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BirdIdentifier/binary-tree.ipynb

912 lines
290 KiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bird Species Identifier - Binary Decision Tree Model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Etape 1: chargée les données\n",
"\n",
"Pour commencer on va charger les images de deux especes de oiseau, qu'on va utiliser pour entrainer notre model."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Species 1 images:\n",
"['001.jpg', '002.jpg', '003.jpg', '004.jpg', '005.jpg', '006.jpg', '007.jpg', '008.jpg', '009.jpg', '010.jpg', '011.jpg', '012.jpg', '013.jpg', '014.jpg', '015.jpg', '016.jpg', '017.jpg', '018.jpg', '019.jpg', '020.jpg', '021.jpg', '022.jpg', '023.jpg', '024.jpg', '025.jpg', '026.jpg', '027.jpg', '028.jpg', '029.jpg', '030.jpg', '031.jpg', '032.jpg', '033.jpg', '034.jpg', '035.jpg', '036.jpg', '037.jpg', '038.jpg', '039.jpg', '040.jpg', '041.jpg', '042.jpg', '043.jpg', '044.jpg', '045.jpg', '046.jpg', '047.jpg', '048.jpg', '049.jpg', '050.jpg', '051.jpg', '052.jpg', '053.jpg', '054.jpg', '055.jpg', '056.jpg', '057.jpg', '058.jpg', '059.jpg', '060.jpg', '061.jpg', '062.jpg', '063.jpg', '064.jpg', '065.jpg', '066.jpg', '067.jpg', '068.jpg', '069.jpg', '070.jpg', '071.jpg', '072.jpg', '073.jpg', '074.jpg', '075.jpg', '076.jpg', '077.jpg', '078.jpg', '079.jpg', '080.jpg', '081.jpg', '082.jpg', '083.jpg', '084.jpg', '085.jpg', '086.jpg', '087.jpg', '088.jpg', '089.jpg', '090.jpg', '091.jpg', '092.jpg', '093.jpg', '094.jpg', '095.jpg', '096.jpg', '097.jpg', '098.jpg', '099.jpg', '100.jpg', '101.jpg', '102.jpg', '103.jpg', '104.jpg', '105.jpg', '106.jpg', '107.jpg', '108.jpg', '109.jpg', '110.jpg', '111.jpg', '112.jpg', '113.jpg', '114.jpg', '115.jpg', '116.jpg', '117.jpg', '118.jpg', '119.jpg', '120.jpg', '121.jpg', '122.jpg', '123.jpg', '124.jpg', '125.jpg', '126.jpg', '127.jpg', '128.jpg', '129.jpg', '130.jpg', '131.jpg', '132.jpg']\n",
"Species 2 images:\n",
"['001.jpg', '002.jpg', '003.jpg', '004.jpg', '005.jpg', '006.jpg', '007.jpg', '008.jpg', '009.jpg', '010.jpg', '011.jpg', '012.jpg', '013.jpg', '014.jpg', '015.jpg', '016.jpg', '017.jpg', '018.jpg', '019.jpg', '020.jpg', '021.jpg', '022.jpg', '023.jpg', '024.jpg', '025.jpg', '026.jpg', '027.jpg', '028.jpg', '029.jpg', '030.jpg', '031.jpg', '032.jpg', '033.jpg', '034.jpg', '035.jpg', '036.jpg', '037.jpg', '038.jpg', '039.jpg', '040.jpg', '041.jpg', '042.jpg', '043.jpg', '044.jpg', '045.jpg', '046.jpg', '047.jpg', '048.jpg', '049.jpg', '050.jpg', '051.jpg', '052.jpg', '053.jpg', '054.jpg', '055.jpg', '056.jpg', '057.jpg', '058.jpg', '059.jpg', '060.jpg', '061.jpg', '062.jpg', '063.jpg', '064.jpg', '065.jpg', '066.jpg', '067.jpg', '068.jpg', '069.jpg', '070.jpg', '071.jpg', '072.jpg', '073.jpg', '074.jpg', '075.jpg', '076.jpg', '077.jpg', '078.jpg', '079.jpg', '080.jpg', '081.jpg', '082.jpg', '083.jpg', '084.jpg', '085.jpg', '086.jpg', '087.jpg', '088.jpg', '089.jpg', '090.jpg', '091.jpg', '092.jpg', '093.jpg', '094.jpg', '095.jpg', '096.jpg', '097.jpg', '098.jpg', '099.jpg', '100.jpg', '101.jpg', '102.jpg', '103.jpg', '104.jpg', '105.jpg', '106.jpg', '107.jpg', '108.jpg', '109.jpg', '110.jpg', '111.jpg', '112.jpg', '113.jpg', '114.jpg', '115.jpg', '116.jpg', '117.jpg', '118.jpg', '119.jpg', '120.jpg', '121.jpg', '122.jpg', '123.jpg', '124.jpg', '125.jpg', '126.jpg', '127.jpg', '128.jpg', '129.jpg', '130.jpg', '131.jpg', '132.jpg', '133.jpg', '134.jpg', '135.jpg', '136.jpg', '137.jpg', '138.jpg', '139.jpg', '140.jpg', '141.jpg', '142.jpg', '143.jpg', '144.jpg', '145.jpg', '146.jpg', '147.jpg', '148.jpg', '149.jpg', '150.jpg', '151.jpg', '152.jpg']\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import os\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Define the directory where your images are stored\n",
