From 270df625bca0ecf2f6c760b5722c00d4e398f205 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=92=D0=B0=D1=88=D0=B5=20=D0=B8=D0=BC=D1=8F?= Date: Sat, 17 May 2025 06:28:53 +0300 Subject: [PATCH] =?UTF-8?q?=D0=94=D0=BE=D0=B1=D0=B0=D0=B2=D0=BB=D0=B5?= =?UTF-8?q?=D0=BD=D1=8B=20=D1=84=D0=B0=D0=B9=D0=BB=D1=8B=20=D1=81=20=D1=81?= =?UTF-8?q?=D0=B0=D0=BC=D0=BE=D1=81=D1=82=D0=BE=D1=8F=D1=82=D0=B5=D0=BB?= =?UTF-8?q?=D1=8C=D0=BD=D1=8B=D0=BC=20=D0=B7=D0=B0=D0=B4=D0=B0=D0=BD=D0=B8?= =?UTF-8?q?=D0=B5=D0=BC?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- 4delaem.ipynb | 438 +++++++++++++++++++++++++++++++++++++++ week4_scikit_learn.ipynb | 226 ++++++++++++++++++++ 2 files changed, 664 insertions(+) create mode 100644 4delaem.ipynb create mode 100644 week4_scikit_learn.ipynb diff --git a/4delaem.ipynb b/4delaem.ipynb new file mode 100644 index 0000000..25d25e7 --- /dev/null +++ b/4delaem.ipynb @@ -0,0 +1,438 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d6665598-cd4e-4823-819b-c351ea1c0a6a", + "metadata": {}, + "source": [ + " # Spectral Clustering для сегментации изображений\n", + " ## Цель задания\n", + " Освоить метод спектральной кластеризации и применить его для сегментации синтетических изображений с кругами.\n" + ] + }, + { + "cell_type": "markdown", + "id": "5b51b668-4372-4c61-a810-be565ad340ca", + "metadata": {}, + "source": [ + "1. Настройка среды и импорт библиотек. Первым шагом импортируем все необходимые библиотеки:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "108d7588-8d13-4b3b-9ff6-47e49a3a05f5", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.feature_extraction import image\n", + "from sklearn.cluster import spectral_clustering\n", + "from sklearn.datasets import make_blobs\n", + "from sklearn.metrics import adjusted_rand_score\n", + "from time import time" + ] + }, + { + "cell_type": "markdown", + "id": "94913468-ad6e-430c-9c66-d3e6f595e6a1", + "metadata": {}, + "source": [ + "2. Работа с синтетическими данными (из примера scikit-learn)" + ] + }, + { + "cell_type": "markdown", + "id": "63e30403-e383-4e1e-8b1b-6fee56374030", + "metadata": {}, + "source": [ + "2.1 Генерация данных - создание изображения с кругами. Сгенерируем синтетическое изображение с четырьмя кругами:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "60f9ab27-5e2c-4349-83fa-38450cec9843", + "metadata": {}, + "outputs": [], + "source": [ + "l = 100\n", + "x, y = np.indices((l, l))\n", + "\n", + "# Центры и радиусы кругов\n", + "centers = [(28, 24), (40, 50), (67, 58), (24, 70)]\n", + "radii = [16, 14, 15, 14]\n", + "\n", + "# Создаем круги\n", + "circles = []\n", + "for center, radius in zip(centers, radii):\n", + " circles.append((x - center[0])**2 + (y - center[1])**2 < radius**2)\n", + "\n", + "# Комбинируем все круги в одно изображение\n", + "img = np.sum(circles, axis=0)\n", + "\n", + "# Создаем маску (только foreground)\n", + "mask = img.astype(bool)\n", + "\n", + "# Добавляем шум к изображению\n", + "img = img.astype(float)\n", + "img += 1 + 0.2 * np.random.randn(*img.shape)\n" + ] + }, + { + "cell_type": "markdown", + "id": "46eefc26-a4d4-4549-8fda-7cb54294b102", + "metadata": {}, + "source": [ + "2.2 Визуализация исходного изображения. Посмотрим на наше сгенерированное изображение:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "148b350e-4289-41eb-bd63-10c1a26843d5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6, 6))\n", + "plt.imshow(img, cmap=plt.cm.gray)\n", + "plt.title(\"Исходное изображение с 4 кругами\")\n", + "plt.axis('off')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2be4f6b7-5822-426c-85f3-dd75c7de1263", + "metadata": {}, + "source": [ + "2.3 Преобразование изображения в граф. Преобразуем изображение в граф для спектральной кластеризации:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f4dae2cd-9b28-4d34-8c3c-b2cd065f20ac", + "metadata": {}, + "outputs": [], + "source": [ + "graph = image.img_to_graph(img, mask=mask)\n", + "\n", + "# Применяем экспоненциальное преобразование к весам ребер\n", + "graph.data = np.exp(-graph.data / graph.data.std())" + ] + }, + { + "cell_type": "markdown", + "id": "1a02d37f-9909-43bf-8c11-d150e150e295", + "metadata": {}, + "source": [ + "2.4 Применение