIhBUqRTJ5PFX8HLX2s9ctg+hqshbJFzcLkpRjnHM7nwhCuGE9m1OAuYEa+Hdl0r+aQkXSgtw8UP8/A+yVcucEFuRBEpZZxM6dBSiEKAFI4olmbTjLi7w1VfQTIvSZIiFhaUTd4v00tz4et8Csw5qr4ORz4JLdBqECQ0FKZESwiM0Ze3moi0ehoTBtkMgHgLCjJP3A5wsijoiCoxKUecp4oP6x/MzP9MSm4LVY3PtiXCHhwmsXxdKm6m774G1btYNBjEMs646RUN07GldiAT5ixQ5jFLWjmbQIOjTx1oteUJzowN4WAjuBWqvP/kVrlW0XXagHXz5JfQbBp7303ar8Aio1Rs2zoGgANDp4M9pwOVy0EsH3jdgVlsAbt2Dl8bB0SRm+IrcQyCB1kmBO+7sY1+yfY16OJbANDZyMqzqeBmI/4t/HXj1kau2AYcReKFTf7gdSqrKWgjxDdABuC2lrGppKwz8DAQDF4EXpJT3hRACmAW0AyKBPlLKg9kjeu5Fh45WtAK02L1nSUbj+ftD5crWavUNMLY9xLnCoVZwuKW2izE5NvYB14fQY5x9ai8g2ZSF56/Bc6PgQ8tnskE18Bu6FmLdiI6F9ZZd6IvXwvq9qT6qIodxxpnWtLbWhzOcJ3ky2f6768OdotrrUJ9Yei9+NMzAJOBC2m5eqBA8/j84cCBdMiuyhrTMrBcBs4HvE7SNBP6RUk4WQoy01N8DngbKWUp94EvL/wUKJ5z4mq8BLRloEEEMswTzn8tcoomGIkVg0iR41TaTqbAHVg/SEgz8PCaJgaWEzz6DwoWts/E1g0DqofdIW9JcIMUUMvtPQCfLNvbXu8AnD7UsXiHhtnZF7qA5zalFLWvdCy/GMS7JvrFO8MVb9m0LXlvLqYrxLqMRaHOp9DH3TW0W7u/5OB0qj2DVgW7pHkOReVJV1lLKrUKI4EeaO4P1z/l3wGY0Zd0Z+F5qofx2CyF8hBDFpZQ3skrgvEAccYxiFJOZTD3LEU91qhNDDNf9ffno1eftrlv2fjIDfvUVHLR8QVm4EHx84OFDzYSCFv/6oQ8MfRmc0pl5yu33t9HhhxEj7/Fe+i5WZDkuuPA5n1vrDWlIVaom239hX9hr+fUyGmL59tVxj/TYDNzMlExjJnzMyMmTKXlN8NJiLMvmipwmozZr/wQK+Cbgb3kdCFxJ0O+qpa1AKWszZmYykz3soS1t7ZTgy5aNJxEXoZklnOm0d2BN+yQGWrsWpkyBY8fgTgLXj/v3Ydw4LdP5G1qmgm3dYXBfSG+awA50wBtvYohhCUvSd7Ei07xsOeLRo7dlEnoEox5a/23zCAI4Xnk2t/3jQyOaIAWbdcb5DUgiuLoiR8n0AqOUUmYkHrUQoj/QP7P3z63EEMNmNrOf/cxjnrX9AAfwxRePSGi+WWur+h88sGzpjiXG5uv68KG9kk5ISAiMGqXNsrt3B2DIv/BlxfQl0VXkLAYMnOSk1aXO13Ikx7ix8H3v+JqRC6VbPvIDDkFbHlLkdzKqrG/FmzeEEMWB25b2a8BjCfqVtLQlQko5H5gP+Tv5wEPLEU8ggQgEFanITkuwaO+7UOSuEzp0SJx5iLZFcSlLGchA67WJ3P/CwrRZttkMOh3Xy8PrZ2BO4n0NSaJHb1UagQRm4ikVCXHCyfq+vsZrTGGK3Xl33K3njXqIsXrTSYrdjsOY4FMZ6zwZo9NPCa5Oi69m1mLSQ/BFuBQMXenKB3zAx3yc43IUdDKqrP9ECyQx2fL/HwnaBwkhfkJbWAwraPbq1IgiCoCDHMQVV2v7MpbRgAYIBCXQdjL2tRzxVKMa97mPESO34/8+DhwIRYtCly5gMHCjLIzYBU8uTl2W2cy2ehLEy6VIP16WA7RNKBe4YI1hHt8WjwSul7BdO2PYQ2YMs/0xRzRBM2fkIoQkyu0OUAwDBpxVaAKHkBbXvaVoi4l+QoirwFg0Jf2LEKIvcAl4wdJ9DZrb3lm072avZIPM+ZL4gE9OONklFC1FKeus9z+0/eHnOU9Pelr7HH+hH+HLdfDMM6DXc7YOnE0yMZA9wnIo0kc96qFLELCyL33pR78k+94IgIvBtrrRcIimW80JTBm/WEpuxoz2sd7vaEEKNGnxBumezKlE+04tXiADk+irSCNxxNGQhtb68zxPRzoC8AIv4IILZShjly5pEpM48dwKzN904Mc++jQZrStRiXJoaWB+53eMGLP2QfIRFahAXepa6wtYYPetKCESWNLTtgi4/qlzLO59JEGPUZDcbtZcTLQrrG4H7ddo3/BKU5oLafXPVmQJKmFuHmIYw3DDDYCKVKQXvezOG/UweaStvv4p2NoMWLAAhg6FSNtC1Nu8zQxmAFCGMuqD9wjOODMGzdm9DnVoS9sk+x2pBr+8kLBF8smomZj18dv9joIlSJajGHIjDD9jyqaVWCGYUDL5hU4oTO0D+zlg+cbWi17Keyh7UAlz8wPxyhWgOMX5kz8B+JAPqUpVDCb4YKKtf+c/4EQlgNfoZxzFA+U1kGaWsITneC7Jc72/02aaAJdL7WfPE4se6fEXyW4hzWFGXQtl1PVQvMwpy2ME/IxmhgQXSabHQ2AKKF98h6GUdR7lBjdYxjJAC2sav8BVjGL8xV8AVPtPKwAV+Mdq6tjOdi5xKeeFzkN0prP19c8vwKcjbOcO1XwBsz5+QTYMUksq4UCaPohOVVGDNrOeXyyllECxwHaUsnYcSlnnA85wxvpah45iFIPnX2B08S8YYtkMV53q1sXEqlQlzrJ7pitdleJOgvgs9JuehH4Lf+Gh11Rss+U0pGfLZRiBwNqlkp3vS+CuU8rJNo9Uh34LYOFrIObMha9P2HbWKrIdlYMxn2HGzB3ucGf5XIZ/4UT8cYlLhFsOEyY88SSaaEIIwZxSFt4Cir9lU26zLfDxB8+hhb25R15U1PHcNui446RPsqSmqAGMTmbCvTU/70VveVPvoFN2i6xIgFLW+RUpMUsT8UdpSlPIcrSjHac4RR/6WDPEKOyJNxnpJOjMOvLiR6VYnAkPs/aH+IxrVijWE8A7AOjNaqdsTqPMIAWQLWyhIhVT76jIVQgET1KfTexOU//3r4XS5EEMAE9UKUGbsMQbn3Z7uhJmyHt/iAoiSlkrFLmczrSiFIHo0DGet/mA6QDs5TB7OJSmMd64Hc4nV+4nmg1PD/DmkouBOCH4yt871XHOlNNiZD+xR/P7/4//iCAivY+kyABKWSsUSRBDDB/xEWMZS7Mt0HRLO7Y22wGcy1E5nqcd0xhNKWx71D9nLAD7OMKbjGG/JZZMSky+knQ6oeE3tSDocQL840x8lKKvNRyqBavba8p6GMOYxjSlrHMI9f1HoUiCOOKsmz6qH4XqR+oBxXNcjibUtVPUCalLdcqTRMLOJDABrSv407pigF05abFlO0kYcSOMTy6ntoC6F/g17Q+gyDLUzFqhyKdMCPShZmQMTR/E8L+qJTjs7gzC3hDyVMUADvx3jWJGM+5myf8iYlIZ9S4oV0+HoGbWCkUySKTNK8QMwpy6e1tW0o9uvMaLKfaZzyRqJ5NJ5q6TnjYVA/CqE5Skoga46mKgTM3HiNRp53SALpUQFFPeg58smb1OcxonlAtfTqCUtUKRDGc5S3u0FD4zh0KrDd8AQTl2/4X8zEJ+TrFPf0Zz0BKNMSmidToe6nVJKup4IvQ6itUuBUCL8Gi+uPho9mV74pwjMRo0f2sPPFLsq8g6lLJWKNKASPBvTiJzOMZI2p7wG2Bt9gqiSIRS1gpFLuYA/3HDmojJnqOc4mLSiZiynV0N4K4l5tOzPOsQGQoaaoFRoUgXLwOfkO7MxBnkO37FhImyBKFDMIy+TGMhAFvYw04OJHtt29BIzrg6cS5Ldi/aM3cgvLQY/EIEC1nIT/yU+kWKTKGUtUKRAkc4wiIW0Yc+jPoEjlTvw62AaeSUsgb4gRWAtoPxX46zgr9TveapsChmXgrhhpOBHo8X5YZzCh91KVlw4S4AR92c+LZoStH3FI5CmUEUihS4yU0OWGavzTeD1wPHySKRaVLUAIfdnTnk7sKTD6JZe/Im7qbkg3WtOXWLbiHaxpabTnr2e7qk4Q6fAafSJIsia1DKWqHIh9x20nPLEkmvelQcpw9fRUgJj5TVJ2/SOiwKHelNl3CFDqsiuemfDcIrkkSZQRSKdOMOeSDrToxOYET7kJeIMxGz72KiPnqJVVEfdXPi6YoByY6nM7njbn3siazsWBP/WwDunOSkCg6WzShlrVCkQqjl8MGH4ItwruwOpK6Co8VKlRGlClPYaKJpuOYT/XiMMZFr3hVnPdFCEKnXUbNaYIIzhSlxzSuBcvalyrHfWNEl8X3MSK7m4mw5+QWVMFehSAOf8zlv8RYAXuFxPPTK/co6ITopWXvyZqL2t4KLcMrNGdDhFtmARjviz/Ri4vttqLcv+TH31oWww1uJjg2jE52yQ+yCiEqYq1AUZMxC0LqSfSCqlhsa0mJTaVoA4EzRO2P4aFzyY9zxg2W1z8Lf2iLn1GZw8fRoiA3LLrEVCVDKWqFIN3pgGCTINp/7EXg++ICPP7C1tFnXlIqnyiZ7xVcD4MTvk+D2LQBuC/hJfwYsCZmZlo3iKhKhlLVCkW50QDdyv7LuwfgxraizH0DgHNuUlhuT31B+vTj0G/Qv8v3RCAT7DkjuRmyD+HjVd7DqaUXOo2zWCkUaKEYxfuM3GtGI45WgyrE7IOo7Wiw73CL/4mDthPMvP0peLYRnMrkB3v0UVnYEmjSBu3eIc4LzAZFw5UpOiKtIGmWzVigyw21uWzOilDvjICGkDr0p4cy4P/MGvM5zy7WakJ54P7CdN+lAClvy3zt+UPHnQ9CyJQBRYyHuY+DBA0BqmzKVns61KGWtUGQIAXgD4dl4Dxc8H3jgZslzazBu4WpJd+y/hwqrO54Ebhc2wj0t28v742FhP6BRIzh3Vssb0DLBpVGWosgTKGWtUKSRs5ylKU0xSFeqHfXjaPXvgCQcjzOKrECtfw0JlHEHRnw6gG6/JN39RgBcLwGcPAmREUS5QZOvr0AXi0wfWIoiX6Bs1gpFOjjNacpRjhsBUOLGYTKnrItT6XhNKh/XakJOYmn3QhhMSfc2C/itfTSsWgXAsufgl27AqFFw9mwm5FDkIpTNWqFwPD15Z2ohnGPj6xVpsbEDLTcm3Xv//2BdG2DpUrhwHrOAD6s+hFWTtQ7LLUVRIFDKWqHIMI8BPcGSBT0x5Wm1vj+9foivt6bHj544GZPuLYFX50ZjfnMAACcfwt6rQMwG4DqYgclZJ70ib5GvlbUzzmxik6PFSBexxNKc5o4WQ5EmCgN1SaisV3ZYSOF7hSw1bwJulqPMheRH+PpV+PryWNiwHoDdi8xI9mgnT6GikCqs5Gub9TnOUYYy2TF0tiGR7Gc/9ajnaFEUSeCPP+c4h6vOg7+ehoX9opg9yLbduviNougTZEGXCf4FqPifkYiqpa31cC94YLwHUcotQwGkYLPO18o6kkjccMOMCZOIyY5bZCkG6YpAxxWuUIpSjhZHkQzhhOOFF2YBJj12Zo0oV5BCWpXvgtdgBCNgwQIAYp2B2NgkRlUogIK+wHjZczuLKjzpaDFSZcjRC/jGBjtaDEUqXOYylamMTgoiXeCq530IDQWg3ha46x4B1appnRc8crHS04oMkmqmGCHEN0KI20KI/xK0jRNCXBNCHLKUdgnOjRJCnBVCnBJCtMkuwRUKR1GDGmyyHJPrb6JM57cpYznu1i9jU9QKRRaSlpn1ImA28P0j7Z9JKe3ibgkhKgMvAlWAEsAGIUR5KWUynqMKRd7DhImW8VsBk3G7UyiymlSVtZRyqxAiOI3jdQZ+klLGABeEEGeBesCuDEuYj2jQAjwLJX/e7Rzqa7JCoUiSzNisBwkhegP7geFSyvtAILA7QZ+rlrZECCH6A/0zcf88RePWWnF1S6HTHCAU/ArB5J4wcm5OSadQKHI7GVXWXwIT0HySJgDTgVfTM4CUcj4wHxy73bxwdDlePPdbtt/H+wa4/gwIMyyuBTpzsn3dXKBxjWwXSaFQ5CEypKyllLfiXwshFgCrLNVraNu64ilpacuVuBp9GHBiPy5m7+y/2fX4F5LodueYWbU0CKjfDJp3sO967Q60fTv7RVIoFHmHDClrIURxKeUNS7ULEO8p8ifwoxBiBtoCYzlgb6alzDaEVVFHEUUkkan0zxyFKIQBA/JBIaKjoHw1eLJ94n5mCQ+zVxSFQpHHSFVZCyGWAk8CfkKIq8BY4EkhRE00M8hFYACAlPKYEOIX4DhgBAbmFU+QL/iC93gvW+9xiEPUQLNv6A3gWwRE8lmWFAqFwkpavEG6J9H8dQr9JwITMyNUXqBz5848ePCAjRvT77ul18P/GsPTz2eDYAqFIl9SIHYwZhVdunShXLlyCCGYNGkSt2/f5rPPPgNg7dq1HDlyJE3jODtDuwKiqAcxCD16ZjHL0aIoFHkapazTyHPPPce0adMICgqytgUEBDBlyhQAOnbsSN++fTl9+rSjRMxVvM7r1KUu3elOLLFKWSsUmSTV7eYKjTp16tgp6kdp3LgxAQEBWXKvYj4w+50sGSrHaU1rtrCF8YznVV7FDTc88GAxix0tmkKRp1EzawcRcgu+/8JWf66vzefRxRlqlnOIWBnGH3/2sAcPPPDDz+6cAQPd6IYJE33o4xgBFYo8Tr6eWdvyPmeOnj17MmTIkFT7rVq1isceeyzJc04Gm+eHRIuSGXbfVkxx9v2FDpz0iYbJdTjjjBdeXOQiQQThq/MjyhVeXAqFHsRwNVAiASecCCAAg5ofKBQZIl8ra0nWbIxcsmQJs2albnPt0KEDV65cSdReyBP+nArVy2r1mGj4aR4U8rUVvZP9NQ2rwZIJ4O2RFU+Q9fjiSylKcYYzhBGGQe/KpVLwxVvgHgn/dLjD9pl16LTzXy4FaT+HNrRhGtNSGVmhUCSFmubkACN7Q9sGaLE/AFdXePvj1K97vgXcD4fRX0JIWOr9cwJffKlKVYYxjGd4BtCybv/ZCZ79DYqF3/p/e+cdH0XRxvHv3KX3hEAKvTdBmhCqgkgTpUhVEBAVEaRZ6FVAUBBB8BULHZFelY7SW+i9d0ISIAnp7eb9Y49LIkloSe4uzPc++8nuzOzub4bjud0pz0PdS+cYvW4kFYJOcmhiVfIcSeS+l/ZV88cfP/wIIiiz2ygUiv+gjPUTEhgYyLVr1zIcZNy1axd37txJ/9wzcDUIijzDfauUhiJ+lmGs3XFnBCPoRz9T2tI2EOYJ/X+MptuexdS8speP9vyW5rx2xxayvHUX3lkBbWlLHHEMZKAy2ArFU6CM9ROybNkykpOTM51nndG0vehY+H0N9LynrcFPTIR/V6UtiMtvTAAAIABJREFUU7WOFn41NYFn4LPJcOhs1tfnabHHnklM4kM+BGBlS9gXADN7QJRbElOXfkWvHY+6CRTAxLV9qDFOM9YAnenMXOY+lbEuXQi6vZU2bcRMSMggUrhCkdtQxvopWLlypWn/7NmzT7SCsUFVmDoAwiLBeYOWlpQEuzenLVeyXFpjfeYq9JgAhy0kurU99iZDDbCpEfzcE/636BP8IoJ4+8SaDM91Sohh8O7efD1sOsON3T+jGMVJThJMcIbnASwbDzo9+Hhp/fipKVcEkgxw4ToMnPGsNVMorANlrJ+R1atXP1G5I+dh1zH44C3gKQYL70dYjqEGiCKKVrRiJdoP1tBxcLgKTK3fl8PfVMl03o2tIYkat7awuGZKWh3q4PyYBtk6A+pXydh/ylt1tb/RcZBs0Pr2FYrcSq421k8zde8zPuODp3PJ/WREgvMktMBokR4Zl0slVaJ53rMkDBg4y1kMGNCho8AtcHsAB3zKUvTrK9we7A+ALoMZOCVDLvDh9fYMHr+Y8UO06gYSSEEKEk10uueUL6oZailhy0HoODxt/pWV4OoEzg5QKGvWIykUFkuuNtaPn7onidc9wN7ghqPxky3EGzfjPR3yRjDix7RFUj893gyBV3tmj5Tn4SxnaUYzVrACJ5zY2BhKXIQrRX2w/TGRV64dZOu013FOeNS/q14acEiOZOJAKHwNPpmpzSwJJRQnnB4p7+IEOqOhDjwDjftq+6nJ2xiC12tTI+1stMVE8SosmiKXkquN9eOIswlnZtlqdLi08vGFswohybviZXT