"species1_img_dir = r'C:\\Users\\nico-dev\\Desktop\\bdd\\train\\MASKED BOOBY'\n",
"species2_img_dir = r'C:\\Users\\nico-dev\\Desktop\\bdd\\train\\CRESTED COUA'\n",
"\n",
"# Get the list of image file names\n",
"s1_image_names = os.listdir(species1_img_dir)\n",
"s2_image_names = os.listdir(species2_img_dir)\n",
"\n",
"# Load the images of each species\n",
"s1_images = []\n",
"for image in s1_image_names:\n",
" img = cv2.imread(os.path.join(species1_img_dir, image))\n",
" s1_images.append(img)\n",
"\n",
"s2_images = []\n",
"for image in s2_image_names:\n",
" img = cv2.imread(os.path.join(species2_img_dir, image))\n",
" s2_images.append(img)\n",
"\n",
"# Print the loaded image names\n",
"print(\"Species 1 images:\")\n",
"print(s1_image_names)\n",
"\n",
"print(\"Species 2 images:\")\n",
"print(s2_image_names)\n",
"\n",
"plt.imshow(s1_images[0])\n",
"plt.axis('off')\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Chargement des jeux de test pour chaque espèce"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Species 1 images:\n",
"['1.jpg', '2.jpg', '3.jpg', '4.jpg', '5.jpg']\n",
"Species 2 images:\n",
"['1.jpg', '2.jpg', '3.jpg', '4.jpg', '5.jpg']\n"
]
}
],
"source": [
"# Define the directory where your images are stored\n",
"species1_img_dir_TEST = r'C:\\Users\\nico-dev\\Desktop\\bdd\\test\\MASKED BOOBY'\n",
"species2_img_dir_TEST = r'C:\\Users\\nico-dev\\Desktop\\bdd\\test\\CRESTED COUA'\n",
"\n",
"# Get the list of image file names\n",
"s1_image_names_TEST = os.listdir(species1_img_dir_TEST)\n",
"s2_image_names_TEST = os.listdir(species2_img_dir_TEST)\n",
"\n",
"# Load the images of each species\n",
"s1_images_TEST = []\n",
"for image in s1_image_names_TEST:\n",
" img = cv2.imread(os.path.join(species1_img_dir_TEST, image))\n",
" s1_images.append(img)\n",
"\n",
"s2_images_TEST = []\n",
"for image in s2_image_names_TEST:\n",
" img = cv2.imread(os.path.join(species2_img_dir_TEST, image))\n",
" s2_images.append(img)\n",
"\n",
"# Print the loaded image names\n",
"print(\"Species 1 images:\")\n",
"print(s1_image_names_TEST)\n",
"\n",
"print(\"Species 2 images:\")\n",
"print(s2_image_names_TEST)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dans cette étape, nous avons traité les images. C'est une étape importante car elle peut affecter considérablement les performances de notre modèle.\n",
"\n",
"Nous avons effectué deux opérations principales :\n",
"\n",
"1. **Redimensionnement** : Nous avons redimensionné toutes les images pour qu'elles aient la même taille (224x224 pixels). C'est nécessaire car l'entrée d'un modèle d'apprentissage automatique doit toujours être de la même taille.\n",
"\n",
"2. **Normalisation** : Nous avons normalisé les valeurs des pixels pour qu'elles soient comprises entre 0 et 1. Cela est généralement fait en divisant chaque valeur de pixel par 255 (puisque les valeurs RGB varient de 0 à 255). La normalisation aide à accélérer l'apprentissage du modèle et conduit souvent à de meilleures performances.\n",
"\n",
"Notez que pour un modèle plus complexe, il pourrait être nécessaire d'ajouter des étapes supplémentaires, comme la suppression de l'arrière-plan."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"# Process species 1 images\n",
"processed_images_species1 = []\n",
"for img in s1_images:\n",
" # Resize image to 224x224 pixels\n",
" resized = cv2.resize(img, (224, 224))\n",
" # Normalize pixel values\n",
