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": 4,
"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": 5,
"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": 6,
"id": "e0595915",
"metadata": {},
"outputs": [
{
"data": {
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\n",
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