From 7f6a2db5de9c13381f2b5b0400e05dddb77fc699 Mon Sep 17 00:00:00 2001 From: Anton Date: Sat, 24 May 2025 06:59:02 +0400 Subject: [PATCH 1/3] lab9 --- .idea/workspace.xml | 100 +++++++ lab_9/lab9.ipynb | 647 ++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 747 insertions(+) create mode 100644 .idea/workspace.xml create mode 100644 lab_9/lab9.ipynb diff --git a/.idea/workspace.xml b/.idea/workspace.xml new file mode 100644 index 0000000..6e7629c --- /dev/null +++ b/.idea/workspace.xml @@ -0,0 +1,100 @@ + + + + + + + + + + + + + + + + + + + + + + { + "keyToString": { + "RunOnceActivity.OpenProjectViewOnStart": "true", + "RunOnceActivity.ShowReadmeOnStart": "true", + "WebServerToolWindowFactoryState": "false", + "last_opened_file_path": "D:/study/3_course/6_sem/mii", + "node.js.detected.package.eslint": "true", + "node.js.detected.package.tslint": "true", + "node.js.selected.package.eslint": "(autodetect)", + "node.js.selected.package.tslint": "(autodetect)", + "settings.editor.selected.configurable": "org.jetbrains.plugins.notebooks.jupyter.connections.configuration.JupyterServerConfigurable", + "vue.rearranger.settings.migration": "true" + } +} + + + + + + + + + + 1748044377532 + + + + + + + + + + + + + \ No newline at end of file diff --git a/lab_9/lab9.ipynb b/lab_9/lab9.ipynb new file mode 100644 index 0000000..415b2d6 --- /dev/null +++ b/lab_9/lab9.ipynb @@ -0,0 +1,647 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Лабораторная работа №9: Обработка изображений персонажей Scooby-Doo\n", + "\n", + "Импортируем необходимые библиотеки и подгружаем датасет" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Каталоги классов: ['Daphne', 'Fred', 'Scooby', 'Shaggy', 'Velma']\n" + ] + } + ], + "source": [ + "import os\n", + "import random\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from PIL import Image\n", + "import mahotas as mh\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import classification_report, accuracy_score\n", + "from sklearn.svm import SVC\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.cluster import KMeans\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "from skimage.filters import threshold_otsu\n", + "from skimage.segmentation import clear_border\n", + "from skimage.measure import label, regionprops\n", + "from skimage.color import rgb2gray\n", + "from skimage.util import img_as_ubyte\n", + "\n", + "# Чтобы использовать скрипт - скачайте датасет с Kaggle https://www.kaggle.com/datasets/esmanurdeli/scooby-doo-classification-dataset\n", + "# Распакуйте его в папку ./dataset (или поменяйте путь ниже)\n", + "\n", + "DATASET_PATH = '../../static/scoobydoo' # Укажите путь к датасету (где папки с классами)\n", + "# Проверим структуру данных\n", + "print(f'Каталоги классов: {os.listdir(DATASET_PATH)}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "### 1. Определение задачи обработки изображений\n", + "\n", + "Задача: классификация персонажей из мультфильма Scooby-Doo по изображениям.\n", + "Для этого необходимо выполнить предобработку изображений, улучшение качества,\n", + "извлечь признаки и обучить модель классификации.\n", + "\n", + "### 2. Методы предобработки изображений\n", + "\n", + "Загрузим изображения, приведём к единому размеру, преобразуем в numpy массивы." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Загружено изображений: 221\n", + "Классы: ['Daphne' 'Fred' 'Scooby' 'Shaggy' 'Velma']\n" + ] + } + ], + "source": [ + "IMG_SIZE = (128, 128) # стандартный размер для всех изображений\n", + "\n", + "def load_images(dataset_path, img_size=IMG_SIZE):\n", + " images = []\n", + " labels = []\n", + " classes = os.listdir(dataset_path)\n", + " for label in classes:\n", + " class_dir = os.path.join(dataset_path, label)\n", + " if not os.path.isdir(class_dir):\n", + " continue\n", + " for img_file in os.listdir(class_dir):\n", + " img_path = os.path.join(class_dir, img_file)\n", + " try:\n", + " img = Image.open(img_path).convert('RGB') # Преобразование в RGB (если изображение в другом формате)\n", + " img = img.resize(img_size) # Приведение к единому размеру (128x128)\n", + " img_np = np.array(img) # Преобразование в numpy-массив\n", + " images.append(img_np) # Добавление изображения в список\n", + " labels.append(label) # Добавление метки класса\n", + "\n", + " except Exception as e:\n", + " print(f'Ошибка при загрузке {img_path}: {e}')\n", + " return np.array(images), np.array(labels)\n", + "\n", + "images, labels = load_images(DATASET_PATH)\n", + "print(f'Загружено изображений: {len(images)}')\n", + "print(f'Классы: {np.unique(labels)}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Проверка применимости методов фильтрации и восстановления изображений\n", + "\n", + "Методы:\n", + "- удаление шумов (медианный фильтр)\n", + "- сглаживание (гауссов фильтр)\n", + "- повышение резкости (фильтр повышения резкости)\n", + "- определение границ (оператор Собеля)\n", + "\n", + "Проверим применение этих фильтров на примере одного изображения" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.ndimage import median_filter\n", + "\n", + "def apply_filters(image):\n", + " # image - RGB numpy array\n", + "\n", + " # Перевод в оттенки серого для обработки\n", + " gray = mh.colors.rgb2gray(image)\n", + "\n", + " # 1. Удаление шума - медианный фильтр (замена mh.median)\n", + " denoised = median_filter(gray, size=3)\n", + "\n", + " # 2. Сглаживание - гауссов фильтр (mahotas есть)\n", + " smoothed = mh.gaussian_filter(denoised, sigma=1)\n", + "\n", + " # 3. Повышение резкости - kernel sharpening\n", + " kernel = np.array([[0, -1, 0],\n", + " [-1, 5,-1],\n", + " [0, -1, 0]])\n", + " sharpened = mh.convolve(smoothed, kernel)\n", + "\n", + " # 4. Определение границ - оператор Собеля\n", + " edge_sobel = mh.sobel(sharpened)\n", + "\n", + " return {\n", + " 'gray': gray,\n", + " 'denoised': denoised,\n", + " 'smoothed': smoothed,\n", + " 'sharpened': sharpened,\n", + " 'edges': edge_sobel\n", + " }\n", + "\n", + "\n", + "# Визуализируем результат для одного случайного изображения\n", + "idx = random.randint(0, len(images) - 1)\n", + "img_orig = images[idx]\n", + "filtered_imgs = apply_filters(img_orig)\n", + "\n", + "fig, axes = plt.subplots(1,5, figsize=(20,5))\n", + "axes[0].imshow(img_orig)\n", + "axes[0].set_title('Оригинал')\n", + "axes[0].axis('off')\n", + "axes[1].imshow(filtered_imgs['denoised'], cmap='gray')\n", + "axes[1].set_title('Медианный фильтр (удаление шума)')\n", + "axes[1].axis('off')\n", + "axes[2].imshow(filtered_imgs['smoothed'], cmap='gray')\n", + "axes[2].set_title('Гауссово сглаживание')\n", + "axes[2].axis('off')\n", + "axes[3].imshow(filtered_imgs['sharpened'], cmap='gray')\n", + "axes[3].set_title('Повышение резкости')\n", + "axes[3].axis('off')\n", + "axes[4].imshow(filtered_imgs['edges'], cmap='gray')\n", + "axes[4].set_title('Границы (Собель)')\n", + "axes[4].axis('off')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Проверка методов улучшения изображений\n", + "\n", + "Методы:\n", + "- изменение размера (уже применили)\n", + "- преобразование в оттенки серого (делаем)\n", + "- выравнивание гистограммы (CLAHE из