06. Rozpoznawanie i segmentacja obrazów [laboratoria]
\n",
"
Andrzej Wójtowicz (2021)
\n",
"
\n",
"\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": 3,
"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": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"'unzip' is not recognized as an internal or external command,\n",
"operable program or batch file.\n"
]
}
],
"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": 4,
"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": 5,
"id": "e0595915",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"