/meEedg/ckuDhOpj/GiZLYSMbGcIQfuAHdBJKXoCrRQQGnZ79RQPo2G0Rvy/sTt6ou2nOi9fbcd2rEFIHt/0hyhlcorXVjaUoxXnSDs7+MwPyesKDaKiewQtPfCKUaQ9Bf0Hb1+HkJRgzK7tqbtmk14aK3MULbawB7jtc4KfyL+XoPTucfLQfdutq6BgBnjmq5Nm4whWucpUiFGFjE2i9HFa2AgSsrfg2/eOm0P7QYupe3IlHnDbnMNS7KLM7/gzA1yOg3g5ouFVb2fgP/5D/P6E6dx6FCsVh477/3l3xX+pQh9WspjvdSSKJUELZz35zy1JkMS+8sTYHf840t4LnYw1raEITeqL11Sxql4zDjN+gRw8AFlbvxMLqnei3bQrjwm7iBBRwzccc4OEM7ANtoFogeESAM850pCOLWGS6x4CpEBENX2foOV3rJvmklbZ/5irsPZlx2dzMJCbhhZdp8Pcc5/iFX/iHfzjCETOrU2QVuXq5uSL7+IM/OMMZAGySYeKAJJgwIU0Z5wb9Ee9MhncmQ6OBlEWLrDwZePkTGJ5nKPHE4447U5jyyADv6N8yH2jV62FEd23/8DnYbMEB5LKL7nSnKEWRQD9tyj+lKc1kJvMjPzKTmfjgY1aNiqxBGWvFM7GLXdwyxkLWo+e9mJbwzTdQvz7M19yhtoIMh2zfBP5e+BZJDtrLnQ8+1Kf+U2lY890zis9F1Kc++chH26UwoxfU3wZffqvl1aY2H/Mxq1nNZjZnfiGFxSOkBYxkCSGyRUQssTjgQKKIJcrW8pc2uyUURI8tN7hBIQqZW85j8cWX/eynEIVIIolVrKJty4UwaxZ4ehIIVM3k/OKA/jycK61N5YskkiEMYTrTH3vvbTPg1cqg08HR89CoL4SGZVHFrITP+IzxjMcFF/xuQ4R7AidfmsChqsUYOLETI0dDl3laWYnkClc4wQmTTxeFRXJISlkt3Rwppdk3tKnFWb5FEGEBtXu6zYBBXuJStrRHdmwOOMhooqVEyiSS5K+d4iRSyllSykSZOeFSSvd4KeNtU+o/kpFShy7D++l1yHWTkcl7kHIfMugvpIOd+dshpzcdOjma0VIiZYKNlL63DdLzXrSU9JFJur4yyulzOWDSdulxP1GeKmuQ8bZSGoz/RlFEyZGMlHbYSYEwe13UlmYLzMg65Oona3vsucSl7Lh0tpFAAsUoZm4ZT8UFLlCc4ggEy96BbrMhypUnerK+DPjcgRMVIO9dkEh60pNZzCKRtE6+nR1hxhfwfrOUxTJHz0OVLtlYOQulPe1ZxCIEghr74EB1Sbz9AOwSDaYyD/9Tvbq9D1eLeLOnlht2CYJ8oVo7A7zFWxzhCLe5bYZaKNIhwyfrXD0bJJ54ClDA3DJyPeUpTxxxALRZDkcrwbhhjz+v8o0jXM1fkWBfPW+thX01tVWnP/MzgQRyiEOmsh4u2mBilzdTzt9zAup8nNW1sXyccaYkJREILpSAKBeoeugG/33keTg7dMer00jSC+rt6EuBm/b0n+JPgZuCgjdhHeuQSOpRjyiiOMrRHK+P4slQA4yK5yaZZJaz3HRc6SgUugZ/g9GEp8PZzSyb3gSHRK3EXW/YVTsluxnNcMAB0AIwDO0G/Tum5K/aDq/3ytp6WAtlKcvXfA3AqFFwujysfetXbJMMGZ5jkyzZU/sHJg78lZ8+PchvH95ifie4m0f7gdzJTjawgU50ojrVc6gmiqchV3eDKHIOF1yYxCR6oM21Xt4aPvsROviDE5AX6BtyHvYbR7wOLIT7VxnfaDBD3x4HQvDeAljQOeWaPvgQbhvCD/2hZ+uU9Nnr4POpmifDFw1nnJnKVLrTnW31oc80qLNrN999uQrXqCdfa7+zTjG2v1qCBLvaGHQejB4JeqOtDySQDWxgHvO4wIVsqokiAzLsBlHGWpFlBBDAXvaajqsGwmFjp7Ur0CQiiKZrhtBt3xxTmQS9LfZT40EICl2DyZ9rXSkAa1hN8vjWtGqQ8sT422oY+jOEvGAzPx7igw930IJcjB4Bo0bDvhqTqXHg+jNdb8vrpbjv5cTyd7rgE6xjWqpQozvZSRBBdKUrscRmhXzF41HGWpH9OONMf/qbXtHPlIHauyEslaPuvJEh/PTnp7Q5qlnkWp/vZm/Rmqb19363YU5XaLQZQMLLu2BmPQAWbYI+38Pd8ByslAWhR89hDlORimxspA3k9pqxjn4/bMc55tk9WEngSOX8hOTzZOi4jwD4YhJ0/FPLP8pRkknmLGfpRKcsqIkiEzI01qrPWpFlRBPNVa6aZhqUPQu2pcpD8eI89EwV6pqPbp1ns71EPSRwLP/LqcK+S4LmTSBsxyo0EyLgwssgYetBLRjDi2qoAXToqEAFJHDfC4L8JEWv3H8uQw3aQGSVI7douOUU65sOpf3i1fSYKckXLDlfEl6mElWpSjvaEUwwAxmYJfVRPB3qyVqRpQgEwxnOMIZhiy2JJJKXfESU8YVDh8BJc4eqMyRzfnQpan++m2BXH81gL1kCXbrw55AE2i88AOeqAhKKnsLwRwUMyZnfe8I8GP07JD2mnLVyn/t44MGhqoIa+2HI+I2MHvm3Nis9CzEIMOh0tFvSlX/qlybOwZ47vgKbJHCO0XybGzDQiEYEEkgkL+DgQfahnqwVOYNEMoYxJqdCtthyjatw+TL0TekQNeg0Z7DXh6VaqdmuHXzxBbfvG4jLcxV0SYCAeCd0ofmxsSHT7ZPW0KhGztU1JylCEeywI1kvuFoEnKPjyBsaleWGGkAnwSbZwIp3ZhHmNZByp29S9VAo1Q/AuVJwP48OG2zYxjYiiKA85SlK0awXokhDrp5nrTAfRzlKYxrjjjs22FCn6Pvs+vVXU361awdxSohBSMlrF/7l31JGvyAlSzJgoC8277ah5PFFNIpqh+52MRi4kqsfv89ZMo4ePH8D/L0nu2tmHjayEWecueMNbZdB+z9P0+fHHTly70PVJhHu7kCHP7vSdyrU2O9Nzb15CdgHHhGCk5wkiCC60Y0b3OA0p3NE14uG6gZRZBuBBFLVuIbxbGmtD/shvbZPZ9yaobjHPeC2ux/5x6daQTd7NgwcCKGhJJKIjfGZYipT6Ue/nKyCRdCCFvzCL3iLfHwzGKb1iWTiwDV0nWseN4MbGpfh72blKHCzMg5xbvSakTLtbxe7WMIS1rCGa1wziz4rR3WDKHKeiUw09Wf6BEPPn1LyZrzam97tpxOvt8M9NoLPt0xKyezWDQpp3SNf8qUp+TVeoy51c0S7JdGTnuQjH8l6GDYWCl0PM5uhBmiy8SzT+q6g2OVl6JOX0neqgZGjtLw61GEa05hu/Dxc2KR4ftSTtSJbeY3X2MIW9Oi5mwdGjIH/fZqS3+j0RjbMaEKEgzsTGg9iYqNBWsa+fdC0Ka7hyTzggan8p3zK/3ixwphvYAONaczbq2FXnRj+bvYzAfst46lVAltfL8V9L3d++7ATzddBn1TxRbexjbvcpT3tzabRylDzrBXmI01Xhvtc+v1kC+++q2VKSYnQi1S6eZQWx1fTueuClBN9fBAhobzBG2xkIwAhhNCKVuwhl3ZO/4fhDGcgA3HGGdcH4Bz9gDt+wx9/Yg6TYKvjWmEv/m5Wlem9m/HrR/Dadi0viSSucIX1rKcvfTO/kEJ1gyjMR2rf3D0jOtL9g92wZYs291oILuYryYpKrdlUthFfbE4VUeDSJaSDPZvZTGu09eb5yIcrrjldBbMgEPjggzPOVD4McQ7JXCzxtbllpYtdooGSF+/y6U+bOVzlS3787BSe95O55yWRNjaUpCQ96ckDHvAe72Fj/CienMcaayFEQSHEP0KI00KIU0KIvsZ0LyHEZiHEBeNfT2O6EEJME0JcFEIcF0JUye5KKCybSCIJJRQAO+zIE++C3Rtvwv79cOcOSIlBp2d+9c5MavhFyokuLhAcjEQSQYSpO2Q96wkgAGHyK5c7+dT4ue8JD9wgX0gkztHPtwAmu7FNMuAalcCyNr9w32sANfeG8vKxSIJ84a6vLbi4Mp/5JBg/BSmIN97mlm0VPMmTdRLwuZSyHBAA9BJClAMGAVullCWBrcZjgKZASeP