diff --git a/lab_9/lab9.ipynb b/lab_9/lab9.ipynb new file mode 100644 index 0000000..5baffdd --- /dev/null +++ b/lab_9/lab9.ipynb @@ -0,0 +1,818 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "357e90ce", + "metadata": {}, + "source": [ + "# Лабораторная работа 9: Обработка изображений и анализ данных МРТ мозга\n", + "\n", + "В этой лабораторной работе мы будем работать с [датасетом МРТ изображений мозга](https://www.kaggle.com/datasets/orvile/brain-cancer-mri-dataset) для классификации опухолей. Используем Python и библиотеки для обработки изображений." + ] + }, + { + "cell_type": "markdown", + "id": "1ecd805a", + "metadata": {}, + "source": [ + "## 1. Подготовка среды и загрузка данных" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3770931f", + "metadata": {}, + "outputs": [], + "source": [ + "# Импорт необходимых библиотек\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import cv2\n", + "import os\n", + "import mahotas\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import classification_report\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.svm import SVC\n", + "from sklearn.cluster import KMeans\n", + "from skimage import filters, exposure, feature\n", + "from tensorflow.keras.preprocessing.image import ImageDataGenerator" + ] + }, + { + "cell_type": "markdown", + "id": "53ea4815", + "metadata": {}, + "source": [ + "## 2. Загрузка и исследование датасета" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ca322212", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Path to dataset files: /home/nspotapov/.cache/kagglehub/datasets/orvile/brain-cancer-mri-dataset/versions/2\n" + ] + } + ], + "source": [ + "import kagglehub\n", + "\n", + "# Download latest version\n", + "data_dir = kagglehub.dataset_download(\"orvile/brain-cancer-mri-dataset\")\n", + "\n", + "print(\"Path to dataset files:\", data_dir)\n", + "\n", + "data_dir = os.path.join(data_dir, \"Brain_Cancer raw MRI data\", \"Brain_Cancer\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7f9a9932", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Всего изображений: 300\n", + "Размерность изображений: (128, 128, 3)\n", + "Классы: ['brain_glioma' 'brain_menin' 'brain_tumor']\n", + "Количество изображений по классам:\n", + "brain_glioma: 100\n", + "brain_menin: 100\n", + "brain_tumor: 100\n" + ] + } + ], + "source": [ + "# Пути к данным\n", + "classes = ['brain_glioma', 'brain_menin', 'brain_tumor']\n", + "\n", + "# Загрузка изображений\n", + "images = []\n", + "labels = []\n", + "\n", + "for class_name in classes:\n", + " class_dir = os.path.join(data_dir, class_name)\n", + " for img_name in os.listdir(class_dir)[:100]: # Берем по 100 изображений из каждого класса для примера\n", + " img_path = os.path.join(class_dir, img_name)\n", + " img = cv2.imread(img_path)\n", + " img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) # Конвертируем в RGB\n", + " img = cv2.resize(img, (128, 128)) # Уменьшаем размер для ускорения обработки\n", + " images.append(img)\n", + " labels.append(class_name)\n", + "\n", + "# Преобразуем в numpy массивы\n", + "images = np.array(images)\n", + "labels = np.array(labels)\n", + "\n", + "# Вывод информации о датасете\n", + "print(f\"Всего изображений: {len(images)}\")\n", + "print(f\"Размерность изображений: {images[0].shape}\")\n", + "print(f\"Классы: {np.unique(labels)}\")\n", + "print(f\"Количество изображений по классам:\")\n", + "for class_name in classes:\n", + " print(f\"{class_name}: {np.sum(labels == class_name)}\")" + ] + }, + { + "cell_type": "markdown", + "id": "d2909567", + "metadata": {}, + "source": [ + "## 3. Предобработка изображений\n", + "### 3.1. Визуализация исходных изображений" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "283ce60d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Функция для отображения изображений\n", + "def plot_images(images, titles, cmap=None):\n", + " plt.figure(figsize=(15, 7))\n", + " for i in range(len(images)):\n", + " plt.subplot(1, len(images), i+1)\n", + " plt.imshow(images[i], cmap=cmap)\n", + " plt.title(titles[i])\n", + " plt.axis('off')\n", + " plt.show()\n", + "\n", + "# Примеры изображений из каждого класса\n", + "for class_name in classes:\n", + " idx = np.where(labels == class_name)[0][0]\n", + " plot_images([images[idx]], [f\"{class_name} - исходное\"], cmap='gray')" + ] + }, + { + "cell_type": "markdown", + "id": "5d8f74a5", + "metadata": {}, + "source": [ + "### 3.2. Применение методов фильтрации" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c5872360", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-422.0..284.0].