" normalized = resized / 255.0\n",
" processed_images_species1.append(normalized)\n",
"\n",
"# Convert the list to a numpy array\n",
"processed_images = np.array(processed_images_species1)\n",
"\n",
"# Process species 2 images\n",
"processed_images_species2 = []\n",
"for img in s2_images:\n",
" resized = cv2.resize(img, (224, 224))\n",
" normalized = resized / 255.0\n",
" processed_images_species2.append(normalized)\n",
"\n",
"processed_images = np.concatenate((processed_images_species1, processed_images_species2))\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# Get the length of the lists\n",
"num_s1_images = len(s1_images)\n",
"num_s2_images = len(s2_images)\n",
"\n",
"# Create labels\n",
"s1_labels = [1] * num_s1_images # for species 1\n",
"s2_labels = [2] * num_s2_images # for species 2\n",
"\n",
"# combiner les labels dans l'ordre des images\n",
"labels = s1_labels + s2_labels"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Rappel\n",
"\n",
"**Features** are the inputs to the model. In your case, the features are the processed images of birds. \n",
"\n",
"**Labels** are what we want the model to predict. In your case, the labels are the species of the birds.\n",
"\n",
"Ici, `X_train` et `X_test` sont les features (images), et `y_train` and `y_test` sont les labels (espèces)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Labelisation"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# Get the length of the lists\n",
"num_s1_images = len(s1_images)\n",
"num_s2_images = len(s2_images)\n",
"\n",
"# Create labels\n",
"s1_labels = [1] * num_s1_images # for species 1\n",
"s2_labels = [2] * num_s2_images # for species 2\n",
"\n",
"# combiner les labels dans l'ordre des images\n",
"labels = s1_labels + s2_labels"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Construction du model"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[[[0.16862745 0.18823529 0.19215686]\n",
" [0.16862745 0.18823529 0.19215686]\n",
" [0.17254902 0.19215686 0.20392157]\n",
" ...\n",
" [0.49411765 0.60392157 0.67058824]\n",
" [0.49019608 0.6 0.66666667]\n",
" [0.49019608 0.6 0.66666667]]\n",
"\n",
" [[0.16862745 0.18823529 0.19215686]\n",
" [0.17254902 0.19215686 0.19607843]\n",
" [0.17647059 0.19607843 0.20784314]\n",
" ...\n",
" [0.49411765 0.60392157 0.67058824]\n",
" [0.49411765 0.60392157 0.67058824]\n",
" [0.49411765 0.60392157 0.67058824]]\n",
"\n",
" [[0.17254902 0.19215686 0.20392157]\n",
" [0.17254902 0.19215686 0.20392157]\n",
" [0.17647059 0.19607843 0.20784314]\n",
" ...\n",
" [0.50196078 0.60392157 0.67058824]\n",
" [0.49803922 0.6 0.66666667]\n",
" [0.49803922 0.6 0.66666667]]\n",
"\n",
" ...\n",
"\n",
" [[0.41568627 0.38823529 0.37647059]\n",
" [0.41568627 0.38823529 0.37647059]\n",
" [0.41568627 0.38823529 0.37647059]\n",
" ...\n",
" [0.58039216 0.63921569 0.65098039]\n",
" [0.61176471 0.6627451 0.69411765]\n",
" [0.6 0.6627451 0.69019608]]\n",
"\n",
" [[0.38431373 0.35686275 0.34509804]\n",
" [0.38039216 0.35294118 0.34117647]\n",
" [0.37647059 0.34901961 0.3372549 ]\n",
" ...\n",
" [0.58039216 0.63921569 0.65098039]\n",
" [0.60784314 0.65882353 0.69019608]\n",
" [0.6 0.65098039 0.68235294]]\n",
"\n",
" [[0.36078431 0.33333333 0.32156863]\n",
" [0.34117647 0.31372549 0.30196078]\n",
" [0.3254902 0.29803922 0.28627451]\n",
" ...\n",
" [0.59607843 0.64313725 0.65882353]\n",
" [0.58431373 0.63529412 0.66666667]\n",
" [0.58039216 0.63137255 0.6627451 ]]]\n",
"\n",
"\n",
" [[[0.85882353 0.7372549 0.60784314]\n",
" [0.8627451 0.74117647 0.61176471]\n",
" [0.8627451 0.74117647 0.61176471]\n",
" ...\n",
" [0.87058824 0.74509804 0.60784314]\n",