спектральной кластеризации. Теперь применим алгоритм спектральной кластеризации:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "46d2cd52-9814-47c8-a953-9d5542b80f89", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Время кластеризации: 0.270 секунд\n" + ] + } + ], + "source": [ + "start_time = time()\n", + "labels = spectral_clustering(graph, n_clusters=4, eigen_solver='arpack')\n", + "print(f\"Время кластеризации: {time() - start_time:.3f} секунд\")\n", + "\n", + "# Создаем изображение с метками кластеров\n", + "label_im = np.full(mask.shape, -1.0)\n", + "label_im[mask] = labels" + ] + }, + { + "cell_type": "markdown", + "id": "52b69cff-71d7-4c70-ba3f-f3befa3a9da9", + "metadata": {}, + "source": [ + "2.5 Визуализация результатов. Сравним исходное изображение с результатами кластеризации:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "fb0558eb-77aa-4197-a210-e4356ec94c73", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2, figsize=(12, 6))\n", + "axs[0].imshow(img, cmap=plt.cm.gray)\n", + "axs[0].set_title(\"Исходное изображение\")\n", + "axs[0].axis('off')\n", + "\n", + "axs[1].imshow(label_im, cmap=plt.cm.nipy_spectral)\n", + "axs[1].set_title(\"Результаты кластеризации\")\n", + "axs[1].axis('off')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "08f7a674-1cf7-49ef-ac0d-dbc54a502d3e", + "metadata": {}, + "source": [ + "3. Работа с реальными данными. Теперь применим спектральную кластеризацию к реальным данным - изображению с монетами.\n" + ] + }, + { + "cell_type": "markdown", + "id": "148438f1-7494-4f34-856b-8e4aaa97d8fe", + "metadata": {}, + "source": [ + "3.1 Загрузка и подготовка изображения. Для примера возьмем изображение монет из библиотеки skimage:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f9bf630a-8393-47cf-bd82-c267fbe35240", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from skimage import data, filters, color\n", + "\n", + "# Загружаем изображение монет\n", + "coins = data.coins()\n", + "\n", + "# Преобразуем в grayscale и применяем фильтр Гаусса\n", + "img_coins = color.rgb2gray(coins) if len(coins.shape) == 3 else coins\n", + "img_coins = filters.gaussian(img_coins, sigma=1)\n", + "\n", + "# Бинаризуем изображение для создания маски\n", + "threshold = filters.threshold_otsu(img_coins)\n", + "mask_coins = img_coins > threshold\n", + "\n", + "# Визуализация\n", + "plt.figure(figsize=(8, 4))\n", + "plt.subplot(121)\n", + "plt.imshow(img_coins, cmap='gray')\n", + "plt.title(\"Исходное изображение\")\n", + "plt.axis('off')\n", + "\n", + "plt.subplot(122)\n", + "plt.imshow(mask_coins, cmap='gray')\n", + "plt.title(\"Маска (foreground)\")\n", + "plt.axis('off')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "4de46e54-b992-4d7d-ab58-0315ac2cc867", + "metadata": {}, + "source": [ + "3.2 Применение спектральной кластеризации. Применим тот же подход, что и для синтетических данных:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "cb2c3588-9653-4ae8-b589-c285c2d35153", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alexe\\OneDrive\\Рабочий стол\\4laba\\venv\\Lib\\site-packages\\sklearn\\manifold\\_spectral_embedding.py:329: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Время кластеризации: 109.057 секунд\n" + ] + } + ], + "source": [ + "# Преобразуем изображение в граф\n", + "graph_coins = image.img_to_graph(img_coins, mask=mask_coins)\n", + "graph_coins.data = np.exp(-graph_coins.data / graph_coins.data.std())\n", + "\n", + "# Определяем количество кластеров (примерное количество монет)\n", + "n_clusters = 10\n", + "\n", + "# Кластеризация\n", + "start_time = time()\n", + "labels_coins = spectral_clustering(\n", + " graph_coins, n_clusters=n_clusters, eigen_solver='arpack')\n", + "print(f\"Время кластеризации: {time() - start_time:.3f} секунд\")\n", + "\n", + "# Создаем изображение с метками\n", + "label_im_coins = np.full(mask_coins.shape, -1.0)\n", + "label_im_coins[mask_coins] = labels_coins\n" + ] + }, + { + "cell_type": "markdown", + "id": "bfe6b75d-88fd-4186-b852-f94f19bb6d51", + "metadata": {}, + "source": [ + "3.3 Визуализация результатов. Посмотрим на результаты