\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Пример обработки одного изображения\n", + "sample_img = images[0]\n", + "\n", + "# Гауссово размытие\n", + "gaussian_blur = cv2.GaussianBlur(sample_img, (5, 5), 0)\n", + "\n", + "# Медианный фильтр\n", + "median_blur = cv2.medianBlur(sample_img, 5)\n", + "\n", + "# Фильтр Собеля для выделения границ\n", + "sobel_x = cv2.Sobel(sample_img, cv2.CV_64F, 1, 0, ksize=5)\n", + "sobel_y = cv2.Sobel(sample_img, cv2.CV_64F, 0, 1, ksize=5)\n", + "sobel = np.sqrt(sobel_x**2 + sobel_y**2)\n", + "sobel = np.uint8(sobel / sobel.max() * 255)\n", + "\n", + "# Фильтр Лапласа для повышения резкости\n", + "laplacian = cv2.Laplacian(sample_img, cv2.CV_64F)\n", + "\n", + "# Отображение результатов\n", + "plot_images([sample_img, gaussian_blur, median_blur, sobel, laplacian], \n", + " ['Исходное', 'Гауссово размытие', 'Медианный фильтр', 'Собель', 'Лапласиан'])" + ] + }, + { + "cell_type": "markdown", + "id": "8cbc55b4", + "metadata": {}, + "source": [ + "### 3.3. Преобразование в оттенки серого и выравнивание гистограммы" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0a3591a4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Преобразование в оттенки серого\n", + "gray_img = cv2.cvtColor(sample_img, cv2.COLOR_RGB2GRAY)\n", + "\n", + "# Выравнивание гистограммы\n", + "equalized_img = cv2.equalizeHist(gray_img)\n", + "\n", + "# Адаптивное выравнивание гистограммы\n", + "clahe = cv2.createCLAHE(clipLimit=2.0, tileGridSize=(8,8))\n", + "clahe_img = clahe.apply(gray_img)\n", + "\n", + "# Отображение результатов\n", + "plot_images([gray_img, equalized_img, clahe_img], \n", + " ['Оттенки серого', 'Выравненная гистограмма', 'Адаптивное выравнивание'], \n", + " cmap='gray')" + ] + }, + { + "cell_type": "markdown", + "id": "0adf1f69", + "metadata": {}, + "source": [ + "## 4. Извлечение признаков\n", + "### 4.1. Текстура с использованием Haralick features (библиотека Mahotas)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b53f19dd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Haralick features: [ 1.35337959e-01 3.38288781e+02 9.18349545e-01 2.07058015e+03\n", + " 5.82015690e-01 6.68991449e+01 7.94403181e+03 5.35674418e+00\n", + " 7.32050884e+00 1.22648817e-03 3.45985376e+00 -4.57321917e-01\n", + " 9.93317643e-01]\n" + ] + } + ], + "source": [ + "# Извлечение признаков Haralick\n", + "def extract_haralick_features(img):\n", + " gray = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)\n", + " features = mahotas.features.haralick(gray).mean(axis=0)\n", + " return features\n", + "\n", + "# Пример извлечения признаков\n", + "haralick_features = extract_haralick_features(sample_img)\n", + "print(f\"Haralick features: {haralick_features}\")" + ] + }, + { + "cell_type": "markdown", + "id": "2e5baf76", + "metadata": {}, + "source": [ + "### 4.2. Гистограмма ориентированных градиентов (HOG)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "78c2086a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HOG features length: 512\n" + ] + } + ], + "source": [ + "# Извлечение признаков HOG\n", + "def extract_hog_features(img):\n", + " gray = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)\n", + " hog_features = feature.hog(gray, orientations=8, pixels_per_cell=(16, 16),\n", + " cells_per_block=(1, 1), visualize=False)\n", + " return hog_features\n", + "\n", + "# Пример извлечения признаков\n", + "hog_features = extract_hog_features(sample_img)\n", + "print(f\"HOG features length: {len(hog_features)}\")" + ] + }, + { + "cell_type": "markdown", + "id": "a208f34e", + "metadata": {}, + "source": [ + "### 4.3. Цветовые гистограммы" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "6f5de231", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Color histogram length: 512\n" + ] + } + ], + "source": [ + "# Извлечение цветовых гистограмм\n", + "def extract_color_histogram(img, bins=(8, 8, 8)):\n", + " hsv = cv2.cvtColor(img, cv2.COLOR_RGB2HSV)\n", + " hist = cv2.calcHist([hsv], [0, 1, 2], None, bins, [0, 180, 0, 256, 0, 256])\n", + " cv2.normalize(hist, hist)\n", + " return hist.flatten()\n", + "\n", + "# Пример извлечения признаков\n", + "color_hist = extract_color_histogram(sample_img)\n", + "print(f\"Color histogram length: {len(color_hist)}\")" + ] + }, + { + "cell_type": "markdown", + "id": "a420e080", + "metadata": {}, + "source": [ + "## 5. Обучение модели\n", + "### 5.1. Подготовка данных" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "9c844793", + "metadata": {}, + "outputs": [], + "source": [ + "# Извлечение признаков для всех изображений\n", + "X = []\n", + "for img in images:\n", + " haralick = extract_haralick_features(img)\n", + " hog = extract_hog_features(img)\n", + " color_hist = extract_color_histogram(img)\n", + " combined_features = np.hstack([haralick, hog, color_hist])\n", + " X.append(combined_features)\n", + "X = np.array(X)\n", + "\n", + "# Кодирование меток\n", + "from sklearn.preprocessing import LabelEncoder\n", + "le = LabelEncoder()\n", + "y = le.fit_transform(labels)\n", + "\n", + "# Разделение на обучающую и тестовую выборки\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "markdown", + "id": "88ec5df4", + "metadata": {}, + "source": [ + "### 5.2. Обучение Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3645d81a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + "brain_glioma 0.88 0.64 0.74 22\n", + " brain_menin 0.47 0.88 0.61 16\n", + " brain_tumor 0.93 0.59 0.72 22\n", + "\n", + " accuracy 0.68 60\n", + " macro avg 0.76 0.70 0.69 60\n", + "weighted avg 0.79 0.68 0.70 60\n", + "\n" + ] + } + ], + "source": [ + "# Обучение модели Random Forest\n", + "rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", + "rf.fit(X_train, y_train)\n", + "\n", + "# Оценка качества\n", + "y_pred = rf.predict(X_test)\n", + "print(classification_report(y_test, y_pred, target_names=classes))" + ] + }, + { + "cell_type": "markdown", + "id": "20468ba5", + "metadata": {}, + "source": [ + "### 5.3. Обучение SVM" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "adba2e1a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + "brain_glioma 0.80 0.55 0.65 22\n", + " brain_menin 0.36 0.94 0.52 16\n", + " brain_tumor 0.67 0.09 0.16 22\n", + "\n", + " accuracy 0.48 60\n", + " macro avg 0.61 0.52 0.44 60\n", + "weighted avg 0.63 0.48 0.43 60\n", + "\n" + ] + } + ], + "source": [ + "# Обучение модели SVM\n", + "svm = SVC(kernel='rbf', C=10, gamma='scale', random_state=42)\n", + "svm.fit(X_train, y_train)\n", + "\n", + "# Оценка качества\n", + "y_pred = svm.predict(X_test)\n", + "print(classification_report(y_test, y_pred, target_names=classes))" + ] + }, + { + "cell_type": "markdown", + "id": "f8ce333a", + "metadata": {}, + "source": [ + "## 6. Аугментация данных" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a92a3592", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Создание генератора аугментации\n", + "datagen = ImageDataGenerator(\n", + " rotation_range=20,\n", + " width_shift_range=0.1,\n", + " height_shift_range=0.1,\n", + " shear_range=0.2,\n", + " zoom_range=0.2,\n", + " horizontal_flip=True,\n", + " fill_mode='nearest')\n", + "\n", + "# Пример аугментации\n", + "plt.figure(figsize=(10, 5))\n", + "for i in range(10):\n", + " augmented = datagen.random_transform(images[0])\n", + " plt.subplot(2, 5, i+1)\n", + " plt.imshow(augmented)\n", + " plt.axis('off')\n", + "plt.suptitle('Примеры аугментации