Mahotas)\n", + "- сегментация (порог Оцу + морфологическая очистка)\n", + "- удаление сегментов (маленьких объектов)\n", + "- выделение объектов по маске (маскирование)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "import cv2\n", + "import numpy as np\n", + "\n", + "def enhance_image(image):\n", + " # image - RGB numpy array\n", + " \n", + " # 1. Оттенки серого (используем skimage или OpenCV)\n", + " gray = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)\n", + " \n", + " # 2. CLAHE с помощью OpenCV\n", + " clahe_obj = cv2.createCLAHE(clipLimit=0.01, tileGridSize=(8,8))\n", + " clahe = clahe_obj.apply(gray)\n", + " \n", + " # Преобразуем clahe в float для последующей обработки\n", + " clahe_float = clahe.astype(np.float32) / 255.0\n", + " \n", + " # 3. Сегментация по порогу Оцу (threshold_otsu из skimage)\n", + " thresh_val = threshold_otsu(clahe_float)\n", + " binary = clahe_float > thresh_val\n", + " \n", + " # 4. Очистка краёв и удаление мелких объектов\n", + " cleared = clear_border(binary)\n", + " labeled_img = label(cleared)\n", + " \n", + " # Удаляем объекты с площадью < 100 пикселов\n", + " for region in regionprops(labeled_img):\n", + " if region.area < 100:\n", + " for coords in region.coords:\n", + " labeled_img[coords[0], coords[1]] = 0\n", + " cleaned = labeled_img > 0\n", + " \n", + " # 5. Маскирование исходного изображения\n", + " masked_img = clahe_float * cleaned\n", + " \n", + " return {\n", + " 'gray': gray / 255.0, # нормализуем в [0,1]\n", + " 'clahe': clahe_float,\n", + " 'binary': binary,\n", + " 'cleaned': cleaned,\n", + " 'masked': masked_img\n", + " }\n", + "\n", + "# Визуализируем\n", + "enhanced_imgs = enhance_image(img_orig)\n", + "\n", + "fig, axes = plt.subplots(1,5, figsize=(20,5))\n", + "axes[0].imshow(enhanced_imgs['gray'], cmap='gray')\n", + "axes[0].set_title('Оттенки серого')\n", + "axes[0].axis('off')\n", + "axes[1].imshow(enhanced_imgs['clahe'], cmap='gray')\n", + "axes[1].set_title('CLAHE')\n", + "axes[1].axis('off')\n", + "axes[2].imshow(enhanced_imgs['binary'], cmap='gray')\n", + "axes[2].set_title('Сегментация (Отсу)')\n", + "axes[2].axis('off')\n", + "axes[3].imshow(enhanced_imgs['cleaned'], cmap='gray')\n", + "axes[3].set_title('Удаление мелких сегментов')\n", + "axes[3].axis('off')\n", + "axes[4].imshow(enhanced_imgs['masked'], cmap='gray')\n", + "axes[4].set_title('Маскирование исходного')\n", + "axes[4].axis('off')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "### 5. Методы извлечения признаков и оценка применимости\n", + "\n", + "Для классификации попробуем:\n", + "- гистограммы градиентов (HOG)\n", + "- локальные бинарные шаблоны (LBP)\n", + "- Zernike моменты (из Mahotas)\n", + "- Статистические признаки (среднее, дисперсия)\n", + "\n", + "Далее объединим признаки для обучения модели." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размерность признаков: (1817,)\n" + ] + } + ], + "source": [ + "\n", + "from skimage.feature import hog, local_binary_pattern\n", + "\n", + "def extract_features(image):\n", + " # image - RGB numpy array\n", + " \n", + " gray = mh.colors.rgb2gray(image)\n", + " gray = gray - gray.min()\n", + " if gray.max() > 0:\n", + " gray = gray / gray.max()\n", + " gray_uint8 = img_as_ubyte(gray)\n", + " \n", + " # 1. HOG\n", + " hog_feat = hog(gray_uint8, pixels_per_cell=(16,16), cells_per_block=(2,2), feature_vector=True)\n", + " \n", + " # 2. LBP\n", + " radius = 3\n", + " n_points = 8 * radius\n", + " lbp = local_binary_pattern(gray_uint8, n_points, radius, method='uniform')\n", + " (lbp_hist, _) = np.histogram(lbp.ravel(),\n", + " bins=np.arange(0, n_points + 3),\n", + " range=(0, n_points + 2))\n", + " lbp_hist = lbp_hist.astype('float')\n", + " lbp_hist /= (lbp_hist.sum() + 1e-7)\n", + " \n", + " # 3. Zernike моменты (радиус должен быть не больше половины изображения)\n", + " radius_zernike = min(gray_uint8.shape)//2 - 1\n", + " zernike_moments = mh.features.zernike_moments(gray_uint8, radius=radius_zernike, degree=8)\n", + " \n", + " # 4. Статистические признаки\n", + " mean = np.mean(gray_uint8)\n", + " std = np.std(gray_uint8)\n", + " \n", + " # Объединяем в один вектор\n", + " features = np.hstack([hog_feat, lbp_hist, zernike_moments, mean, std])\n", + " \n", + " return features\n", + "\n", + "\n", + "# Проверим размер признаков на примере одного изображения\n", + "test_features = extract_features(images[0])\n", + "print(f'Размерность признаков: {test_features.shape}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6. Обучение модели с учителем (классификация персонажей)\n", + "\n", + "Используем SVM и RandomForest, сравним результаты.\n", + "Код учитывает оптимизацию гиперпараметров вручную для простоты." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Отчёт по классификации SVM ===\n", + " precision recall f1-score support\n", + "\n", + " Daphne 0.36 0.38 0.37 13\n", + " Fred 0.42 0.62 0.50 13\n", + " Scooby 0.60 0.60 0.60 10\n", + " Shaggy 0.38 0.38 0.38 13\n", + " Velma 0.00 0.00 0.00 7\n", + "\n", + " accuracy 0.43 56\n", + " macro avg 0.35 0.40 0.37 56\n", + "weighted avg 0.38 0.43 0.40 56\n", + "\n", + "Точность SVM: 0.4286\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Natalia\\Desktop\\6 семестр\\МИИ\\AIM-PIbd-32-Katysheva-N-E\\aimvenv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "c:\\Users\\Natalia\\Desktop\\6 семестр\\МИИ\\AIM-PIbd-32-Katysheva-N-E\\aimvenv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "c:\\Users\\Natalia\\Desktop\\6 семестр\\МИИ\\AIM-PIbd-32-Katysheva-N-E\\aimvenv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Отчёт по классификации RandomForest ===\n", + " precision recall f1-score support\n", + "\n", + " Daphne 0.42 0.38 0.40 13\n", + " Fred 0.47 0.69 0.56 13\n", + " Scooby 0.38 0.50 0.43 10\n", + " Shaggy 0.50 0.46 0.48 13\n", + " Velma 0.00 0.00 0.00 7\n", + "\n", + " accuracy 0.45 56\n", + " macro avg 0.35 0.41 0.38 56\n", + "weighted avg 0.39 0.45 0.41 56\n", + "\n", + "Точность RandomForest: 0.4464\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Natalia\\Desktop\\6 семестр\\МИИ\\AIM-PIbd-32-Katysheva-N-E\\aimvenv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "c:\\Users\\Natalia\\Desktop\\6 семестр\\МИИ\\AIM-PIbd-32-Katysheva-N-E\\aimvenv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "c:\\Users\\Natalia\\Desktop\\6 семестр\\МИИ\\AIM-PIbd-32-Katysheva-N-E\\aimvenv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" + ] + } + ], + "source": [ + "# Подготовим признаки для всего набора\n", + "X = np.array([extract_features(img) for img in images])\n", + "le = LabelEncoder()\n", + "y = le.fit_transform(labels)\n", + "\n", + "# Разбиваем на обучающую и тестовую выборки\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42, stratify=y)\n", + "\n", + "# Обучение SVM с масштабированием\n", + "svm_pipeline = make_pipeline(StandardScaler(), SVC(kernel='rbf', C=10, gamma='scale'))\n", + "svm_pipeline.fit(X_train, y_train)\n", + "y_pred_svm = svm_pipeline.predict(X_test)\n", + "\n", + "print(\"=== Отчёт по классификации SVM ===\")\n", + "print(classification_report(y_test, y_pred_svm, target_names=le.classes_))\n", + "print(f'Точность