06. Rozpoznawanie i segmentacja obrazów [laboratoria]
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"
Andrzej Wójtowicz (2021)
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"
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"\n",
"![Logo 2](img/aitech-logotyp-2.jpg)"
]
},
{
"cell_type": "markdown",
"id": "a6dc5acc",
"metadata": {},
"source": [
"W poniższych materiałach zobaczymy w jaki sposób możemy klasycznym podejściem rozpoznawać ludzi na zdjęciach, a ponadto w jaki sposób szybko podzielić obraz na elementy znajdujące się na pierwszym planie i w tle obrazu.\n",
"\n",
"Na początku załadujmy niezbędne biblioteki."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e45bb312",
"metadata": {},
"outputs": [],
"source": [
"import cv2 as cv\n",
"import numpy as np\n",
"import sklearn.svm\n",
"import sklearn.metrics\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import os\n",
"import random"
]
},
{
"cell_type": "markdown",
"id": "5b757675",
"metadata": {},
"source": [
"Naszym głównym celem będzie rozpoznawanie ludzi na zdjęciach przy pomocy klasycznej metody *histogram of oriented gradients* (HOG). Krótko mówiąc, dla danego zdjęcia chcemy uzyskać wektor cech, który będziemy mogli wykorzystać w klasyfikatorze SVM. Szczegóły znajdują się w *6.3.2 Pedestrian detection* R. Szeliski (2022) *Computer Vision: Algorithms and Applications*, natomiast tutaj zobrazujemy techniczne wykorzystanie tej metody.\n",
"\n",
"# Klasyfikacja obrazów przy użyciu HOG i SVM\n",
"\n",
"Spróbjemy zbudować klasyfikator, który wskazuje czy na zdjęciu znajduje się osoba z okularami czy bez okularów. Rozpakujmy zbiór danych, z którego będziemy korzystali:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "7b953b82",
"metadata": {},
"outputs": [],
"source": [
"!cd datasets && unzip -qo glasses.zip"
]
},
{
"cell_type": "markdown",
"id": "f4a457f3",
"metadata": {},
"source": [
"Następnie wczytujemy dane i dzielimy je na dwa zbiory w proporcjach 80/20:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "737d95c1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train data: 1272, test data: 319\n"
]
}
],
"source": [
"dataset_dir = \"datasets/glasses\"\n",
"images_0 = os.listdir(f\"{dataset_dir}/with\")\n",
"images_0 = [f\"{dataset_dir}/with/{x}\" for x in images_0]\n",
"images_1 = os.listdir(f\"{dataset_dir}/without\")\n",
"images_1 = [f\"{dataset_dir}/without/{x}\" for x in images_1]\n",
"images = images_0 + images_1\n",
"random.seed(1337)\n",
"random.shuffle(images)\n",
"\n",
"train_data = []\n",
"test_data = []\n",
"train_labels = []\n",
"test_labels = []\n",
"\n",
"splitval = int((1-0.2)*len(images))\n",
"\n",
"for x in images[:splitval]:\n",
" train_data.append(cv.imread(x, cv.IMREAD_COLOR))\n",
" train_labels.append(x.split(\"/\")[2])\n",
" \n",
"for x in images[splitval:]:\n",
" test_data.append(cv.imread(x, cv.IMREAD_COLOR))\n",
" test_labels.append(x.split(\"/\")[2])\n",
" \n",
"d_labels = {\"with\": 0, \"without\": 1}\n",
" \n",
"train_labels = np.array([d_labels[x] for x in train_labels])\n",
"test_labels = np.array([d_labels[x] for x in test_labels])\n",
"\n",
"print(f\"Train data: {len(train_data)}, test data: {len(test_data)}\")"
]
},
{
"cell_type": "markdown",
"id": "265147e3",
"metadata": {},
"source": [
"Poniżej znajduje się kilka przykładowych zdjęć."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e0595915",
"metadata": {},
"outputs": [
{
"data": {
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\n",
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