изображения')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0143b3f7", + "metadata": {}, + "source": [ + "## 7. Кластеризация с помощью K-means" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "71a3b7c1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Кластеризация с использованием K-means\n", + "kmeans = KMeans(n_clusters=3, random_state=42)\n", + "cluster_labels = kmeans.fit_predict(X)\n", + "\n", + "# Визуализация кластеров\n", + "plt.figure(figsize=(10, 6))\n", + "for i in range(4):\n", + " cluster_samples = np.where(cluster_labels == i)[0][:5]\n", + " for j, idx in enumerate(cluster_samples):\n", + " plt.subplot(4, 5, i*5 + j + 1)\n", + " plt.imshow(images[idx])\n", + " plt.title(f\"Cluster {i}\")\n", + " plt.axis('off')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d62744ec", + "metadata": {}, + "source": [ + "## Подсчет качества модели" + ] + }, + { + "cell_type": "markdown", + "id": "38a58df8", + "metadata": {}, + "source": [ + "Accuracy - общая точность классификации\n", + "\n", + "Precision - точность (сколько из предсказанных положительных действительно положительные)\n", + "\n", + "Recall - полнота (сколько реальных положительных нашли)\n", + "\n", + "F1-score - гармоническое среднее precision и recall\n", + "\n", + "Confusion Matrix - наглядно показывает ошибки между классами" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "32365189", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.6833\n", + "Precision: 0.7858\n", + "Recall: 0.6833\n", + "F1-score: 0.6973\n", + "Confusion Matrix:\n", + "[[14 8 0]\n", + " [ 1 14 1]\n", + " [ 1 8 13]]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix\n", + "\n", + "# Для Random Forest (аналогично для SVM)\n", + "y_pred = rf.predict(X_test)\n", + "\n", + "# Расчет основных метрик\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "precision = precision_score(y_test, y_pred, average='weighted')\n", + "recall = recall_score(y_test, y_pred, average='weighted')\n", + "f1 = f1_score(y_test, y_pred, average='weighted')\n", + "\n", + "print(f\"Accuracy: {accuracy:.4f}\")\n", + "print(f\"Precision: {precision:.4f}\")\n", + "print(f\"Recall: {recall:.4f}\")\n", + "print(f\"F1-score: {f1:.4f}\")\n", + "\n", + "# Матрица ошибок\n", + "conf_matrix = confusion_matrix(y_test, y_pred)\n", + "print(\"Confusion Matrix:\")\n", + "print(conf_matrix)\n", + "\n", + "# Визуализация матрицы ошибок\n", + "import seaborn as sns\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', \n", + " xticklabels=classes, yticklabels=classes)\n", + "plt.xlabel('Predicted')\n", + "plt.ylabel('Actual')\n", + "plt.title('Confusion Matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "f2e9e622", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Detailed Classification Report:\n", + " precision recall f1-score support\n", + "\n", + "brain_glioma 0.88 0.64 0.74 22\n", + " brain_menin 0.47 0.88 0.61 16\n", + " brain_tumor 0.93 0.59 0.72 22\n", + "\n", + " accuracy 0.68 60\n", + " macro avg 0.76 0.70 0.69 60\n", + "weighted avg 0.79 0.68 0.70 60\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.metrics import classification_report\n", + "\n", + "print(\"\\nDetailed Classification Report:\")\n", + "print(classification_report(y_test, y_pred, target_names=classes))" + ] + }, + { + "cell_type": "markdown", + "id": "6e646c70", + "metadata": {}, + "source": [ + "Кросс-валидация для более надежной оценки" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "6c0a24a4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cross-Validation Accuracy: 0.7300 (+/- 0.0636)\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import cross_val_score\n", + "\n", + "# Для RandomForest\n", + "scores = cross_val_score(rf, X, y, cv=5, scoring='accuracy')\n", + "print(f\"Cross-Validation Accuracy: {scores.mean():.4f} (+/- {scores.std():.4f})\")" + ] + }, + { + "cell_type": "markdown", + "id": "acf23761", + "metadata": {}, + "source": [ + "### **Выводы по лабораторной работе** \n", + "\n", + "В ходе выполнения