|
- {
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "WARNING:absl:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1s/step\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "import numpy as np\n",
- "import tensorflow as tf\n",
- "from tensorflow.keras.models import load_model\n",
- "import matplotlib.pyplot as plt\n",
- "from tensorflow.keras.preprocessing import image\n",
- "\n",
- "# Load the Keras model\n",
- "model = load_model('resnet50_v3_callbacks.h5')\n",
- "\n",
- "# Function to preprocess the image\n",
- "def preprocess_image(img_path):\n",
- " img = image.load_img(img_path, target_size=(224, 224)) # Adjust target size based on your model\n",
- " img_array = image.img_to_array(img)\n",
- " img_array = np.expand_dims(img_array, axis=0) # Add batch dimension\n",
- " img_array = tf.keras.applications.resnet50.preprocess_input(img_array) # Adjust based on your model\n",
- " return img_array\n",
- "\n",
- "# Function to make predictions\n",
- "def predict_image(img_path):\n",
- " img_array = preprocess_image(img_path)\n",
- " predictions = model.predict(img_array)\n",
- " return predictions\n",
- "\n",
- "# Function to display the image and predictions\n",
- "def display_prediction(img_path):\n",
- " predictions = predict_image(img_path)\n",
- "\n",
- " # Assuming the model outputs a probability distribution\n",
- " predicted_class = np.argmax(predictions, axis=-1)[0] # Get the predicted class index\n",
- " predicted_prob = predictions[0][predicted_class] # Get the predicted probability\n",
- "\n",
- " # Display the image\n",
- " img = image.load_img(img_path)\n",
- " plt.imshow(img)\n",
- " plt.axis('off')\n",
- " plt.title(f'Predicted Class: {predicted_class}, Probability: {predicted_prob:.2f}')\n",
- " plt.show()\n",
- "\n",
- "# Path to the image you want to predict\n",
- "img_path = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/validation/42/724211.jpg'\n",
- "\n",
- "# Call the display function\n",
- "display_prediction(img_path)\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "data_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/test'"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "WARNING:absl:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1s/step\n",
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- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 90ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 59ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 61ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 62ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 60ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 62ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 60ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 63ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 86ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 63ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 61ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 62ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 62ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 63ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 67ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 61ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 66ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 60ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 63ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 62ms/step\n",
- "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 61ms/step\n",
- "Total true labels: 163\n",
- "Total predicted labels: 163\n"
- ]
- }
- ],
- "source": [
- "import os\n",
- "import numpy as np\n",
- "import tensorflow as tf\n",
- "from tensorflow.keras.models import load_model\n",
- "from tensorflow.keras.preprocessing import image\n",
- "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
- "import matplotlib.pyplot as plt\n",
- "\n",
- "# Load the Keras model\n",
- "model = load_model('resnet50_v3_callbacks.h5')\n",
- "\n",
- "# Function to preprocess the image\n",
- "def preprocess_image(img_path):\n",
- " img = image.load_img(img_path, target_size=(224, 224)) # Adjust target size based on your model\n",
- " img_array = image.img_to_array(img)\n",
- " img_array = np.expand_dims(img_array, axis=0) # Add batch dimension\n",
- " img_array = tf.keras.applications.resnet50.preprocess_input(img_array) # Adjust based on your model\n",
- " return img_array\n",
- "\n",
- "# Function to make predictions\n",
- "def predict_image(img_path):\n",
- " img_array = preprocess_image(img_path)\n",
- " predictions = model.predict(img_array)\n",
- " predicted_class = np.argmax(predictions, axis=-1)[0] # Returns the predicted class as an integer\n",
- " return predicted_class\n",
- "\n",
- "# Set the path to your validation folder (which contains subfolders named by the actual classes)\n",
- "validation_folder = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/validation/'\n",
- "\n",
- "# Create a dictionary to map folder names (class names) to numerical indices\n",
- "label_to_index = {}\n",
- "index_to_label = {}\n",
- "for index, folder_name in enumerate(sorted(os.listdir(validation_folder))):\n",
- " label_to_index[folder_name] = index\n",
- " index_to_label[index] = folder_name\n",
- "\n",
- "# Lists to store true and predicted labels\n",
- "true_labels = []\n",
- "predicted_labels = []\n",
- "\n",
- "# Iterate through each folder (each class name)\n",
- "for folder_name in os.listdir(validation_folder):\n",
- " folder_path = os.path.join(validation_folder, folder_name)\n",
- " \n",
- " # Check if it's a directory and contains images\n",
- " if os.path.isdir(folder_path):\n",
- " # Get all images in the folder\n",
- " for img_file in os.listdir(folder_path):\n",
- " img_path = os.path.join(folder_path, img_file)\n",
- " \n",
- " # Make prediction\n",
- " predicted_index = predict_image(img_path)\n",
- " \n",
- " # Map the predicted index back to the actual class (folder name)\n",
- " predicted_class = index_to_label[predicted_index]\n",
- " \n",
- " # Append the true label (folder name) and the predicted label\n",
- " true_labels.append(folder_name) # Folder name as the true label\n",
- " predicted_labels.append(predicted_class) # Predicted folder name\n",
- "\n",
- "# Ensure there are valid true and predicted labels\n",
- "if len(true_labels) == 0 or len(predicted_labels) == 0:\n",
- " print(\"No valid labels found!\")\n",
- "else:\n",
- " print(f\"Total true labels: {len(true_labels)}\")\n",
- " print(f\"Total predicted labels: {len(predicted_labels)}\")\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1200x800 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Get non-empty classes in the validation folder\n",
- "unique_labels = sorted([folder for folder in os.listdir(validation_folder) if len(os.listdir(os.path.join(validation_folder, folder))) > 0])\n",
- "# Assuming 'true_labels' and 'predicted_labels' are already defined\n",
- "# Create the confusion matrix\n",
- "cm = confusion_matrix(true_labels, predicted_labels, labels=unique_labels)\n",
- "\n",
- "plt.figure(figsize=(12, 8))\n",
- "# Display the confusion matrix\n",
- "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=unique_labels)\n",
- "disp.plot(cmap=plt.cm.Blues, ax=plt.gca(), xticks_rotation=45) \n",
- "plt.title(\"Confusion Matrix\")\n",
- "plt.show()\n"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "base",
- "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": "3.11.7"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
- }
|