" [0.86666667 0.74117647 0.60392157]\n",
" [0.8627451 0.7372549 0.6 ]]\n",
"\n",
" [[0.85882353 0.7372549 0.60784314]\n",
" [0.86666667 0.74509804 0.61568627]\n",
" [0.86666667 0.74509804 0.61568627]\n",
" ...\n",
" [0.87058824 0.74509804 0.60784314]\n",
" [0.87058824 0.74509804 0.60784314]\n",
" [0.86666667 0.74117647 0.60392157]]\n",
"\n",
" [[0.85882353 0.7372549 0.60784314]\n",
" [0.86666667 0.74509804 0.61568627]\n",
" [0.86666667 0.74509804 0.61568627]\n",
" ...\n",
" [0.8627451 0.74117647 0.61176471]\n",
" [0.8627451 0.74117647 0.61176471]\n",
" [0.85882353 0.7372549 0.60784314]]\n",
"\n",
" ...\n",
"\n",
" [[0.8745098 0.74509804 0.61568627]\n",
" [0.87058824 0.74117647 0.61176471]\n",
" [0.88235294 0.74509804 0.61568627]\n",
" ...\n",
" [0.85882353 0.7372549 0.60784314]\n",
" [0.85882353 0.7372549 0.60784314]\n",
" [0.85882353 0.7372549 0.60784314]]\n",
"\n",
" [[0.88235294 0.74509804 0.61568627]\n",
" [0.87843137 0.74117647 0.61176471]\n",
" [0.89411765 0.74509804 0.61960784]\n",
" ...\n",
" [0.85490196 0.73333333 0.60392157]\n",
" [0.85490196 0.73333333 0.60392157]\n",
" [0.85490196 0.73333333 0.60392157]]\n",
"\n",
" [[0.8745098 0.7372549 0.60784314]\n",
" [0.8745098 0.7372549 0.60784314]\n",
" [0.89019608 0.74117647 0.61568627]\n",
" ...\n",
" [0.85490196 0.73333333 0.60392157]\n",
" [0.85490196 0.73333333 0.60392157]\n",
" [0.85490196 0.73333333 0.60392157]]]\n",
"\n",
"\n",
" [[[0.35686275 0.56862745 0.56862745]\n",
" [0.36078431 0.57254902 0.57254902]\n",
" [0.36862745 0.58039216 0.58039216]\n",
" ...\n",
" [0.11764706 0.33333333 0.2745098 ]\n",
" [0.11764706 0.32941176 0.27843137]\n",
" [0.12156863 0.33333333 0.28235294]]\n",
"\n",
" [[0.34509804 0.55686275 0.55686275]\n",
" [0.34901961 0.56078431 0.56078431]\n",
" [0.35686275 0.56862745 0.56862745]\n",
" ...\n",
" [0.11764706 0.33333333 0.2745098 ]\n",
" [0.12156863 0.33333333 0.28235294]\n",
" [0.12156863 0.33333333 0.28235294]]\n",
"\n",
" [[0.31764706 0.54117647 0.5372549 ]\n",
" [0.32156863 0.54509804 0.54117647]\n",
" [0.32941176 0.55294118 0.54901961]\n",
" ...\n",
" [0.11372549 0.3372549 0.27843137]\n",
" [0.11372549 0.33333333 0.28235294]\n",
" [0.11764706 0.3372549 0.28627451]]\n",
"\n",
" ...\n",
"\n",
" [[0.28627451 0.23921569 0.23921569]\n",
" [0.28627451 0.23921569 0.23921569]\n",
" [0.28627451 0.23921569 0.23921569]\n",
" ...\n",
" [0.31372549 0.39607843 0.52156863]\n",
" [0.31764706 0.4 0.5254902 ]\n",
" [0.31372549 0.39607843 0.52156863]]\n",
"\n",
" [[0.27843137 0.23921569 0.23921569]\n",
" [0.27843137 0.23921569 0.23921569]\n",
" [0.28235294 0.24313725 0.24313725]\n",
" ...\n",
" [0.22352941 0.30588235 0.43137255]\n",
" [0.23137255 0.31372549 0.43529412]\n",
" [0.23921569 0.32156863 0.44313725]]\n",
"\n",
" [[0.27843137 0.23921569 0.23921569]\n",
" [0.28235294 0.24313725 0.24313725]\n",
" [0.28627451 0.24705882 0.24705882]\n",
" ...\n",
" [0.23921569 0.32156863 0.44705882]\n",
" [0.2745098 0.35686275 0.47843137]\n",
" [0.31372549 0.39607843 0.51764706]]]\n",
"\n",
"\n",
" ...\n",
"\n",
"\n",
" [[[0.74509804 0.7372549 0.7372549 ]\n",
" [0.74901961 0.74117647 0.74117647]\n",
" [0.74509804 0.74509804 0.74509804]\n",
" ...\n",
" [0.69803922 0.69019608 0.69019608]\n",
" [0.69019608 0.68235294 0.68235294]\n",
" [0.68627451 0.67843137 0.67843137]]\n",
"\n",
" [[0.74901961 0.74117647 0.74117647]\n",
" [0.75294118 0.74509804 0.74509804]\n",
" [0.74901961 0.74901961 0.74901961]\n",
" ...\n",
" [0.69803922 0.69019608 0.69019608]\n",
" [0.69019608 0.68235294 0.68235294]\n",
" [0.68627451 0.67843137 0.67843137]]\n",
"\n",
" [[0.74901961 0.74117647 0.74117647]\n",
