\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",
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