From a7a54edebc3c4fd295965a3ee2f042f187198377 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=92=D0=B5=D1=80=D0=B0?= Date: Thu, 15 May 2025 00:54:26 +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=D0=B8=D1=82=D0=BE=D0=B3=D0=BE=D0=B2=D1=8B=D0=B5?= =?UTF-8?q?=20=D0=B1=D0=BB=D0=BE=D0=BA=D0=BD=D0=BE=D1=82=D1=8B,=20=D0=B2?= =?UTF-8?q?=D0=BD=D0=B5=D1=88=D0=BD=D0=B5=D0=B5=20=D0=B8=D0=B7=D0=BE=D0=B1?= =?UTF-8?q?=D1=80=D0=B0=D0=B6=D0=B5=D0=BD=D0=B8=D0=B5?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .ipynb_checkpoints/README-checkpoint.md | 16 + .../plot_coin_segmentation-checkpoint.ipynb | 179 +++++++++ ...lot_coin_segmentation_upd-checkpoint.ipynb | 6 + README.md | 17 +- app.py | 84 ---- coins.jpg | Bin 0 -> 49630 bytes plot_coin_segmentation.ipynb | 237 +++++++++++ plot_coin_segmentation_upd.ipynb | 280 +++++++++++++ plot_digits_classification.ipynb | 368 ------------------ plot_digits_classification.py | 128 ------ 10 files changed, 734 insertions(+), 581 deletions(-) create mode 100644 .ipynb_checkpoints/README-checkpoint.md create mode 100644 .ipynb_checkpoints/plot_coin_segmentation-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/plot_coin_segmentation_upd-checkpoint.ipynb delete mode 100644 app.py create mode 100644 coins.jpg create mode 100644 plot_coin_segmentation.ipynb create mode 100644 plot_coin_segmentation_upd.ipynb delete mode 100644 plot_digits_classification.ipynb delete mode 100644 plot_digits_classification.py diff --git a/.ipynb_checkpoints/README-checkpoint.md b/.ipynb_checkpoints/README-checkpoint.md new file mode 100644 index 0000000..e65950e --- /dev/null +++ b/.ipynb_checkpoints/README-checkpoint.md @@ -0,0 +1,16 @@ +Описание задачи +Цель: сегментировать изображение на несколько однородных регионов с использованием спектральной кластеризации . + +Алгоритм: + +Изображение преобразуется в граф +Применяется спектральная кластеризация +Результат отображается в виде контуров вокруг найденных регионов +Поддерживаемые методы присвоения меток: + +'kmeans' +'discretize' +'cluster_qr' + +Для установки зависимостей: +pip install -r requirements.txt \ No newline at end of file diff --git a/.ipynb_checkpoints/plot_coin_segmentation-checkpoint.ipynb b/.ipynb_checkpoints/plot_coin_segmentation-checkpoint.ipynb new file mode 100644 index 0000000..7f8a504 --- /dev/null +++ b/.ipynb_checkpoints/plot_coin_segmentation-checkpoint.ipynb @@ -0,0 +1,179 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Сегментация изображения методом спектральной кластеризации\n", + "Описание задачи\n", + "Цель: разделить изображение монет на несколько регионов, используя спектральную кластеризацию .\n", + "\n", + "Алгоритм:\n", + "\n", + "Изображение преобразуется в граф\n", + "Каждый пиксель — вершина графа\n", + "Рёбра между соседними пикселями строятся на основе разницы яркости\n", + "Применяется спектральная кластеризация для выделения регионов\n", + "Источник данных:\n", + "\n", + "Встроенное изображение coins() из библиотеки skimage" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Импорт библиотек" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.ndimage import gaussian_filter\n", + "from skimage.data import coins\n", + "from skimage.transform import rescale\n", + "\n", + "from sklearn.cluster import spectral_clustering\n", + "from sklearn.feature_extraction import image" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2. Загрузка и подготовка изображения" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Загружаем изображение монет\n", + "orig_coins = coins()\n", + "\n", + "# Уменьшаем размер изображения для ускорения обработки\n", + "# Перед уменьшением применяем фильтр Гаусса, чтобы уменьшить артефакты\n", + "smoothened_coins = gaussian_filter(orig_coins, sigma=2)\n", + "rescaled_coins = rescale(smoothened_coins, 0.2, mode=\"reflect\", anti_aliasing=False)\n", + "\n", + "print(\"Форма исходного изображения:\", orig_coins.shape)\n", + "print(\"Форма после масштабирования:\", rescaled_coins.