PetDetectionPy/ImageUsing.ipynb
2023-01-04 23:57:18 +01:00

349 lines
283 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "50cc3f9e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import os\n",
"import numpy as np\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"from tqdm import tqdm\n",
"\n",
"# Directory to Pictures\n",
"DATA_DIR = \"C:/Users/muhle/Desktop/Code/DataSets/PetAI\"\n",
"# Kategorien die zu erkennen sind\n",
"CATEGORIES = [\"DOG\", \"CAT\"]\n",
"\n",
"# Die Ordner mit den Kategorien im Namen Suchen, anschließend alle Bilder in Schwarz-Weiß umformen \n",
"for category in CATEGORIES:\n",
" path = os.path.join(DATA_DIR, category)\n",
" for img in os.listdir(path):\n",
" img_array = cv2.imread(os.path.join(path, img), cv2.IMREAD_GRAYSCALE)\n",
" # Anzeigen eines Bildes mit Matplotlib\n",
" plt.imshow(img_array, cmap=\"gray\")\n",
" plt.show()\n",
" break\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7847ac85",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Größe des Bildes definieren\n",
"IMG_SIZE = 50\n",
"# Größe des Bild Array's ändern\n",
"new_array = cv2.resize(img_array, (IMG_SIZE, IMG_SIZE))\n",
"# Neues verpixeltes Bild anzeigen\n",
"plt.imshow(new_array, cmap = 'gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "709419fa",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 12501/12501 [01:18<00:00, 159.58it/s]\n",
"100%|██████████| 12501/12501 [01:16<00:00, 163.02it/s]\n"
]
}
],
"source": [
"# Liste für Trainingsdaten definieren\n",
"training_data = []\n",
"\n",
"def create_training_data():\n",
" for category in CATEGORIES: # do dogs and cats\n",
"\n",
" path = os.path.join(DATA_DIR,category) # Pfad zu Hunde und Katzen erstellen\n",
" class_num = CATEGORIES.index(category) # Klassifikation für Hund und Katze bekommen, Hund=0; Katze=1;\n",
"\n",
" for img in tqdm(os.listdir(path)): # Bilder von Katzen und Hunden wiederholen\n",
" try:\n",
" img_array = cv2.imread(os.path.join(path,img) ,cv2.IMREAD_GRAYSCALE) # Bild zu einen Array\n",
" new_array = cv2.resize(img_array, (IMG_SIZE, IMG_SIZE)) # Größe zu einer normalen Datengröße machen (50,50)\n",
" training_data.append([new_array, class_num]) # Hinzufügen zu unserer Liste trainings_data\n",
" except Exception as e: # Wenn ein Fehler auftritt soll es einfach übersrpingen und weitermachen\n",
" pass\n",
"create_training_data()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "41c1245c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"IOPub data rate exceeded.\n",
"The notebook server will temporarily stop sending output\n",
"to the client in order to avoid crashing it.\n",
"To change this limit, set the config variable\n",
"`--NotebookApp.iopub_data_rate_limit`.\n",
"\n",
"Current values:\n",
"NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
"NotebookApp.rate_limit_window=3.0 (secs)\n",
"\n"
]
}
],
"source": [
"# Länge der training_data\n",
"print(len(training_data))\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "cdfe3e93",
"metadata": {},
"outputs": [],
"source": [
"import random\n",
"# Random Werte aus training_data nehmen\n",
"random.shuffle(training_data)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "f1e9c8e5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"0\n",
"1\n",
"0\n",
"0\n",
"1\n",
"0\n",
"0\n",
"1\n",
"1\n"
]
}
],
"source": [
"# Array ausgeben\n",
"for sample in training_data[:10]:\n",
" print(sample[1])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "5eaae186",
"metadata": {},
"outputs": [],
"source": [
"#Input (X) und Output (y) definieren\n",
"X = []\n",
"y = []\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "510602f8",
"metadata": {},
"outputs": [],
"source": [
"\n",
"for features, label in training_data: \n",
" X.append(features)\n",
" y.append(label)\n",
" \n",
"# X in einen Numpy Array umwandeln und ihn eine neue Größe geben, 1 Farmkanal (Grau)\n",
"X = np.array(X).reshape(-1, IMG_SIZE, IMG_SIZE, 1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "b59339a3",
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"# X und y in Pickle dateien schreiben\n",
"pickle_out = open(\"X.pickle\", \"wb\")\n",
"pickle.dump(X, pickle_out)\n",
"pickle_out.close()\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "1b487159",
"metadata": {},
"outputs": [],
"source": [
"pickle_out = open(\"y.pickle\", \"wb\")\n",
"pickle.dump(y, pickle_out)\n",
"pickle_out.close()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "6aabb96e",
"metadata": {},
"outputs": [],
"source": [
"pickle_out = open(\"X.pickle\", \"wb\")\n",
"pickle.dump(X, pickle_out)\n",
"pickle_out.close()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "0f0e4ca0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[[102],\n",
" [139],\n",
" [155],\n",
" ...,\n",
" [113],\n",
" [ 98],\n",
" [ 32]],\n",
"\n",
" [[108],\n",
" [146],\n",
" [160],\n",
" ...,\n",
" [114],\n",
" [ 90],\n",
" [ 16]],\n",
"\n",
" [[116],\n",
" [148],\n",
" [161],\n",
" ...,\n",
" [ 92],\n",
" [ 14],\n",
" [ 13]],\n",
"\n",
" ...,\n",
"\n",
" [[ 99],\n",
" [ 97],\n",
" [105],\n",
" ...,\n",
" [ 77],\n",
" [ 75],\n",
" [ 71]],\n",
"\n",
" [[102],\n",
" [108],\n",
" [103],\n",
" ...,\n",
" [ 76],\n",
" [ 70],\n",
" [ 73]],\n",
"\n",
" [[107],\n",
" [102],\n",
" [110],\n",
" ...,\n",
" [ 86],\n",
" [ 74],\n",
" [ 80]]], dtype=uint8)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X[1]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e7532702",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "3ff3800d",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.15"
}
},
"nbformat": 4,
"nbformat_minor": 5
}