" [0.75294118 0.74509804 0.74509804]\n",
" [0.75686275 0.74901961 0.74901961]\n",
" ...\n",
" [0.69803922 0.69019608 0.69019608]\n",
" [0.69411765 0.68627451 0.68627451]\n",
" [0.69019608 0.68235294 0.68235294]]\n",
"\n",
" ...\n",
"\n",
" [[0.76078431 0.77254902 0.78823529]\n",
" [0.77647059 0.78823529 0.80392157]\n",
" [0.61568627 0.62745098 0.64313725]\n",
" ...\n",
" [0.70196078 0.68235294 0.67843137]\n",
" [0.69803922 0.67843137 0.6745098 ]\n",
" [0.69411765 0.6745098 0.67058824]]\n",
"\n",
" [[0.78039216 0.79607843 0.81568627]\n",
" [0.75294118 0.76862745 0.78823529]\n",
" [0.62352941 0.63921569 0.65882353]\n",
" ...\n",
" [0.70196078 0.68235294 0.67843137]\n",
" [0.69803922 0.67843137 0.6745098 ]\n",
" [0.69411765 0.6745098 0.67058824]]\n",
"\n",
" [[0.73333333 0.74901961 0.76862745]\n",
" [0.71764706 0.73333333 0.75294118]\n",
" [0.70980392 0.7254902 0.74509804]\n",
" ...\n",
" [0.70196078 0.68235294 0.67843137]\n",
" [0.69803922 0.67843137 0.6745098 ]\n",
" [0.69411765 0.6745098 0.67058824]]]\n",
"\n",
"\n",
" [[[0.00784314 0.2627451 0.2 ]\n",
" [0.00784314 0.2627451 0.2 ]\n",
" [0.00784314 0.2627451 0.20392157]\n",
" ...\n",
" [0.0745098 0.75294118 0.63529412]\n",
" [0.07843137 0.75686275 0.63921569]\n",
" [0.07843137 0.75686275 0.63921569]]\n",
"\n",
" [[0.00392157 0.25882353 0.19607843]\n",
" [0.00784314 0.2627451 0.2 ]\n",
" [0.01176471 0.26666667 0.20784314]\n",
" ...\n",
" [0.07843137 0.75686275 0.63921569]\n",
" [0.08235294 0.76078431 0.64313725]\n",
" [0.08627451 0.76470588 0.64705882]]\n",
"\n",
" [[0.00392157 0.25882353 0.19607843]\n",
" [0.00784314 0.2627451 0.2 ]\n",
" [0.01176471 0.26666667 0.20784314]\n",
" ...\n",
" [0.08235294 0.76470588 0.64705882]\n",
" [0.09019608 0.77254902 0.65490196]\n",
" [0.09411765 0.77647059 0.65882353]]\n",
"\n",
" ...\n",
"\n",
" [[0.1372549 0.30980392 0.19607843]\n",
" [0.1254902 0.29803922 0.18431373]\n",
" [0.11372549 0.29411765 0.18039216]\n",
" ...\n",
" [0.35686275 0.94509804 0.85098039]\n",
" [0.34509804 0.94509804 0.84705882]\n",
" [0.34509804 0.94509804 0.84705882]]\n",
"\n",
" [[0.15686275 0.31764706 0.21176471]\n",
" [0.1372549 0.29803922 0.19215686]\n",
" [0.1254902 0.29411765 0.18823529]\n",
" ...\n",
" [0.4 0.97254902 0.8745098 ]\n",
" [0.37254902 0.97254902 0.8745098 ]\n",
" [0.35294118 0.95686275 0.85882353]]\n",
"\n",
" [[0.16862745 0.32156863 0.21960784]\n",
" [0.14509804 0.30588235 0.2 ]\n",
" [0.1372549 0.29803922 0.19215686]\n",
" ...\n",
" [0.41960784 0.99215686 0.89411765]\n",
" [0.38431373 0.97254902 0.87843137]\n",
" [0.36078431 0.96470588 0.86666667]]]\n",
"\n",
"\n",
" [[[0.41176471 0.40784314 0.39215686]\n",
" [0.41176471 0.40784314 0.39215686]\n",
" [0.41960784 0.41568627 0.4 ]\n",
" ...\n",
" [0.5254902 0.52156863 0.50588235]\n",
" [0.52156863 0.51764706 0.50196078]\n",
" [0.51372549 0.50980392 0.49411765]]\n",
"\n",
" [[0.40784314 0.40392157 0.38823529]\n",
" [0.41176471 0.40784314 0.39215686]\n",
" [0.41960784 0.41568627 0.4 ]\n",
" ...\n",
" [0.52156863 0.51764706 0.50196078]\n",
" [0.51764706 0.51372549 0.49803922]\n",
" [0.50980392 0.50588235 0.49019608]]\n",
"\n",
" [[0.40784314 0.40784314 0.38431373]\n",
" [0.41176471 0.41176471 0.38823529]\n",
" [0.42352941 0.41960784 0.40392157]\n",
" ...\n",
" [0.50980392 0.50588235 0.49019608]\n",
" [0.50588235 0.50588235 0.48235294]\n",
" [0.50196078 0.50196078 0.47843137]]\n",
"\n",
" ...\n",
"\n",
" [[0.88235294 0.84313725 0.84313725]\n",
" [0.90588235 0.86666667 0.86666667]\n",
" [0.90980392 0.87058824 0.87058824]\n",
" ...\n",
" [0.39607843 0.38039216 0.37647059]\n",
" [0.39215686 0.37254902 0.36078431]\n",