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3. Построение графа" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Преобразуем изображение в граф\n", + "graph = image.img_to_graph(rescaled_coins)\n", + "\n", + "# Уменьшаем веса рёбер экспоненциальной функцией\n", + "beta = 10\n", + "eps = 1e-6\n", + "graph.data = np.exp(-beta * graph.data / graph.data.std()) + eps\n", + "\n", + "print(\"Граф построен\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "4. Спектральная кластеризация" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Количество регионов\n", + "n_regions = 26\n", + "n_plus = 3 # дополнительные кластеры для лучшей сегментации\n", + "\n", + "# Выполняем кластеризацию тремя способами\n", + "for assign_labels in (\"kmeans\", \"discretize\", \"cluster_qr\"):\n", + " t0 = time.time()\n", + " \n", + " labels = spectral_clustering(\n", + " graph,\n", + " n_clusters=(n_regions + n_plus),\n", + " eigen_tol=1e-7,\n", + " assign_labels=assign_labels,\n", + " random_state=42,\n", + " )\n", + "\n", + " t1 = time.time()\n", + " labels = labels.reshape(rescaled_coins.shape)\n", + "\n", + " plt.figure(figsize=(5, 5))\n", + " plt.imshow(rescaled_coins, cmap=plt.cm.gray)\n", + " plt.xticks(())\n", + " plt.yticks(())\n", + "\n", + " title = f\"Спектральная кластеризация: {assign_labels}, {t1 - t0:.2f}с\"\n", + " print(title)\n", + " plt.title(title)\n", + "\n", + " for l in range(n_regions):\n", + " colors = [plt.cm.nipy_spectral((l + 4) / float(n_regions + 4))]\n", + " plt.contour(labels == l, colors=colors)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "5. Интерпретация результатов\n", + "Каждое изображение показывает контуры найденных регионов. Цвета используются только для наглядности и не имеют семантической нагрузки.\n", + "\n", + "Методы:\n", + "\n", + "'kmeans' — стабильный, но может быть медленным\n", + "'discretize' — итеративный метод, работает быстрее\n", + "'cluster_qr' — новый экспериментальный метод, основанный на QR-разложении" + ] + } + ], + "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": "3.12.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/.ipynb_checkpoints/plot_coin_segmentation_upd-checkpoint.ipynb b/.ipynb_checkpoints/plot_coin_segmentation_upd-checkpoint.ipynb new file mode 100644 index 0000000..363fcab --- /dev/null +++ b/.ipynb_checkpoints/plot_coin_segmentation_upd-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/README.md b/README.md index 5492d49..ae34778 100644 --- a/README.md +++ b/README.md @@ -1 +1,16 @@ -https://www.kaggle.com/datasets/sachinpatel21/az-handwritten-alphabets-in-csv-format/data \ No newline at end of file +##Описание задачи +Цель: сегментировать изображение на несколько однородных регионов с использованием спектральной кластеризации . + +#Алгоритм: + +Изображение преобразуется в граф +Применяется спектральная кластеризация +Результат отображается в виде контуров вокруг найденных регионов +Поддерживаемые методы присвоения меток: + +'kmeans' +'discretize' +'cluster_qr' + +Для установки зависимостей: +pip install -r requirements.txt \ No newline