2MbxgHYyKR4giild4hXOcA7SBxw/5EPuar0HBgnDU6JZTiEfDvuv1UKEC29jGcLTXf4FgL3txwikHa5GzuOFGYQojEHRcBJeLw9ky463m50kYt/Olx7GrzjharL5G3Z2h9J0KB18RRDsLBILrXOcoR3mFVyhMYXPLtmgea6yllEFSysPG/UjgDJAfaAHMNRabC6ZYQS2AecZgIPsADyGEX5YrV1gV17hGf/qbjmcwg/zkh6QkaNAANm1K/0RnZ21lI3Ce82m8wL3DO9mq2ZzUoAZf8iWBVSHID95cdxIbK12a6RUWy4Ea37Og03xiHQ/RfvE9vh8AizpAsg7yk58DHOA3fqMDHfBDmYv0eKo+ayFEEaAysB/wkVI+DGx4B0whlPMDN1KddtOY9t9rfSyECBRCBD6lZoWVcoELrGe96bgPfbDFFsLD4YMPNOfM27c/eqK3N7z3HhvYkCbw66/8+mjZXIAXXnRG8xU7twucqAjfD1iFY1ySmZU9HwH7r7Ho3XlM/nwVBt16esyMY9QomNpHy29IQxaxiO/4jpGMxB57s+q1NJ54NogQwgXYDoyTUq4QQoRLKT1S5YdJKT2FEOuACVLKXcb0rcBAKWWGRlnNBnlx6EMfpjLVdOyMMzHEpBSoUAFmzoSaNdOc9/Lftxn45naqUY2SlASgC12Yx7wc0Z2TlKCE6Q3is2ngErWZwd9sxi0y3szKspZVLSoQ7uFI7+nv8dZaeH0rfPh7Sv4ylnGPe3zCJ+YTmfM832wQIYQtsBxYKKVcYUwOfti9YfwbYky/BRRMdXoBY5pCwWIWp4kqs5WtaQucOAGdO8OZMwA4RcP+6rC4vz8d6Wgy1K1pzQIWkNtwxNHUPkvawpJ28Nq/F3OdoQZoufoEnecfZFuDydTduYQh46H6fthdS8tvQxs+4AP2s59v+Ma8Yi2Axz5ZCyEEWp/0fSllv1Tp3wH3pJQThBCDAC8p5VdCiDeB3kAzoAYwTUqZaZwg9WT9YuGGG+tYR13qkkBC+q+7efIgbO24YbhO/hAbk9vVwQxmLnMJJZRkrLMPNzNccCGSSCQwvTdEuq7j88nbsE/IfXVNTbydnvteTowa1ZSlbWthHw/nSgtcI7WByjjiCCOMvvRlKUvNLTc7efZFMUKIOsBO4ATwMGTHELR+6yVAIeAa0E5Ked9o3KcDTYAYoFtmXSDGeyhj/YKxlrU0oxkCwU1uUprSxBKLnfGzjW1UohI22BBFFFvYQjvakUyyyXDnRqKJxgknNjeEt9YmM7XvMnr88mIsAAJI1gkMOkHAvgFcLpYPhzg7zpfS3LM6xmnxPg0YKE95bnObaKLNLTmrUSsYFZbHRS5SnOKA5qWvLW3pRz96oUXClUiOcYzKVDanzByjKEU5xzmkrS0L34PDVXbwY5/ljz8xl5KsE5Q9M4Q4B1vKnfbkx880HzNuRvfZscRSkYrEEsut3NPTqlYwKiyP3ew2dWVUohIXuGAy1PvZzxa2mLz2vQjsZrfm/7swfDEpmtLnQh5/Ui5Gb5CcLz2ObQ2mk6w/R9P1oYwdBpsbQpy91r9/gQusYx0NaZhmpWxuRD1ZK8zKVKbyGZ+ZViMe4ACBBDKRiVzn2YLAWiPv8A6/8zuOtu6MHwJ7ap1lU2O1niw1GxqXYc3bFVjRuiJ9prnhEQ5uD6DTQi1/GcvYxjYAfud3ErDs1Z4ZoLpBFJaJLbbEE881rjGFKexjHwcwn/tPc7Gf/VSnOpEuUOxyFL98/CetVp0wtyyLZEnbSgT5ufH55JY4R+vpOgdq7YH2S1LK/MzP3Oc+QxlqNp3PiDLWCstEIGhMYyKIYC97zS3HLHzFVwxmMO540OxvuFgilAulxppblkUjgY2NyxDk58YHs9+j4HUofwpGj4TqB7UyCSSwhS3sZjfjGW9WvU+BMtYKhaXyB3/QkY5IwCM8gSOVJ1Dsyj1zy7IKEmx1XC7mzeL2lRk1uhn5b4JLFByonjIQGUkkt7jFYAazilXmFfx4lLFWKCyRQQxiDGOwxZaS5+GObzyRbl+ZW5bVkWCrJ9ZRc7laa09/bvvnwyNcx4WSAiG1sGOxxJJAAhWowG1uW+o8fTUbRKGwNOyxxwsvbLE1ukGVeN+NMrcsq8QuMRn3B/G4P4jn5EsTCM37BTFOUfgEx9ByFYTkBRwccceda1zjAQ/IS1488HjstS0FZawVCjPRilamGJNNNkBIPjiv+qqfGwHYJBsI9h3Gnlrfc9v/BpWPRPDtV3CoCiTaCpxwIoQQNrGJKlQhH/nMLfuxKGOtUJiZ/dXhvhc0X3cKYQHdkrmJ0udDOVRtEj9+towTFY7SeGMUs7vBSqND51d4hUMc4lu+5R3ewQ038wrOBNVnrVCYAT/8mMIU2tOejn/Anx3htt8w/O5Emltarmbmx7W4XsiT7wc0ZNhYHYWvpczTBm3efzDB5nQclWGftQqCplCYgQIUoD3tWdkS9gXAyFHr8QiPM7esXE+PX/YggbJnggn2ceWLSS3Z/AZ0+BOaboC+9EUiKUMZrnPdFJ3IElDGWqHIYbzw4jd+A+DYy3C1KDT7+zSOcYlmVpbTSPhpOYQ7wZBmOXZXAXRaGEicvQ01915hdYsK9PxfQ/xvw4JOUOyK4H3eJ5po9OgZwpAc05YZqhtEochhfPEliCBWtYD358E3g5fy0a97sUu0yKlk2YSE2YuhTAgYBPxTAoY1NYuSaCc7wjwd6Tb7PY5XLIV9vOBqETgrT1OXutznfk7KUd0gCoUlYIMNV7lKsg7CPSDWMZm8oVEvlqG2SYYZKzRDLQC9BI9Ys8lxjknAOSaBv5v9TIyTHfbxoxDSkUj7RO7H56ihzhQ1G0ShyEEKUxg77DhUFbrNgaHjNtFu6VFzy8o5XOJh7Hp4OQhLC9Vum2Sg3ZJ+xNs7ci8PBOw3t6K0KGOtUOQgRzhi8jCYLziSIlct58kt2/GIgb474bXL5laSLscr+LGitR1uD2B39UQ4eNDcktKgukEUihyiPe2xxZYYR1jVEhpsO0/XuS+Qh0HfSCh+Fw7lhxvGlYNvnwadZQxZ7ajXHO+7eXCIg1ZzIyDfR+aWlAZlrBWKHOJrvsYBB4LcYUGnMH76NNNod5ZNxyqw+wpcD3vyc876wPevQrQdXMkDSHjzjEUY67XNy9Ngmy/+QTBsjAE5epS5JT2CMtYKRQ4wilH44UeSHrrOAd87D2j+12lzy3o6iuWBKa20/SoF4co9CIuBuCRoP+fJrnHSL9vkPQ/FLpfA6743ADM+lZD3JzMrehRlrBWKHCCAAFxwIVHA4SpR7AuYa25JT4enE2z8FEp4p6QVMHZlGAzwdw9oNtM82p6TpW1eJsapOl3mGRPq1AELmNL8X5SxViiymYlMpAENACh6RWKXkEzxy1bmr9pGl9ZQp0ang1KW7wgpPSTQfJ0zQroAUHOXgYhmZ80rKgPUbBCFIhuxxx5PPLHFlnB3iHIxcL3QSHPLeno8HTPP1wlwtc8ZLVnI7tolGDquHQ7xEOkCYa+9jHwQbm5Z6aKMtUKRjXxk/AC8chCKXA1CZ7C8V+xM0QlY0T3zMv7uMLllzujJIhJs9fgFefP959pUynfHX+FcYfMtznkcylhnE4440pKWVKayuaUozEQ+8lGRigDsrgXRzrCz7lRLWwvyeAwS6k/PvMzNcPh4cc7oySLCPN2Z07UjACdegjvj+8ClS2ZWlTGqzzob0KNnOMMZzGACCWQpS01505hGHMq72otAJSqZnqrHjIDm6/Zgl/ACLSu3YBJtdKxsVZuvR2jHcwpvIzD5Etwxr67MUMY6G7DBhkEMAqCa8fOQilQknngAjnKUH/nRLBoV2YsPPgxgAAAL34VT5WF6763YW6uxjoyD0RtgZJNH8+KTYNDanNf0HAipx+t+QwC214ONiX/BmTNmVpU5ylhnI8c5Tm9604MevMd7AKa/APe4RxvamI7b0547lvzTrnhi3HCjMY0BzV91/ymrKHAzwsyqnoO4JJi0Fbae046HNYYVx+D0HUiWsOeKefU9BRJ4e00P/n5TOz53fg2n9JbfhaOMdTZwghMIBBFEsJOdHOe4ySfuUY7iiScAechDPeqZzgskkCSSTPupDbnCenDGmX/5F4A5XWBOV1jWJsj6/VVHJcBOo1+Pd+dCZDxY4ZuCAGb2KArAnpow+O07MPiWeUU9AcpYZwMFKJDmOML4AS2c00NHPk1owh/6JWBrq+XF5zetvC1IQWKIMV2jHvVMPwIGDCSQkAM1UTwLAoE//iTrIMwTxoxYScMt58wtK2u5F/P4MhZK+ZPDOFxFj0FA5JHt3D/Yy9ySngg1GySL8ccfgSCJJIIJfiQ/nnjijJ9VjhtxGv0tTjHgFAN7a8K1QtoW4qPDMdXnAAeIJZYYYjjBCQoZPy64mKGWisx4+GO9pSGMGBOHZ1gMemubrpdLuePjyrGX7bBPEFwrkEST2UGQlGRuWU+EerLOYnazGwccuM512tI2/UJ6PdSqBbVrw9ChpuR2U65hE5dEsr0Nnk6FmZHqB7/KYYFLtLZfilJc4xoA3/Eda9EGdwwY2M3ubKmX4sk5znFiHOHkS9B1zoEXy7OehfP18A8YOdqdPPfggO8N6NjR3JKeGGWszUGPHjBjRpqkEn+fptX7C3C6F02spyObJrWkb1cIqlqQ4JfzM3IUFLqulfUIh9Yrtf0vjR+ARBLpQQ/TNQ9xiOMcz1RKkwDwS7WKOCQM/lL2/pnpSEd06HjgBpsaQanz5lZk4WwoAw0uwN7C2X6rHXWLMWKMK/lCIcY2iQ7vLAHLclmdKcpY5zQjR8KIEWmSyi4/SuP+K3G6pz06O4bF0qL7IgCu1SvOzYAiTO77KlH+7gDkuQv7axhPXrGcjw9UojjFscWWWcwyXXc729nHPgAkkiEM0SI3F4auzbUyHd6Awr4pWm6FwIKN2v6CDXDSctcIWCReeAHgGww/fwIXSxRl9dtvsacWfPndNryN/8YKAAET6sMpH1hVIdvvFukaQKJtXiQwakgCDBqU7ffMSlTA3Czka75mAAOwwYa3eZuNbEzJ/OorCAiAZs3AXvOh4H/gGnW/2YzvkZt4XMvcL/CV+iWJ83BkybJumuOchxw5Qu33fyHvSW3KXx7ymCJnp0YiWc1qJBJfL6jZcy28NTvTe7YZDMv/ecLKK0y87dCeApP+ZEZv7fhYRbhcDN7YfJZPfo5jfufZ1reKMVfwLlADicThzXdI+GuluQWlR4YBc5WxzkL+5V9e5VXiiMORVI5v+vSBMWPA3d2U5HnpLp0bzsDzKcI6SeBG7aLM3tUvbcalSxAVBTVqYBtvoCxltdvSh+5k4NPBIxS8b5sOAwggljgqlYS5Rj9DV4OgaT84e+2JJSoAdDrsGr5JmW/X0HERDJqYknWyvMT3zm36Tg1iYaf55tP4whEAtACcaLxBsvktB2SiRc6oenZjLYQoCMwDfNDsxS9SyqlCiFHAR0CosegQKeXfxnMGA92BZKCPlHLjIxdOe4/caayF0AYwfvsNHI3G2yBxiIilb9ExOEQ8vdMYKSDWy4lLjcqwYuH72j0eEhQE/v6mQyecTD8aAsFtbmMr9CkXSvV8d497SCS2enBvsQS+0B4Lw6OgRBvJvQdPLfXFRqcDT08c4sB52Dcs3tid+tsFQgqkgAduyWxrEMfFElv58rutgMXFj801aMblDQTNMQgofNXAzZKOkJD7jLUf4CelPCyEcAUOAS2BdkCUlHLSf8qXAxYB1QF/YAtQSkqZ4ez53GCsHXFkM5upTW2CCca3/Otw7JhmTI3dFnYP4uhTfAyO92Oe2/OaBA70rsu/Y5qR4GKPwVYP8fHg65vhOZ7OgvtLtPnecav6EfvrZFOeR3hqYyFBZzAdlTCU5h73SCaZSCKfS/cLidCMtDhwgGv1i+Oqd8f9gUACUkg++Vnyyc8/UfzSTdwexCqjncWsbV6Ro5U+YPhYQd0dsKtTYbh+3dyyMiJDY/3YedZSyiAp5WHjfiRwBsifySktgD9PwYUGAAAWDklEQVSllPFSyivARTTDnauZxjRqUxuAIi+3hBMntCl6RkPtdj2Mj6pPxvludJa4yBRAjek7+br8NxQ/clNLtLeHsLAMN8PVy6A3gN7AT70kXmGYtkNV4VQ5bbvlL8CgN20XuUgYYRzlKOWMn4erMBVPgJRIDBiqV6NgnDfFV5/ilMNlbuUHnRT80kNHlSO9abH6GxJt/bmQkZN/xVMT62BDpaOeDB8ruOUP0aFXtIcaK+SpFsUIIYoAlYH9xqTeQojjQohZQoiH/3vzAzdSnXaTdIy7EOJjIUSgEMKKo4ZmwN69pu4Jt+thlFp7kjYd5uB9LiRLLm/nYk+p5uUp1bw8LWe9S5vqhWkONMvsJClpHKH1RgXb5OO0Y7k02a8EwkuntK3zfFjbHG7XD4Q6a8FG+3IXoxinjJ+xjMUbZVSemuRk7tWvwEsFm/Bex7WsLXWOW8aeq3/rC5L1A5n0RR9Cvctz4iXLjFdoTQT5+bCgU2sAho6DI5M7QfCji9WsgSceYBRCuADbgXFSyhVCCB/gLtob+ddoXSUfCCGmA/uklAuM5/0OrJdSLsvk2lbfDfIrv/IhHwLgGANxjuB6K5xGn6/ipcVHsuw+ensbGnzdjNpfvv5IXhLQPzKOQ7/seSRPINlRuxF6YWD3/QC+PD0uw3uElvPlYtNyLL3Qhjb3lyN/Gc0Uj2FIdBS9kjLHuyEN2crWrKrai0mjRrwX2ojKZd/jk1W+OBtXcZ8rBafLXcY94jjFLh+jyLUnH4hWaMQ62LKszZt0XlCf/dWhd/MNBM7qCVevmltaZmTYDfJE86yFELbAcmChlHIFgJQyOFX+r8A64+EtoGCq0wsY03Itb/AGdagDwODxkCySaf7xUlzuRFJ67cksvZeto226hhq0f8xxEXF8/8XqRzOFROySoIe8p+/QKL0yRu6VzMvVlcfxa3ATigIfjWT77BI88PXAqXszk7FWZAGbNrGQTSwsvIujMi8eU/7Hj/31lD4Ppc8XY3etYuiTSzF8TDhDxy3HId46lkZbAkLa4RRTH4Ctr0PgpT8t3VBnymONtRBCAL8DZ6SU36dK95NSBhkPWwEPrdIa4A8hxPdoA4wlgVy93rYiFSlDGQAWddSWfVf5da/VDhTluRBKnguheBS9pxlroMpve3F08KNJca2zZUo/OLwDOGw+nbmKVatYAOiXn+dk/oJU6zuf776C2nsAyvHmXyCkD+8si2J5m1mPuZgiWSfouKg7K1vDjrrwu+NC2JjppDSL50n6rGsDnYEGQoijxq0Z8K0Q4oQQ4jhQH+gPIKU8BSwBTgMbgF6ZzQTJjSTb2zB7Z9+sv7CAjw99kWkRF19X2i7tluW3TnC1Z/nKnlQ8oR2fXzCcsNNqXXpWk7xrO/8G/8mM74tRrPMo5nXW0gP2g11Ccb4fUIHjFYbTZ2pr8wq1cHQGmNK/GACheeGy/hrcsW5f8U8yG2SXlFJIKStKKSsZt7+llJ2llBWM6W+nespGSjlOSllcSllaSrk+e6tgXgQCG+MLSuN1iVwvJEEIbtQqyvio71j7S3uS7fQk2+m1qc3Pg4RZdaZmWiQqOIoV2bDYQuoEDwqmmgFy9y7EqfBk2UJSErF3rnBl0Tg+XOSM87L1nC4eT6KtpNB1HeVPefPdl3WY+NV3LG1TlUQbPVY/6JPFFL80mkLXtdWj77ZbBaNGmVvSc6NcpD4nzWnON3wDgEvzDvgdvIX/LfAPErjH2HH4w5qMjZvM2LjJXH69FA/83Z/rP1ZS7GMc2EtJcjb0a0b7uONjHKWIIopolI+LbCcpicSkGGLaNKP8JQecj1zgli6Ie3nAPkHPV9/a0WZZZ1qtnExIvvwE+bqZW7FFEJzPhYsl7JFCEOyVSMKDUEi08sAPKGP93IQRxnW0CfbLWc6tgALcKgC3Cmj+jAP2CdO2YlUvptwYzY1aRbnzsv9jrpw+hiQDd46mP14rDZLbh26km4eE22fyAeDgFo+7b+ZLEt18InFy056cb531Yf6ewfyrjdXwG78xH7VUOqdJeqk0BT1e4tUJe9mb5zw3C2hvduveEuQL+Youc4cT61CE02V9zC3VrPSf8hnRzg6EeULjKafg44/NLSlLUL5BsoCmNKUjml/cVrTKMCDA0LFwvZC2b4gKJ2bPo0FGKyw6hC458+Zwze9Ow2/eAqBAQGHCr9wnKjgSQ1Iyqz9YlOF59i7xDN4yE4C9iyqxcWq9DMs2+GQP9bpqU+AnNv2ICRd/JiyP9tv+Az/QXxuiUJiLGjVo6d+L1iF1aHq2KN73tOQ7PjC3y21artqKFNcpk0Vz+62FbfVLUuVwJ9weeDCzaxyfFpsEw4ebW9bT8HxT9xSZs974AehNb9zRHDYVpjAf8ZGp3LhhKeeEensws0dn0/Hv3eFqUbhXxof6w/7KdCZJ5K0IVr6/AICSzcoRciqIiMd47VPkMvbvZxX7WdWiBd3sX8L/q4GMnuSKbzAM/NafwKqdMejOMPf967z51/YXxjVrSL76JNp6IAX0mhAFPlZlqDNFGessZjrTTfveeLOZzabjb/mWIhQBIO9dGJZqXUqdXRCSD0RyQ3y88tLzf+lcXEradJxL6veQC3+ffiadpWpf5cKeIlw+WOiRvMKVb1H21fQdWR/mMHOY80z3VGQDq1czm9Vw+hhn7T3wnzCfaX2h2iGAssQ5lMU+viDdZsUx64O5Vjud9EmY+/4rvHSyAHnvQjIG+OhDc0vKUlQ3SA5ShjI44QRoS7eXsjTdcgm2cOI/vtjf/QPOl5L4HrkJEgrvvEST/k+3OkXoDJR59RLtv9HeAiLuuLB48JvcPpPSx+lTIpSO363Dw09z2LRsRGNOby3JW+WnUvm4jr/4i+Y0f6r7KnIInQ77MpUo71qDtq/9lMY167GKkgI3b9J3ajALOufO8Yab+VviGlkf9wdQb1syO1+3BQuwb0+J8mdtaejRm6KKPOQgBylEypOuSPUcdN8TkozvQedKQ4PNSdgbXay2e2cWBXdfNp6TOUJn4KU3zvPO6E0AxEbaYUjSm/J1egOObpovkNXjXufzAdO5UzY/4f4u2BiEMtbWgK0tjvYeuAwax6KtH9LgHwDNNWu4RzI768Zwtsw/fPVt7nHNOq/zK8Q4teOTmXZIwNO7BBF3rTLMkTLW1oCeFKNZgxqmfnAAZ5xN+RJITilKy5UGdtWWDCgwAn1cIlGPCXheIuAabcdp13YyxGBDypqlJPTE6LSn/y5F57AqTyuEFCTYgU0yylhbEzodOikQ+w5w/fUSuOKKa5TAIEAKA5/+JPn4l58odV6bQeQaZZ3e6JL0ggS7ejjEtUYnocKeKE42yQ8PrNIJuzLW1s5KVpoiwNhhR9GH68D/wx0feHV7yvFtf4hyzfi6cy51ISBqn+n4iFNlOpb8M02ZEhfgbBlIMsQzl7lpgvIqrAS9Hq/tJ9nzuiOuXoXxD0rJqrMTIl0TWNLuW5xiEil4M9x8Op+B/dVL8NebnzFmJNzMD6+FluNSwhlzy3pWlLHOTRSiEDOZaTp+hVfIQ550y44dCrvqpBxHO8Ouuk93v5C82oDoGc5QjnKPP0FhuZQoQb22PzJ4SXEqxpQ0Ge1YB2i1Egpdv0nrFWspczaYIlYwwyjG0ZaTL9Wj+sG3AWg++hB//dYKbmSw3sDyUcY6N9Ob3pSkpOnYDz/a0jbdsnd8YPyQlOOVrOAmNzO9fsiQj8gb7aiMdW6icWM632tGtUDoTneccQY016wzeoH33WN4hF+k04KDeIU9ffi5nOKelxd/vDuSz6bDzjrQ82ZzTl39y9yyngdlrF8kfPGlNSmOfgYzmAIUSLfsKlZxy+jBNpxwhjHskTIhhJCXvMpY51K60hVPPPkek1NNdtaB4xXhUvFAEm1jmNZnucUNRCbY6hk7rCNjRr4CwIDay5ly83O4ZtURnpWxfpEJIABXtI7rQhTiN35Lt1wccexgh+l4LGPpQAc+5EMSSaQRjdjDo4ENFNaPHj0NaEAVqjCBCab03bUg0lXy/YBzlLgYyk+9MowhkuMk62zZU2sSdXfBX83gU4cBXF8xxdyynhdlrBUadtilmR44j3nUpGa6ZYMIwhNPHHAgggg88MgpmQoz4Ygj+cnPMIbRhS6ANvvoYgm4WCKRPtPC6TVjJ/2mbs/8QtmMBKoFDuZQNS1A9Ey3RXyi+xTCrWtwNB2UsVakjwMOJhevvvhymrQrIh/m3eMeecmb4/oU5sHO+NnPfkpSEhtsMOgEMU4wrU8Sk75IZn3Tn6h66Do2SYYc7yJJtNERb/8dLtE27KhjoFHrn4kf0CuHVWQLylgrno1NbKI85SlEIZJ5oWJIKIzo0XODG9hiizfeJhe/zddJDleBA9VH4RCXSN67Oed/pMqh0ewLcEdnEKx2/4c29xvk2L2zGWWsFQrF81Ga0sxjHv74mwasJVB7N3iEhzNq1O/kC4nM9il/p8v6UOLiZ9glunLFP55iw2bBp59m6z1zEGWsFQpF1tCKVrSlLW/wBt54AxCcD/r9AEWunqPi8X28uv0i/kHZs4Jw5Kh+9J1aFLcHMKPZFfqtLZYt9zETylgrFIqspTvdKUABhjPc5ArhYDX4602AQCCUQRO2ZGlE9pUtK1At8B0K3vQkxiYR515fwtTMQ91ZGcpYKxSK7KE97fHFlx/4wZT276sQ5Afrmx7FMTaamZ8syZJ77Q14jxIXq+N9F977NYZFHzlnyXUtCBV8QKFQZA+LWYw99uxhD61pzSAG8ZpxZl+p85WIcE+m+v4CvL71PN8MWffM95ndtTr5QsqR9y5IJMv/93oW1cA6UE/WCoUiy3DEEXfcmc98XkczpgadICQfbH4jkYETY5nWZxltlh0Dntw9qwSind9An9wcxziofEhyNMABEhOypyLmQ3WDKBSKnEOPHoHgGtdwww0XXDAIzbVvrxkGlraVHHxlPL53HuAS/XiDu7x1RY5W6sbXI3TEOELJpCLcTrTqZeUZkaGxVtHNFQpFlpNMMkkkkZ/8FKYwF7hAsAzCNgl+6aEjzEtP1znDqbl3PBdKeHMzv3uG14qzt+GBmzueYZq5ajj7Bre94nKqKhaDerJWKBQ5Qj3qMYxhvMRL+OEHQJw9vLVWc83a4c/VlDofSuHraedpH66cn/FDvmJZWzhZHtrfrMXpiL3mqEJOoAYYFQqFednBDhrRiC50oTrV6UIXnOOd2dwIzpUqwNS+vfC9cxTvu+fpuOgwnuGxxDrY8O9rlWm8UbvGd1W3cjrmDkSYty7mQD1ZKxQKs9Cd7njiyXd8Z0rbUReOVIabBQ6SZBPN4G8202TDOA5XhU1vQN/wLpw9OM+MqrOdDJ+skVKafUMb7FWb2tT2gm06dLIJTeQgBqWxCtvrSrmumUG2XnZO7qqlpY0tvkji7292zdm8BWZoJ81tqJWxVpva1OaEkyxNaVl64Gz5bz3NMhiQ8nwJbX9DIym9+401u84c2DI01qobRKFQWA729jgm22O7cy9XGpXCLVKbBrjEZiUd9O9CvHVGYH8K1DxrhUJhfeQhD4tZTEMamltKTqGMtUKhUFgBalGMQqFQWDPKWCsUCoUVoIy1QqFQWAGPNdZCCAchxAEhxDEhxCkhxGhjelEhxH4hxEUhxGIhhJ0x3d54fNGYXyR7q6BQKBS5nyd5so4HGkgpXwYqAU2EEAHARGCKlLIEEAZ0N5bvDoQZ06cYyykUCoXiOXissZYaUcZDW+MmgQbAMmP6XKClcb+F8Rhj/utCiJyOVK9QKBS5iifqsxZC6IUQR4EQYDNwCQiXUj4MrnYTyG/czw/cADDmRwB50rnmx0KIQCFE4PNVQaFQKHI/T2SspZTJUspKQAGgOlDmeW8spfxFSlktQ6clCoVCoTDxVLNBpJThwD9ATcBDCPHQxWoB4JZx/xZQEMCY7w7cyxK1CoVC8YLyJLNB8gohPIz7jsAbwBk0o93GWKwLsNq4v8Z4jDF/m7SEZZIKhUJhxTxJ8AE/YK4QQo9m3JdIKdcJIU4DfwohxgJHgN+N5X8H5gshLgL3gQ7ZoFuhUCheKJRvEIVCobAclG8QhUKhsGYsJQbjXSDa+Nda8EbpzU6U3uxF6c1+nkVz4YwyLKIbBEAIEWhN0/iU3uxF6c1elN7sJ6s1q24QhUKhsAKUsVYoFAorwJKM9S/mFvCUKL3Zi9KbvSi92U+WaraYPmuFQqFQZIwlPVkrFAqFIgOUsVYoFAorwOzGWgjRRAhxzhhZZpC59aSHEOKqEOKEEOLoQ5euQggvIcRmIcQF419PM2ucJYQIEUKcTJWWrkahMc3Y5seFEFUsRO8oIcQtYzsfFUI0S5U32Kj3nBCicQ5rLSiE+EcIcdoYLamvMd2S2zcjzZbaxlYVkSoTvXOEEFdStW8lY/rzfyeklGbbAD2ab+xigB1wDChnTk0Z6LwKeP8n7VtgkHF/EDDRzBrrAVWAk4/TCDQD1gMCCAD2W4jeUcAX6ZQtZ/xu2ANFjd8ZfQ5q9QOqGPddgfNGTZbcvhlpttQ2FoCLcd8W2G9suyVAB2P6z0BP4/6nwM/G/Q7A4hxu34z0zgHapFP+ub8T5n6yrg5clFJellImAH+iRZqxBlJHxEkdKccsSCl3oDnOSk1GGlsA86TGPjR3t345o1QjA70Z0QL4U0oZL6W8AlxE++7kCFLKICnlYeN+JJrXyfxYdvtmpDkjzN3GUlpRRKpM9GbEc38nzG2sTVFljKSOOGNJSGCTEOKQEOJjY5qPlDLIuH8H8DGPtEzJSKMlt3tv42virFRdSxaj1/i6XRntScoq2vc/msFC21hkQ0SqnNQrpXzYvuOM7TtFCGH/X71Gnrp9zW2srYU6UsoqQFOglxCiXupMqb3nWPQcSGvQCPwPKI4WmDkImGxeOWkRQrgAy4F+UsoHqfMstX3T0WyxbSyzISJVdvJfvUKIl4DBaLpfAbyAgVl1P3Mba1NUGSOpI85YDFLKW8a/IcBKtC9S8MPXGOPfEPMpzJCMNFpku0spg43/AQzAr6S8hptdrxDCFs3oLZRSrjAmW3T7pqfZktv4IdLKIlKl0tvE2P0kpZTxwGyysH3NbawPAiWNI752aAMFa8ysKQ1CCGchhOvDfaARcJK0EXFSR8qxJDLSuAZ43zhCHQBEpHqdNxv/6cNrhdbOoOntYJwBUBQoCRzIQV0CLajGGSnl96myLLZ9M9JswW1sVRGpMtB7NtWPt0DrX0/dvs/3ncjJEdT0NrRR0vNo/VNDza0nHX3F0EbJjwGnHmpE6x/bClwAtgBeZta5CO21NhGtP6x7RhrRRqRnGNv8BFDNQvTON+o5bvxy+6UqP9So9xzQNIe11kHr4jgOHDVuzSy8fTPSbKltXBEt4tRxNAM3wpheDO1H4yKwFLA3pjsYjy8a84tZiN5txvY9CSwgZcbIc38n1HJzhUKhsALM3Q2iUCgUiidAGWuFQqGwApSxVigUCitAGWuFQqGwApSxVigUCitAGWuFQqGwApSxVigUCivg/2EdaUd+i7pxAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shapes_with_bb = shapes_with_contours.copy()\n",
"for contour in shapes_contours:\n",
" rect = cv.minAreaRect(contour)\n",
" box_points = np.int0(cv.boxPoints(rect))\n",
" cv.drawContours(shapes_with_bb, [box_points], -1, (255,0,255), 2)\n",
" \n",
"plt.figure(figsize=[10,5])\n",
"plt.imshow(shapes_with_bb[:,:,::-1]);"
]
},
{
"cell_type": "markdown",
"id": "e3c9d01b",
"metadata": {
"id": "e3c9d01b"
},
"source": [
"Poniżej mamy przykład z okręgiem przy pomocy [`cv.minEnclosingCircle()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#ga8ce13c24081bbc7151e9326f412190f1):"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "16f9d71b",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 323
},
"executionInfo": {
"elapsed": 487,
"status": "ok",
"timestamp": 1668432518719,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "16f9d71b",
"outputId": "635bc815-85dc-4d45-a997-03f150cefa79"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shapes_with_bb = shapes_with_contours.copy()\n",
"for contour in shapes_contours:\n",
" (x,y), radius = cv.minEnclosingCircle(contour)\n",
" cv.circle(shapes_with_bb, (int(x),int(y)), int(round(radius)), (255,0,255), 2)\n",
" \n",
"plt.figure(figsize=[10,5])\n",
"plt.imshow(shapes_with_bb[:,:,::-1]);"
]
},
{
"cell_type": "markdown",
"id": "8128584a",
"metadata": {
"id": "8128584a"
},
"source": [
"Możemy również umieścić elipsy przy pomocy [`cv.fitEllipse()`](https://docs.opencv.org/4.5.3/d3/dc0/group__imgproc__shape.html#gaf259efaad93098103d6c27b9e4900ffa), ale w tym przypadku kontur musi składać się z co najmniej 5 punktów:"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "dfee5d44",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 323
},
"executionInfo": {
"elapsed": 527,
"status": "ok",
"timestamp": 1668432521344,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "dfee5d44",
"outputId": "249327dc-b0f8-413d-d593-56e2ee6f9e93"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shapes_with_bb = shapes_with_contours.copy()\n",
"for contour in shapes_contours:\n",
" if len(contour) < 5:\n",
" continue\n",
" ellipse = cv.fitEllipse(contour)\n",
" cv.ellipse(shapes_with_bb, ellipse, (255,0,255), 2)\n",
" \n",
"plt.figure(figsize=[10,5])\n",
"plt.imshow(shapes_with_bb[:,:,::-1]);"
]
},
{
"cell_type": "markdown",
"id": "de2ca7bf",
"metadata": {
"id": "de2ca7bf"
},
"source": [
"## Wykrywanie obszarów/plam\n",
"\n",
"Do wykrywania obszarów/plam (ang. *blobs*) posiadających wspólne cechy (np. rozmiar, kształt, wartości pikseli) możemy użyć [`cv.SimpleBlobDetector_create()`](https://docs.opencv.org/4.5.3/d0/d7a/classcv_1_1SimpleBlobDetector.html#a1d7a06c8b8749207a978e42cd8d0cdf6), a następnie używamy metody `detect()`. W poniższym przykładzie użyjemy domyślnych wartości detektora."