" [0.38431373 0.36470588 0.35294118]]\n",
"\n",
" [[0.8745098 0.83137255 0.83921569]\n",
" [0.89803922 0.85490196 0.8627451 ]\n",
" [0.90196078 0.85882353 0.86666667]\n",
" ...\n",
" [0.40392157 0.38823529 0.38431373]\n",
" [0.39607843 0.37647059 0.36470588]\n",
" [0.38823529 0.36862745 0.35686275]]\n",
"\n",
" [[0.8745098 0.83137255 0.83921569]\n",
" [0.89803922 0.85490196 0.8627451 ]\n",
" [0.89411765 0.85098039 0.85882353]\n",
" ...\n",
" [0.41568627 0.4 0.39607843]\n",
" [0.40392157 0.38431373 0.37254902]\n",
" [0.39215686 0.37254902 0.36078431]]]]\n",
"[[[[0.36078431 0.27843137 0.27058824]\n",
" [0.36470588 0.28235294 0.2745098 ]\n",
" [0.36862745 0.29019608 0.27058824]\n",
" ...\n",
" [0.26666667 0.20784314 0.22352941]\n",
" [0.26666667 0.21176471 0.21960784]\n",
" [0.2627451 0.20784314 0.21568627]]\n",
"\n",
" [[0.35686275 0.2745098 0.26666667]\n",
" [0.36078431 0.27843137 0.27058824]\n",
" [0.36470588 0.28627451 0.26666667]\n",
" ...\n",
" [0.26666667 0.20784314 0.22352941]\n",
" [0.25882353 0.20392157 0.21176471]\n",
" [0.25098039 0.19607843 0.20392157]]\n",
"\n",
" [[0.35294118 0.27058824 0.2627451 ]\n",
" [0.36078431 0.27843137 0.27058824]\n",
" [0.36470588 0.28235294 0.2745098 ]\n",
" ...\n",
" [0.25882353 0.20392157 0.21176471]\n",
" [0.25098039 0.19607843 0.20392157]\n",
" [0.24705882 0.19215686 0.2 ]]\n",
"\n",
" ...\n",
"\n",
" [[0.98823529 0.99607843 0.99607843]\n",
" [0.98823529 0.99607843 0.99607843]\n",
" [0.99607843 0.99607843 0.99607843]\n",
" ...\n",
" [0.61176471 0.6627451 0.71764706]\n",
" [0.61960784 0.67058824 0.73333333]\n",
" [0.62745098 0.67843137 0.73333333]]\n",
"\n",
" [[0.99215686 0.99215686 0.99215686]\n",
" [0.99215686 0.99215686 0.99215686]\n",
" [0.99607843 0.99607843 0.99607843]\n",
" ...\n",
" [0.69411765 0.74117647 0.78823529]\n",
" [0.70196078 0.74509804 0.8 ]\n",
" [0.69411765 0.74117647 0.78823529]]\n",
"\n",
" [[1. 1. 1. ]\n",
" [1. 1. 1. ]\n",
" [1. 1. 1. ]\n",
" ...\n",
" [0.71764706 0.76470588 0.81176471]\n",
" [0.7254902 0.76078431 0.81176471]\n",
" [0.71764706 0.75294118 0.80392157]]]\n",
"\n",
"\n",
" [[[0.40392157 0.45882353 0.45490196]\n",
" [0.36862745 0.42352941 0.41960784]\n",
" [0.34901961 0.41176471 0.40784314]\n",
" ...\n",
" [0.40392157 0.38431373 0.38039216]\n",
" [0.39607843 0.37647059 0.37254902]\n",
" [0.39215686 0.37254902 0.36862745]]\n",
"\n",
" [[0.2627451 0.3254902 0.32156863]\n",
" [0.31372549 0.37647059 0.37254902]\n",
" [0.37254902 0.44313725 0.43921569]\n",
" ...\n",
" [0.31372549 0.29411765 0.29019608]\n",
" [0.32941176 0.30980392 0.30588235]\n",
" [0.34901961 0.32941176 0.3254902 ]]\n",
"\n",
" [[0.17254902 0.2627451 0.24705882]\n",
" [0.20392157 0.29411765 0.27843137]\n",
" [0.24705882 0.3372549 0.32156863]\n",
" ...\n",
" [0.2627451 0.23921569 0.24313725]\n",
" [0.25490196 0.23137255 0.23529412]\n",
" [0.25490196 0.23137255 0.23529412]]\n",
"\n",
" ...\n",
"\n",
" [[0.39215686 0.32941176 0.30196078]\n",
" [0.35686275 0.30588235 0.2745098 ]\n",
" [0.34901961 0.29803922 0.26666667]\n",
" ...\n",
" [0.16470588 0.27843137 0.26666667]\n",
" [0.17647059 0.29019608 0.27843137]\n",
" [0.16470588 0.28627451 0.2745098 ]]\n",
"\n",
" [[0.36078431 0.30588235 0.28235294]\n",
" [0.35294118 0.30588235 0.28235294]\n",
" [0.34117647 0.29411765 0.27058824]\n",
" ...\n",
" [0.21568627 0.34117647 0.32156863]\n",
" [0.23921569 0.36470588 0.34509804]\n",
" [0.23137255 0.36470588 0.34117647]]\n",
"\n",
" [[0.37647059 0.32941176 0.30588235]\n",
" [0.36470588 0.31764706 0.29411765]\n",
" [0.38823529 0.34117647 0.31764706]\n",
" ...\n",
" [0.30980392 0.43529412 0.41568627]\n",
" [0.37647059 0.50980392 0.48627451]\n",