at end of file diff --git a/app.py b/app.py deleted file mode 100644 index 71ac81d..0000000 --- a/app.py +++ /dev/null @@ -1,84 +0,0 @@ -import pandas as pd -import numpy as np -import matplotlib.pyplot as plt -from sklearn.model_selection import train_test_split -from sklearn.svm import SVC -from sklearn.metrics import classification_report, ConfusionMatrixDisplay - -# ----------------------------- -# 1. Загрузка данных -# ----------------------------- -# Попробуем определить, есть ли заголовки -try: - df = pd.read_csv('A_Z_HandwrittenLetters.csv') - if 'label' in df.columns: - print("Заголовки найдены, используется столбец 'label'") - else: - raise Exception("Столбец 'label' не найден") -except Exception as e: - print(f"Ошибка: {e}, попытка чтения без заголовков") - df = pd.read_csv('A_Z_HandwrittenLetters.csv', header=None) - -# Разделение на признаки и метки -if 'label' in df.columns: - y = df['label'].values - X = df.drop('label', axis=1).values -else: - y = df[0].values - X = df.drop(0, axis=1).values - -# ----------------------------- -# 2. Нормализация -# ----------------------------- -X = X / 255.0 - -# ----------------------------- -# 3. Визуализация первых изображений -# ----------------------------- -_, axes = plt.subplots(1, 4, figsize=(10, 5)) -for ax, image, label in zip(axes, X[:4], y[:4]): - ax.imshow(image.reshape(28, 28), cmap='gray') - ax.axis('off') - ax.set_title(f"Label: {label}\n({chr(label + ord('A'))})") -plt.suptitle("Sample Training Images") -plt.show() - -# ----------------------------- -# 4. Разделение выборки -# ----------------------------- -X_train, X_test, y_train, y_test = train_test_split( - X, y, test_size=0.3, random_state=42, shuffle=True -) - -# ----------------------------- -# 5. Обучение модели -# ----------------------------- -print("Обучение модели...") -clf = SVC(gamma=0.001) -clf.fit(X_train, y_train) - -# ----------------------------- -# 6. Предсказание -# ----------------------------- -y_pred = clf.predict(X_test) - -# ----------------------------- -# 7. Визуализация предсказаний -# ----------------------------- -_, axes = plt.subplots(1, 4, figsize=(10, 5)) -for ax, image, prediction in zip(axes, X_test, y_pred): - ax.imshow(image.reshape(28, 28), cmap='gray') - ax.axis('off') - ax.set_title(f"Prediction: {prediction}\n({chr(prediction + ord('A'))})") -plt.suptitle("Predicted Letters") -plt.show() - -# ----------------------------- -# 8. 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z&GY4beGjqRcKY0LC?ya45}#AAE$4`Mm7Xf?8zp1Hc^6{>lzzGCfZn2m2dOKU@NL%j zGUBK2#W}C>HqAXk!D}jpLV7JQTualjht7K*Z@dPa*oBaxJo4AT54L1K3;!hCH7r@Y zLrxYA(*#3Xwq&r`RF=~f=OCPFP;h>@)L5= zJ)<7oc3d!U6KB@Ill$Pn7i!66D-so)>u3s_wKQ6!m9uJZ3nbBKpDYqlj?PUA@-H%W X=j3K(&&fK9r0vN7j4u3s|4jWa0}j=e literal 0 HcmV?d00001 diff --git a/plot_coin_segmentation.ipynb b/plot_coin_segmentation.ipynb new file mode 100644 index 0000000..8b2bc72 --- /dev/null +++ b/plot_coin_segmentation.ipynb @@ -0,0 +1,237 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Сегментация изображения методом спектральной кластеризации\n", + "Описание задачи\n", + "Цель: разделить изображение монет на несколько регионов, используя спектральную кластеризацию .