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "1bb452fb",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 336
},
"executionInfo": {
"elapsed": 2036,
"status": "ok",
"timestamp": 1668432544826,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "1bb452fb",
"outputId": "6e263d9b-22fa-4d62-92db-190c5e90dbca"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"blobs_gray = cv.imread(\"img/blobs.png\", cv.IMREAD_GRAYSCALE)\n",
" \n",
"blob_detector = cv.SimpleBlobDetector_create()\n",
"\n",
"keypoints = blob_detector.detect(blobs_gray)\n",
"\n",
"blobs_color = cv.cvtColor(blobs_gray, cv.COLOR_GRAY2BGR)\n",
" \n",
"for kp in keypoints:\n",
" x, y = kp.pt\n",
" x = int(round(x))\n",
" y = int(round(y))\n",
"\n",
" radius = int(round(kp.size/2))\n",
"\n",
" cv.circle(blobs_color, (x,y), radius, (0,0,255), 3)\n",
"\n",
"plt.figure(figsize=[15,5])\n",
"plt.subplot(121)\n",
"plt.imshow(blobs_gray, cmap='gray')\n",
"plt.title(\"Grayscale\")\n",
"plt.subplot(122)\n",
"plt.imshow(blobs_color[:,:,::-1])\n",
"plt.title(\"Blobs\");"
]
},
{
"cell_type": "markdown",
"id": "7f8071d0",
"metadata": {
"id": "7f8071d0"
},
"source": [
"Parametry ustawia się poprzez atrybuty obiektu zwracanego przez [`cv.SimpleBlobDetector_Params()`](https://docs.opencv.org/4.5.3/d8/da7/structcv_1_1SimpleBlobDetector_1_1Params.html). Po ustawieniu parametrów obiekt z parametrami przekazuje się jako argument `cv.SimpleBlobDetector_create()`.\n",
"\n",
"Detektor działa następująco:\n",
"\n",
"1. Obraz źródłowy jest przekształcany do obrazów binarnych poprzez progowanie z wartościami odcięcia od `minThreshold` do `maxThreshold` z krokiem `thresholdStep`.\n",
"2. Dla każdego obrazu binarnego znajdowane są połączone komponenty przy pomocy `cv.findContours()` oraz obliczane są współrzędne ich środków.\n",
"3. Środki z kilku obrazów binarnych są grupowane na podstawie ich współrzędnych. Te, które znajdują się blisko siebie, odpowiadają jednej plamie/obszarowi (kontroluje się to poprzez parametr `minDistBetweenBlobs`).\n",
"4. Na podstawie wyznaczonych wcześniej grup obliczane są końcowe współrzędne środków plam/obszarów oraz ich promienie, tak by zwrócić je jako lokalizacje i rozmiary punktów kluczowych.\n",
"\n",
"Detektor dokonuje kilku filtracji zwracanych plam/obszarów. Poszczególne filtry ustawia się poprzez parametry `filterBy*` nadając im wartość `True` lub `False`. Można filtrować według:\n",
"\n",
"1. koloru (`filterByColor = True`), tj. następuje porównanie intensywności środka plamy/obszaru z obrazu binarnego do wartości ustawionej w `blobColor`; jeśli są różne, to plama/obszar jest odfiltrowana; wartość `blobColor = 0` wyodrębnia czarne plamy/obszary, a `blobColor = 255` jasne,\n",
"2. powierzchni (`filterByArea = True`), tj. plamy/obszary mają mieć powierzchnię między `minArea` a `maxArea`; np. ustawienie `minArea = 100` spowoduje odfiltrowanie plam/obszarów, których powierzchnia stanowi mniej niż 100 pikseli,\n",
"3. okrągłości (`filterByCircularity = True`), tj. miara okrągłości plamy/obszaru `4 * pi * pole powierzchni / obwód^2` ma być między `minCircularity` a `maxCircularity`; np. regularny sześciokąt ma większą okrągłość niż kwadrat; np. okrąg ma miarę `1.0`, a kwadrat ok. `0.785`,\n",
"4. inercji (`filterByInertia = True`), tj. jej wartość ma się znaleźć między `minInertiaRatio` a `maxInertiaRatio`; miara ta określa jak bardzo wydłużony jest dany kształt, np. dla okręgu wartość ta wynosi 1, dla elipsy mieści się w przedziale od 0 do 1, a dla linii wynosi 0; aby odfiltrować po inercji można ustawić `0 ≤ minInertiaRatio ≤ 1` oraz `maxInertiaRatio ≤ 1`,\n",
"5. wypukłości (`filterByConvexity = True`), tj. `pole powierzchni / pole powierzchni otoczki wypukłej` ma być między `minConvexity` a `maxConvexity`; aby odfiltrować po wypukłości można ustawić `0 ≤ minConvexity ≤ 1` oraz `maxConvexity ≤ 1`.\n",
"\n",
"Domyślne wartości parametrów są dostrojone do ekstrakcji ciemnych, okrągłych plam.\n",
"\n",
"Poniżej znajduje się przykład skonfigurowania parametrów pod kątem progu i minimalnego pola powierzchni:"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "08e79f26",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 336
},
"executionInfo": {
"elapsed": 1450,
"status": "ok",
"timestamp": 1668432554349,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "08e79f26",
"outputId": "e488edb9-1195-4a9b-ca33-4b82f0131c2f"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"params = cv.SimpleBlobDetector_Params()\n",
"params.minThreshold = 200\n",
"params.maxThreshold = 255\n",
"params.filterByArea = True\n",
"params.minArea = 2000\n",
"\n",
"blob_detector = cv.SimpleBlobDetector_create(params)\n",
"\n",
"keypoints = blob_detector.detect(blobs_gray)\n",
"\n",
"blobs_color = cv.cvtColor(blobs_gray, cv.COLOR_GRAY2BGR)\n",
" \n",
"for kp in keypoints:\n",
" x, y = kp.pt\n",
" x = int(round(x))\n",
" y = int(round(y))\n",
"\n",
" radius = int(round(kp.size/2))\n",
"\n",
" cv.circle(blobs_color, (x,y), radius, (0,0,255), 3)\n",
"\n",
"plt.figure(figsize=[15,5])\n",
"plt.subplot(121)\n",
"plt.imshow(blobs_gray, cmap='gray')\n",
"plt.title(\"Grayscale\")\n",
"plt.subplot(122)\n",
"plt.imshow(blobs_color[:,:,::-1])\n",
"plt.title(\"Blobs\");"
]
},
{
"cell_type": "markdown",
"id": "dc1e0958",
"metadata": {
"id": "dc1e0958"
},
"source": [
"### Zadanie 2\n",
"\n",
"Spróbuj wykryć i oznaczyć monety z pliku `img/coins.png`. Przykładowy wynik znajduje się poniżej (użyto schematu kolorów *inferno*, kolejność wykrytych monet nie jest istotna)."
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "5900ec2b",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 352
},
"executionInfo": {
"elapsed": 1456,
"status": "ok",
"timestamp": 1668434187069,
"user": {
"displayName": "Cezary Gałązkiewicz",
"userId": "01409497901784152256"
},
"user_tz": -60
},
"id": "5900ec2b",
"outputId": "a9340b66-f091-407f-9f8b-ceed352e8855"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No. of contours: 7\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Kontury')"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"coins_color = cv.imread(\"img/coins.png\", cv.IMREAD_COLOR)\n",
"coins_gray = cv.cvtColor(coins_color, cv.COLOR_BGR2GRAY)\n",
"_, coins = cv.threshold(coins_gray, 170, 255, cv.THRESH_BINARY_INV)\n",
"\n",
"coins_contours, _ = cv.findContours(coins, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n",
"print(f\"No. of contours: {len(coins_contours)}\")\n",
"\n",
"coins_with_contours = coins.copy()\n",
"#cv.drawContours(coins_with_contours, coins_contours, -1, (255,255,0), 2)\n",
"\n",
"for idx, contour in enumerate(coins_contours):\n",
" (x,y), radius = cv.minEnclosingCircle(contour)\n",
" cv.circle(coins_with_contours, (int(x),int(y)), int(round(radius)), (255,0,255), -1)\n",
"\n",
" cv.putText(coins_with_contours, str(idx+1), (int(x)+10, int(y)+10), cv.FONT_HERSHEY_SIMPLEX, 1, (0, 200, 255), 2)\n",
"\n",
"_, bologna_labels = cv.connectedComponents(coins_with_contours)\n",
"\n",
"coins_color = cv.cvtColor(coins_color, cv.COLOR_BGR2RGB)\n",
"plt.figure(figsize=[15,5])\n",
"plt.subplot(121)\n",
"plt.imshow(coins_color)\n",
"plt.title(\"Color\")\n",
"plt.subplot(122)\n",
"plt.imshow(bologna_labels, cmap='inferno')\n",
"plt.title(\"Kontury\")"
]
},
{
"cell_type": "markdown",
"id": "55ce79c1",
"metadata": {
"id": "55ce79c1"
},
"source": [
"![Wykryte monety](img/coins_detected.png)"
]
}
],
"metadata": {
"author": "Andrzej Wójtowicz",
"colab": {
"collapsed_sections": [],
"provenance": []
},
"email": "andre@amu.edu.pl",
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"lang": "pl",
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
},
"subtitle": "02. Operacje binarne na obrazach [laboratoria]",
"title": "Widzenie komputerowe",
"year": "2021"
},
"nbformat": 4,
"nbformat_minor": 5
}