" [0.38431373 0.51764706 0.49411765]]]\n",
"\n",
"\n",
" [[[0.25882353 0.25882353 0.25882353]\n",
" [0.25490196 0.25490196 0.25490196]\n",
" [0.25490196 0.25490196 0.25490196]\n",
" ...\n",
" [0.30588235 0.28235294 0.28627451]\n",
" [0.31764706 0.29411765 0.29803922]\n",
" [0.3254902 0.30196078 0.30588235]]\n",
"\n",
" [[0.25882353 0.25882353 0.25882353]\n",
" [0.25490196 0.25490196 0.25490196]\n",
" [0.25490196 0.25490196 0.25490196]\n",
" ...\n",
" [0.30196078 0.27843137 0.28235294]\n",
" [0.30588235 0.28235294 0.28627451]\n",
" [0.30980392 0.28627451 0.29019608]]\n",
"\n",
" [[0.25882353 0.25490196 0.2627451 ]\n",
" [0.25490196 0.25098039 0.25882353]\n",
" [0.25490196 0.25490196 0.25490196]\n",
" ...\n",
" [0.29803922 0.2745098 0.27843137]\n",
" [0.29803922 0.2745098 0.27843137]\n",
" [0.29803922 0.2745098 0.27843137]]\n",
"\n",
" ...\n",
"\n",
" [[0.25490196 0.25882353 0.2745098 ]\n",
" [0.25490196 0.25882353 0.2745098 ]\n",
" [0.25490196 0.25882353 0.2745098 ]\n",
" ...\n",
" [0.58431373 0.62745098 0.70588235]\n",
" [0.49411765 0.5372549 0.62352941]\n",
" [0.42352941 0.46666667 0.55294118]]\n",
"\n",
" [[0.25490196 0.25882353 0.2745098 ]\n",
" [0.25490196 0.25882353 0.2745098 ]\n",
" [0.25490196 0.25882353 0.2745098 ]\n",
" ...\n",
" [0.34117647 0.39607843 0.46666667]\n",
" [0.28235294 0.3372549 0.41176471]\n",
" [0.31764706 0.37254902 0.44705882]]\n",
"\n",
" [[0.25490196 0.25882353 0.2745098 ]\n",
" [0.25490196 0.25882353 0.2745098 ]\n",
" [0.25490196 0.25882353 0.2745098 ]\n",
" ...\n",
" [0.4745098 0.52941176 0.6 ]\n",
" [0.51372549 0.56862745 0.64313725]\n",
" [0.49019608 0.54509804 0.61960784]]]\n",
"\n",
"\n",
" ...\n",
"\n",
"\n",
" [[[0.70588235 0.52941176 0.39607843]\n",
" [0.70196078 0.5254902 0.39215686]\n",
" [0.69803922 0.52156863 0.38823529]\n",
" ...\n",
" [0.68235294 0.50588235 0.37254902]\n",
" [0.67843137 0.50196078 0.36862745]\n",
" [0.6745098 0.49803922 0.36470588]]\n",
"\n",
" [[0.70196078 0.5254902 0.39215686]\n",
" [0.70196078 0.5254902 0.39215686]\n",
" [0.69803922 0.52156863 0.38823529]\n",
" ...\n",
" [0.68235294 0.50588235 0.37254902]\n",
" [0.67843137 0.50196078 0.36862745]\n",
" [0.67843137 0.50196078 0.36862745]]\n",
"\n",
" [[0.70196078 0.5254902 0.39215686]\n",
" [0.70196078 0.5254902 0.39215686]\n",
" [0.70196078 0.5254902 0.39215686]\n",
" ...\n",
" [0.67843137 0.50196078 0.36862745]\n",
" [0.67843137 0.50196078 0.36862745]\n",
" [0.67843137 0.50196078 0.36862745]]\n",
"\n",
" ...\n",
"\n",
" [[0.68627451 0.5254902 0.39607843]\n",
" [0.68627451 0.52941176 0.39215686]\n",
" [0.69411765 0.52941176 0.38431373]\n",
" ...\n",
" [0.6745098 0.50588235 0.37647059]\n",
" [0.6745098 0.50588235 0.37647059]\n",
" [0.6745098 0.50588235 0.37647059]]\n",
"\n",
" [[0.6745098 0.5254902 0.39215686]\n",
" [0.68627451 0.52941176 0.39215686]\n",
" [0.69411765 0.52941176 0.38431373]\n",
" ...\n",
" [0.67843137 0.50980392 0.38039216]\n",
" [0.67843137 0.50980392 0.38039216]\n",
" [0.67843137 0.50980392 0.38039216]]\n",
"\n",
" [[0.6745098 0.5254902 0.39215686]\n",
" [0.68235294 0.5254902 0.38823529]\n",
" [0.69411765 0.52941176 0.38431373]\n",
" ...\n",
" [0.67843137 0.50980392 0.38039216]\n",
" [0.67843137 0.50980392 0.38039216]\n",
" [0.6745098 0.50588235 0.37647059]]]\n",
"\n",
"\n",
" [[[0.38431373 0.36862745 0.36470588]\n",
" [0.38431373 0.36862745 0.36470588]\n",
" [0.38823529 0.37254902 0.36862745]\n",
" ...\n",
" [0.35294118 0.34509804 0.34117647]\n",
" [0.34901961 0.34117647 0.3372549 ]\n",
" [0.35294118 0.34509804 0.34117647]]\n",
"\n",
" [[0.38039216 0.36470588 0.36078431]\n",
" [0.38431373 0.36862745 0.36470588]\n",