лабораторной работы была проведена обработка и классификация изображений МРТ мозга с использованием методов машинного обучения. На основе полученных метрик можно сделать следующие выводы: \n", + "\n", + "#### **1. Качество моделей** \n", + "- **Общая точность (Accuracy)**: \n", + " - На тестовой выборке модель показала **68,3%** правильных предсказаний. \n", + " - При кросс-валидации средняя точность составила **73,0%** (±6,4%), что говорит о более устойчивой работе модели при разных разбиениях данных. \n", + "\n", + "- **Precision (Точность)**: \n", + " - Средняя точность по классам **78,6%**, что означает, что из всех предсказанных положительных случаев большинство действительно верные. \n", + " - Наивысшая точность у класса **brain_tumor (93%)**, что говорит о хорошей различимости этого типа опухоли. \n", + "\n", + "- **Recall (Полнота)**: \n", + " - Средний **recall = 68,3%**, что означает, что модель находит около **2/3 реальных случаев** каждого класса. \n", + " - Класс **brain_menin** имеет **recall = 88%**, но низкую точность (**47%**), что говорит о большом количестве ложных срабатываний. \n", + "\n", + "- **F1-score (Гармоническое среднее)**: \n", + " - Средний **F1 = 69,7%**, что подтверждает баланс между точностью и полнотой модели. \n", + "\n", + "#### **2. Анализ ошибок (Confusion Matrix)** \n", + "- **Класс brain_glioma**: \n", + " - **14 верных предсказаний**, но **8 ошибок (путает с brain_menin)**. \n", + "- **Класс brain_menin**: \n", + " - **14 верных**, но **1 ошибка в brain_glioma и 1 в brain_tumor**. \n", + "- **Класс brain_tumor**: \n", + " - **13 верных**, но **8 ошибок (путает с brain_menin)**. \n", + "\n", + "**Основная проблема**: модель чаще всего путает **glioma и meningioma**, что может быть связано с их визуальной схожестью на МРТ. \n", + "\n", + "#### **3. Итог** \n", + "Модель показала **умеренное качество (68-73% accuracy)**, но требует доработки, особенно в части различения классов **glioma и meningioma**. Для медицинской диагностики желательно достичь точности **>85%**, поэтому рекомендуется: \n", + "- Увеличить датасет. \n", + "- Использовать более сложные архитектуры (например, Transfer Learning). \n", + "- Применить ансамбли моделей. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/lab_9/requirements.txt b/lab_9/requirements.txt new file mode 100644 index 0000000..8b5394a --- /dev/null +++ b/lab_9/requirements.txt @@ -0,0 +1,87 @@ +absl-py==2.2.2 +asttokens==3.0.0 +astunparse==1.6.3 +certifi==2025.1.31 +charset-normalizer==3.4.1 +comm==0.2.2 +contourpy==1.3.1 +cycler==0.12.1 +debugpy==1.8.14 +decorator==5.2.1 +executing==2.2.0 +flatbuffers==25.2.10 +fonttools==4.57.0 +gast==0.6.0 +google-pasta==0.2.0 +grpcio==1.71.0 +h5py==3.13.0 +idna==3.10 +imageio==2.37.0 +ipykernel==6.29.5 +ipython==9.1.0 +ipython_pygments_lexers==1.1.1 +jedi==0.19.2 +joblib==1.4.2 +jupyter_client==8.6.3 +jupyter_core==5.7.2 +kagglehub==0.3.11 +keras==3.9.2 +kiwisolver==1.4.8 +lazy_loader==0.4 +libclang==18.1.1 +mahotas==1.4.18 +Markdown==3.8 +markdown-it-py==3.0.0 +MarkupSafe==3.0.2 +matplotlib==3.10.1 +matplotlib-inline==0.1.7 +mdurl==0.1.2 +ml_dtypes==0.5.1 +namex==0.0.8 +nest-asyncio==1.6.0 +networkx==3.4.2 +numpy==2.1.3 +opencv-python==4.11.0.86 +opt_einsum==3.4.0 +optree==0.15.0 +packaging==24.2 +pandas==2.2.3 +parso==0.8.4 +pexpect==4.9.0 +pillow==11.1.0 +platformdirs==4.3.7 +prompt_toolkit==3.0.50 +protobuf==5.29.4 +psutil==7.0.0 +ptyprocess==0.7.0 +pure_eval==0.2.3 +Pygments==2.19.1 +pyparsing==3.2.3 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +pyzmq==26.4.0 +requests==2.32.3 +rich==14.0.0 +scikit-image==0.25.2 +scikit-learn==1.6.1 +scipy==1.15.2 +setuptools==78.1.0 +six==1.17.0 +stack-data==0.6.3 +tensorboard==2.19.0 +tensorboard-data-server==0.7.2 +tensorflow==2.19.0 +termcolor==3.0.1 +threadpoolctl==3.6.0 +tifffile==2025.3.30 +tornado==6.4.2 +tqdm==4.67.1 +traitlets==5.14.3 +typing_extensions==4.13.2 +tzdata==2025.2 +urllib3==2.4.0 +wcwidth==0.2.13 +Werkzeug==3.1.3 +wheel==0.45.1 +wrapt==1.17.2