\n", + "\n", + "Алгоритм:\n", + "\n", + "Изображение преобразуется в граф\n", + "Каждый пиксель — вершина графа\n", + "Рёбра между соседними пикселями строятся на основе разницы яркости\n", + "Применяется спектральная кластеризация для выделения регионов\n", + "Источник данных:\n", + "\n", + "Встроенное изображение coins() из библиотеки skimage" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Импорт библиотек" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.ndimage import gaussian_filter\n", + "from skimage.data import coins\n", + "from skimage.transform import rescale\n", + "\n", + "from sklearn.cluster import spectral_clustering\n", + "from sklearn.feature_extraction import image" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2. Загрузка и подготовка изображения" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Форма исходного изображения: (303, 384)\n", + "Форма после масштабирования: (61, 77)\n" + ] + } + ], + "source": [ + "# Загружаем изображение монет\n", + "orig_coins = coins()\n", + "\n", + "# Уменьшаем размер изображения для ускорения обработки\n", + "# Перед уменьшением применяем фильтр Гаусса, чтобы уменьшить артефакты\n", + "smoothened_coins = gaussian_filter(orig_coins, sigma=2)\n", + "rescaled_coins = rescale(smoothened_coins, 0.2, mode=\"reflect\", anti_aliasing=False)\n", + "\n", + "print(\"Форма исходного изображения:\", orig_coins.shape)\n", + "print(\"Форма после масштабирования:\", rescaled_coins.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3. Построение графа" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Граф построен\n" + ] + } + ], + "source": [ + "# Преобразуем изображение в граф\n", + "graph = image.img_to_graph(rescaled_coins)\n", + "\n", + "# Уменьшаем веса рёбер экспоненциальной функцией\n", + "beta = 10\n", + "eps = 1e-6\n", + "graph.data = np.exp(-beta * graph.data / graph.data.std()) + eps\n", + "\n", + "print(\"Граф построен\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "4. Спектральная кластеризация" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Спектральная кластеризация: kmeans, 2.62с\n", + "Спектральная кластеризация: discretize, 0.89с\n", + "Спектральная кластеризация: cluster_qr, 2.17с\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Количество регионов\n", + "n_regions = 26\n", + "n_plus = 3 # дополнительные кластеры для лучшей сегментации\n", + "\n", + "# Выполняем кластеризацию тремя способами\n", + "for assign_labels in (\"kmeans\", \"discretize\", \"cluster_qr\"):\n", + " t0 = time.time()\n", + " \n", + " labels = spectral_clustering(\n", + " graph,\n", + " n_clusters=(n_regions + n_plus),\n", + " eigen_tol=1e-7,\n", + " assign_labels=assign_labels,\n", + " random_state=42,\n", + " )\n", + "\n", + " t1 = time.time()\n", + " labels = labels.reshape(rescaled_coins.shape)\n", + "\n", + " plt.figure(figsize=(5, 5))\n", + " plt.imshow(rescaled_coins, cmap=plt.cm.gray)\n", + " plt.xticks(())\n", + " plt.yticks(())\n", + "\n", + " title = f\"Спектральная кластеризация: {assign_labels}, {t1 - t0:.2f}с\"\n", + " print(title)\n", + " plt.title(title)\n", + "\n", + " for l in range(n_regions):\n", + " colors = [plt.cm.nipy_spectral((l + 4) / float(n_regions + 4))]\n", + " plt.contour(labels == l, colors=colors)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "5. Интерпретация результатов\n", + "\n", + "Каждое изображение показывает контуры найденных регионов. Цвета используются только для наглядности и не имеют семантической нагрузки.\n", + "\n", + " Методы:\n", + "\n", + "'kmeans' — стабильный, но может быть медленным\n", + "'discretize' — итеративный метод, работает быстрее\n", + "'cluster_qr' — новый экспериментальный метод, основанный на QR-разложении" + ] + } + ], + "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": "3.12.