SVM: {accuracy_score(y_test, y_pred_svm):.4f}')\n", + "\n", + "# Обучение RandomForest\n", + "rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", + "rf.fit(X_train, y_train)\n", + "y_pred_rf = rf.predict(X_test)\n", + "\n", + "print(\"=== Отчёт по классификации RandomForest ===\")\n", + "print(classification_report(y_test, y_pred_rf, target_names=le.classes_))\n", + "print(f'Точность RandomForest: {accuracy_score(y_test, y_pred_rf):.4f}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Общая точность (accuracy)**\n", + "-SVM: 42.86%\n", + "-RandomForest: 44.64%\n", + "Обе модели показывают примерно одинаковую точность, немного лучше случайного угадывания (20%, так как 5 классов).\n", + "\n", + "1. Daphne - Оба алгоритма плохо, но RF чуть лучше. Модель часто ошибается, неуверенна при распознавании.\n", + "2. Fred - Лучший класс для обеих моделей. RandomForest точнее и лучше находит все объекты класса.\n", + "3. Scooby - У SVM лучшая точность и сбалансированность, RF хуже справляется с этим классом.\n", + "4. Shaggy - RandomForest лучше, но оба алгоритма испытывают трудности с этим классом.\n", + "5. Velma -\tНи одна модель не распознаёт класс «Velma» (скорее всего, мало данных или сложный класс).\n", + "\n", + "Оба алгоритма дают близкие по качеству результаты, но имеют свои сильные стороны по разным классам.\n", + "\n", + "- RandomForest лучше «ловит» Fred и Shaggy, SVM — Scooby.\n", + "- Все модели плохо распознают Daphne и Velma — требуется улучшение.\n", + "- Общая точность 43–45% — это низкий результат, значит необходимо:\n", + " - улучшать качество признаков или использовать глубокое обучение;\n", + " - увеличить датасет, особенно для слабых классов;\n", + " - расширить аугментации;\n", + " - подбирать гиперпараметры;\n", + " - возможно, использовать ансамбли моделей.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7. Аугментация данных для 10 случайных изображений из каждого класса\n", + "1. Аугментация данных — это искусственное увеличение размера обучающего набора за счёт создания новых изображений из существующих с помощью трансформаций:\n", + "- Повороты (до 20°)\n", + "- Смещения по ширине и высоте (до 15%)\n", + "- Зеркальное отражение (горизонтальное)\n", + "- Заполнение краёв методом 'nearest'\n", + "2. Для каждого класса случайно выбираются до 10 изображений, из каждого создаётся по 3 аугментированных варианта.\n", + "3. Аугментированные изображения и оригинальные объединяются в один большой массив.\n", + "4. Из этого нового, расширенного набора извлекаются признаки (extract_features), после чего данные разбиваются на обучающую и тестовую выборки.\n", + "5. Обучается SVM-модель на новом наборе с аугментацией, и вычисляются метрики качества." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Исходных изображений: 221, после аугментации: 371\n", + "=== Отчёт по классификации SVM на аугментированных данных ===\n", + " precision recall f1-score support\n", + "\n", + " Daphne 0.52 0.65 0.58 20\n", + " Fred 0.57 0.65 0.60 20\n", + " Scooby 0.74 0.78 0.76 18\n", + " Shaggy 0.61 0.55 0.58 20\n", + " Velma 0.75 0.40 0.52 15\n", + "\n", + " accuracy 0.61 93\n", + " macro avg 0.64 0.61 0.61 93\n", + "weighted avg 0.63 0.61 0.61 93\n", + "\n", + "Точность SVM после аугментации: 0.6129\n" + ] + } + ], + "source": [ + "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", + "\n", + "# Для аугментации преобразуем обратно в PIL Image (нужно нормализовать)\n", + "def augment_images(images_np, labels_np, augment_per_image=3):\n", + " augmented_images = []\n", + " augmented_labels = []\n", + " \n", + " datagen = ImageDataGenerator(\n", + " rotation_range=20,\n", + " width_shift_range=0.15,\n", + " height_shift_range=0.15,\n", + " horizontal_flip=True,\n", + " fill_mode='nearest'\n", + " )\n", + " \n", + " unique_labels = np.unique(labels_np)\n", + " \n", + " for label in unique_labels:\n", + " idxs = np.where(labels_np == label)[0]\n", + " chosen_idxs = np.random.choice(idxs, size=min(10, len(idxs)), replace=False)\n", + " for idx in chosen_idxs:\n", + " img = images_np[idx]\n", + " img_exp = np.expand_dims(img, 0)\n", + " # Генерируем augment_per_image новых картинок\n", + " aug_iter = datagen.flow(img_exp, batch_size=1)\n", + " for i in range(augment_per_image):\n", + " aug_img = next(aug_iter)[0].astype(np.uint8)\n", + " augmented_images.append(aug_img)\n", + " augmented_labels.append(label)\n", + " \n", + " # Объединяем с оригиналом\n", + " new_images = np.vstack([images_np, np.array(augmented_images)])\n", + " new_labels = np.hstack([labels_np, np.array(augmented_labels)])\n", + " return new_images, new_labels\n", + "\n", + "aug_images, aug_labels = augment_images(images, labels)\n", + "\n", + "print(f'Исходных изображений: {len(images)}, после аугментации: {len(aug_images)}')\n", + "\n", + "# Пересоздаем признаки для нового набора\n", + "X_aug = np.array([extract_features(img) for img in aug_images])\n", + "y_aug = le.transform(aug_labels)\n", + "\n", + "# Разбиваем на обучающую и тестовую выборки\n", + "X_train_aug, X_test_aug, y_train_aug, y_test_aug = train_test_split(X_aug, y_aug, test_size=0.25, random_state=42, stratify=y_aug)\n", + "\n", + "# Обучаем SVM на аугментированных данных\n", + "svm_pipeline.fit(X_train_aug, y_train_aug)\n", + "y_pred_aug = svm_pipeline.predict(X_test_aug)\n", + "\n", + "print(\"=== Отчёт по классификации SVM на аугментированных данных ===\")\n", + "print(classification_report(y_test_aug, y_pred_aug, target_names=le.classes_))\n", + "print(f'Точность SVM после аугментации: {accuracy_score(y_test_aug, y_pred_aug):.4f}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Количество изображений выросло с 221 до 371 — почти в 1.7 раза больше данных.\n", + "- Точность (accuracy) улучшилась с ~43-45% до ~61% — это значительный рост качества классификации.\n", + "- Precision, Recall, F1-score по классам повысились:\n", + " - Daphne: точность выросла с 0.36 до 0.52, полнота — с 0.38 до 0.65\n", + " - Fred: улучшение с 0.42/0.62 до 0.57/0.65\n", + " - Scooby: с 0.60/0.60 до 0.74/0.78 — класс стал гораздо лучше распознаваться\n", + " - Shaggy: с 0.38/0.38 до 0.61/0.55 — заметный рост\n", + " - Velma: с 0/0 до 0.75/0.40 — появился результат, модель начала распознавать этот класс\n", + "- Улучшение особенно заметно для раньше слабых классов, таких как Velma, Daphne, Shaggy.\n", + "- F1-score (баланс между точностью и полнотой) вырос в среднем до ~0.61, что говорит о более стабильной и качественной работе модели." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimvenv", + "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": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} -- 2.25.1 From 574c67c6c1906a59a6e62804d190d963819b468a Mon Sep 17 00:00:00 2001 From: Anton Date: Sat, 24 May 2025 12:54:19 +0400 Subject: [PATCH 2/3] lab9update --- .idea/workspace.xml | 16 +++++- lab_9/lab9.ipynb | 136 +++++++++++++++++--------------------------- 2 files changed, 68 insertions(+), 84 deletions(-) diff --git a/.idea/workspace.xml b/.idea/workspace.xml index 6e7629c..66ffc9d 100644 --- a/.idea/workspace.xml +++ b/.idea/workspace.xml @@ -4,7 +4,10 @@