" [0.38431373 0.36862745 0.36470588]\n",
" ...\n",
" [0.35294118 0.34509804 0.34117647]\n",
" [0.35294118 0.34509804 0.34117647]\n",
" [0.35294118 0.34509804 0.34117647]]\n",
"\n",
" [[0.38039216 0.36470588 0.36078431]\n",
" [0.38039216 0.36470588 0.36078431]\n",
" [0.38431373 0.36862745 0.36470588]\n",
" ...\n",
" [0.36078431 0.34509804 0.34117647]\n",
" [0.35294118 0.34509804 0.34117647]\n",
" [0.35294118 0.34509804 0.34117647]]\n",
"\n",
" ...\n",
"\n",
" [[0.0627451 0.19607843 0.24705882]\n",
" [0.09411765 0.22745098 0.27843137]\n",
" [0.09803922 0.23137255 0.28235294]\n",
" ...\n",
" [0.29803922 0.28235294 0.27843137]\n",
" [0.30196078 0.28627451 0.28235294]\n",
" [0.30196078 0.28627451 0.28235294]]\n",
"\n",
" [[0.16862745 0.30588235 0.34509804]\n",
" [0.21176471 0.34901961 0.38823529]\n",
" [0.2 0.3372549 0.38823529]\n",
" ...\n",
" [0.29803922 0.28235294 0.27843137]\n",
" [0.30196078 0.28627451 0.28235294]\n",
" [0.30196078 0.28627451 0.28235294]]\n",
"\n",
" [[0.14117647 0.27843137 0.31764706]\n",
" [0.16470588 0.30196078 0.34117647]\n",
" [0.21568627 0.35294118 0.40392157]\n",
" ...\n",
" [0.29803922 0.28235294 0.27843137]\n",
" [0.30196078 0.28627451 0.28235294]\n",
" [0.29803922 0.28235294 0.27843137]]]\n",
"\n",
"\n",
" [[[0.29411765 0.30588235 0.32156863]\n",
" [0.30980392 0.32156863 0.3372549 ]\n",
" [0.32156863 0.34117647 0.35294118]\n",
" ...\n",
" [0.24705882 0.25882353 0.2745098 ]\n",
" [0.24313725 0.25490196 0.27058824]\n",
" [0.23921569 0.25098039 0.26666667]]\n",
"\n",
" [[0.32156863 0.33333333 0.34901961]\n",
" [0.33333333 0.34509804 0.36078431]\n",
" [0.34509804 0.36470588 0.37647059]\n",
" ...\n",
" [0.28627451 0.29803922 0.31372549]\n",
" [0.27843137 0.29019608 0.30588235]\n",
" [0.2745098 0.28627451 0.30196078]]\n",
"\n",
" [[0.33333333 0.34509804 0.36078431]\n",
" [0.34901961 0.36078431 0.37647059]\n",
" [0.36470588 0.37647059 0.39215686]\n",
" ...\n",
" [0.32941176 0.34509804 0.36470588]\n",
" [0.31764706 0.33333333 0.35294118]\n",
" [0.31372549 0.32941176 0.34901961]]\n",
"\n",
" ...\n",
"\n",
" [[0.25098039 0.25490196 0.27058824]\n",
" [0.25882353 0.27058824 0.28627451]\n",
" [0.27843137 0.29411765 0.29803922]\n",
" ...\n",
" [0.19215686 0.18039216 0.18823529]\n",
" [0.18823529 0.17647059 0.18431373]\n",
" [0.18039216 0.16862745 0.17647059]]\n",
"\n",
" [[0.23137255 0.22745098 0.24313725]\n",
" [0.23529412 0.23921569 0.25490196]\n",
" [0.24313725 0.24705882 0.2627451 ]\n",
" ...\n",
" [0.19215686 0.18039216 0.18823529]\n",
" [0.18823529 0.17647059 0.18431373]\n",
" [0.18039216 0.16862745 0.17647059]]\n",
"\n",
" [[0.22745098 0.22352941 0.23921569]\n",
" [0.22745098 0.22352941 0.23921569]\n",
" [0.21568627 0.21960784 0.23529412]\n",
" ...\n",
" [0.18823529 0.17647059 0.18431373]\n",
" [0.18039216 0.16862745 0.17647059]\n",
" [0.17254902 0.16078431 0.16862745]]]]\n",
"[2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1]\n",
"[1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2]\n"
]
}
],
"source": [
"from sklearn import tree\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(processed_images, labels, test_size=0.2, random_state=42)\n",
"print(X_train)\n",
"print(X_test)\n",
"print(y_train)\n",
"print(y_test)\n",
"\n",
"# Initialize the model\n",
"#clf = tree.DecisionTreeClassifier()\n",
"\n",
"# Train the model\n",
"#clf = clf.fit(X_train, y_train)\n",
"\n",
"# Predict on the test set\n",
"#predictions = clf.predict(X_test)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.12.1"
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"nbformat": 4,
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}