сегментации:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "030e6396-c627-4a8b-8348-a60111b22549", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "\n", + "plt.subplot(131)\n", + "plt.imshow(img_coins, cmap='gray')\n", + "plt.title(\"Исходное изображение\")\n", + "plt.axis('off')\n", + "\n", + "plt.subplot(132)\n", + "plt.imshow(mask_coins, cmap='gray')\n", + "plt.title(\"Маска (foreground)\")\n", + "plt.axis('off')\n", + "\n", + "plt.subplot(133)\n", + "plt.imshow(label_im_coins, cmap=plt.cm.nipy_spectral)\n", + "plt.title(\"Результаты кластеризации\")\n", + "plt.axis('off')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "d36e0061-cc48-4bab-966e-43c85d9329c5", + "metadata": {}, + "source": [ + "## 4. Анализ результатов и выводы\n", + "\n", + " ### 4.1 Интерпретация результатов\n", + "# 1. **Синтетические данные**:\n", + "# - Алгоритм успешно разделил 4 круга на отдельные кластеры\n", + "# - Границы между кластерами четкие и соответствуют границам кругов\n", + "# \n", + "# 2. **Реальные данные (монеты)**:\n", + "# - Спектральная кластеризация выделила отдельные монеты\n", + "# - Некоторые монеты могут быть объединены в один кластер из-за близкого расположения\n", + "# - Результаты зависят от выбора количества кластеров\n", + "\n", + " ### 4.2 Ограничения метода\n", + "# - Чувствительность к выбору количества кластеров\n", + "# - Вычислительная сложность для больших изображений\n", + "# - Зависимость от качества маски (foreground/background separation)\n", + " ### 4.3 Возможные улучшения\n", + "# - Использование более сложных методов определения количества кластеров\n", + "# - Предварительная обработка изображений (фильтрация, морфологические операции)\n", + "# - Комбинация с другими методами сегментации\n" + ] + }, + { + "cell_type": "markdown", + "id": "62b804a2-21d0-4a45-b549-15d9f8beaaa4", + "metadata": {}, + "source": [ + "## Заключение\n", + "# В этой работе мы:\n", + "# 1. Реализовали спектральную кластеризацию для сегментации изображений\n", + "# 2. Протестировали метод на синтетических данных (круги) и реальных данных (изображение монет)\n", + "# 3. Проанализировали результаты и обсудили ограничения метода\n", + "# \n", + "# Спектральная кластеризация показала себя как эффективный метод для задач сегментации изображений, особенно когда важны глобальные свойства изображения, а не локальные градиенты." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dba8ad62-f4ef-4496-ba00-eaf993c2560d", + "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": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week4_scikit_learn.ipynb b/week4_scikit_learn.ipynb new file mode 100644 index 0000000..680ded7 --- /dev/null +++ b/week4_scikit_learn.ipynb @@ -0,0 +1,226 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "abb8561a-8b50-44e7-b49d-077aa08721b3", + "metadata": {}, + "source": [ + "# Spectral Clustering for Image Segmentation \n", + "или \n", + "# Classification with SVM / Random Forest / MLPClassifier \n", + "\n", + "## Цель задачи \n", + "Продемонстрировать работу алгоритма спектральной кластеризации как метода Normalized Graph Cuts для разделения объектов на изображении.\n", + "\n", + "## Алгоритм \n", + "Спектральная кластеризация рассматривает изображение как граф связанных пикселей и разделяет его на регионы, минимизируя отношение градиента на границе и объёма региона.\n", + "\n", + "## Этапы анализа \n", + "1. Использование синтетического датасета: изображение с четырьмя пересекающимися окружностями. \n", + "2. Применение спектральной кластеризации для их разделения. \n", + "3. Повторение с двумя окружностями для сравнения. \n", + "4. Дополнительно: использование внешнего датасета (например, цифры MNIST)." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "13e4b293-fd5b-49d3-9061-9b3cdc40fa52", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "l = 100\n", + "x, y = np.indices((l, l))\n", + "\n", + "center1 = (28, 24)\n", + "center2 = (40, 50)\n", + "radius1, radius2 = 16, 14\n", + "\n", + "circle1 = (x - center1[0]) ** 2 + (y - center1[1]) ** 2 < radius1**2\n", + "circle2 = (x - center2[0]) ** 2 + (y - center2[1]) ** 2 < radius2**2\n", + "\n", + "img = circle1 + circle2\n", + "mask = img.astype(bool)\n", + "img = img.astype(float)\n", + "img += 0.2 * np.random.randn(*img.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ee08af55-f61a-4acf-a3b6-afb7fe619ef1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.feature_extraction import image\n", + "from sklearn.cluster import spectral_clustering\n", + "import matplotlib.pyplot as plt\n", + "\n", + "graph = image.img_to_graph(img, mask=mask)\n", + "graph.data = np.exp(-graph.data / graph.data.std())\n", + "\n", + "labels = spectral_clustering(graph, n_clusters=2, eigen_solver=\"arpack\")\n", + "label_im = np.full(mask.shape, -1.0)\n", + "label_im[mask] = labels\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n", + "axs[0].imshow(img, cmap='gray')\n", + "axs[1].imshow(label_im, cmap='viridis')\n", + "plt.suptitle(\"Сегментация двух кругов\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "2e01070e-3549-4fe0-836a-8ddc962f7bc2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.datasets import fetch_openml\n", + "\n", + "X, y = fetch_openml('mnist_784', version=1, return_X_y=True, parser='auto')\n", + "\n", + "digit = X.iloc[0].values.reshape(28, 28)\n", + "digit_large = zoom(digit, 100 / 28)\n", + "binary_digit = digit_large > 100\n", + "mask = binary_digit.astype(bool)\n", + "\n", + "noisy_digit = binary_digit.astype(float) + 0.2 * np.random.randn(*binary_digit.shape)\n", + "\n", + "graph = image.img_to_graph(noisy_digit, mask=mask)\n", + "graph.data = np.exp(-graph.data / graph.data.std())\n", + "labels = spectral_clustering(graph, n_clusters=2, eigen_solver=\"arpack\")\n", + "\n", + "label_im = np.full(mask.shape, -1.0)\n", + "label_im[mask] = labels\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n", + "axs[0].imshow(noisy_digit, cmap='gray')\n", + "axs[1].imshow(label_im, cmap='viridis')\n", + "plt.suptitle(\"Сегментация цифры из MNIST\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9094dcf8-2f0e-4347-b38d-11b625e76503", + "metadata": {}, + "source": [ + "## Интерпретация результатов\n", + "\n", + "### Визуальный анализ\n", + "- При сегментации 2 кругов спектральная кластеризация успешно делит изображение на 2 области.\n", + "- Однако, если круги сильно различаются по размеру, сегментация может быть нестабильной.\n", + "- При работе с реальным изображением (цифра MNIST) сегментация также работает корректно, хотя требует дополнительной предобработки.\n", + "\n", + "### Почему работает?\n", + "- Спектральная кластеризация использует информацию о градиенте между соседними пикселями.\n", + "- Функция `np.exp(-graph.data / std())` усиливает разницу между границами и внутренними частями объектов.\n", + "\n", + "### Ограничения\n", + "- Чувствительна к дисбалансу размеров объектов.\n", + "- Не работает хорошо без чётких границ между объектами.\n", + "- Требует ручного подбора количества кластеров (`n_clusters`).\n", + "\n", + "### Возможные улучшения\n", + "- Использовать другие методы сегментации: Watershed, U-Net, Region Growing.\n", + "- Автоматическое определение числа кластеров.\n", + "- Применять предобработку изображений (фильтрация, бинаризация, выделение контуров)." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "c9f1858d-4046-43db-b80c-46e9c3c85bfb", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alexe\\OneDrive\\Рабочий стол\\4laba\\venv\\Lib\\site-packages\\sklearn\\manifold\\_spectral_embedding.py:329: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.datasets import fetch_olivetti_faces\n", + "\n", + "faces = fetch_olivetti_faces()\n", + "face_img = faces.images[0]\n", + "face_img += 0.2 * np.random.randn(*face_img.shape)\n", + "mask_face = face_img > 0.5\n", + "\n", + "graph_face = image.img_to_graph(face_img, mask=mask_face)\n", + "graph_face.data = np.exp(-graph_face.data / graph_face.data.std())\n", + "\n", + "labels_face = spectral_clustering(graph_face, n_clusters=4, eigen_solver=\"arpack\")\n", + "\n", + "label_im_face = np.full(mask_face.shape, -1.0)\n", + "label_im_face[mask_face] = labels_face\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n", + "axs[0].imshow(face_img, cmap='gray')\n", + "axs[1].imshow(label_im_face, cmap='viridis')\n", + "plt.suptitle(\"Сегментация лица\")\n", + "plt.show()" + ] + } + ], + "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": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}