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/plot_coin_segmentation_upd.ipynb b/plot_coin_segmentation_upd.ipynb new file mode 100644 index 0000000..4d3c5e4 --- /dev/null +++ b/plot_coin_segmentation_upd.ipynb @@ -0,0 +1,280 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7f680ffc-747c-43d1-a04d-4ac2ea756939", + "metadata": {}, + "source": [ + "Описание задачи\n", + "Цель:\n", + "Разделить изображение на несколько однородных регионов (объектов), используя метод спектральной кластеризации.\n", + "\n", + "Используемый алгоритм:\n", + "Спектральная кластеризация (spectral_clustering)\n", + "Построение графа по пикселям изображения\n", + "Преобразование весов рёбер графа с использованием экспоненциальной функции\n", + "Источник данных:\n", + "Изображение coins.jpg — классическое изображение монет\n", + "Можно заменить на любое другое изображение в оттенках серого" + ] + }, + { + "cell_type": "markdown", + "id": "ae40948b-be61-4f20-9c6a-ace218dec04e", + "metadata": {}, + "source": [ + "Препроцессинг данных\n", + "На этом этапе мы:\n", + "\n", + "Загружаем изображение\n", + "Преобразуем его в формат с плавающей точкой\n", + "Уменьшаем размер для ускорения вычислений\n", + "Применяем фильтр Гаусса для уменьшения шума\n", + "Преобразуем изображение в граф" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5b841904-629f-4ba5-b610-c197cb8c3605", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from skimage import io, img_as_float, transform\n", + "from scipy.ndimage import gaussian_filter\n", + "from sklearn.feature_extraction import image as sk_image\n", + "from sklearn.cluster import spectral_clustering\n", + "import time\n", + "import logging\n", + "\n", + "# Настройка логирования\n", + "logging.basicConfig(level=logging.INFO, format=\"%(asctime)s [%(levelname)s] %(message)s\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ec1170f5-7400-4da2-8c23-6f2faed33d80", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-05-15 00:31:04,356 [INFO] Загрузка изображения: coins.jpg\n", + "2025-05-15 00:31:04,398 [INFO] Изображение загружено. Форма: (1024, 1024), dtype: float64\n", + "2025-05-15 00:31:04,399 [INFO] Уменьшение размера изображения до 30%\n", + "2025-05-15 00:31:04,432 [INFO] Размер изменён. Новая форма: (307, 307)\n", + "2025-05-15 00:31:04,433 [INFO] Применение фильтра Гаусса (sigma=1)\n", + "2025-05-15 00:31:04,435 [INFO] Шумы сглажены\n", + "2025-05-15 00:31:04,436 [INFO] Преобразование изображения в граф\n", + "2025-05-15 00:31:04,457 [INFO] Граф построен. Количество рёбер: 470017\n", + "2025-05-15 00:31:04,458 [INFO] Настройка весов рёбер графа\n", + "2025-05-15 00:31:04,467 [INFO] Веса рёбер обновлены\n" + ] + } + ], + "source": [ + "# Загрузка изображения\n", + "logging.info(\"Загрузка изображения: coins.jpg\")\n", + "img = img_as_float(io.imread(\"coins.jpg\", as_gray=True))\n", + "logging.info(f\"Изображение загружено. Форма: {img.shape}, dtype: {img.dtype}\")\n", + "\n", + "# Уменьшаем размер для ускорения\n", + "logging.info(\"Уменьшение размера изображения до 30%\")\n", + "rescaled_img = transform.rescale(img, 0.3, anti_aliasing=True, mode=\"reflect\")\n", + "logging.info(f\"Размер изменён. Новая форма: {rescaled_img.shape}\")\n", + "\n", + "# Размываем немного, чтобы убрать шумы\n", + "logging.info(\"Применение фильтра Гаусса (sigma=1)\")\n", + "smoothed_img = gaussian_filter(rescaled_img, sigma=1)\n", + "logging.info(\"Шумы сглажены\")\n", + "\n", + "# Преобразуем в граф\n", + "logging.info(\"Преобразование изображения в граф\")\n", + "graph = sk_image.img_to_graph(smoothed_img)\n", + "logging.info(f\"Граф построен. Количество рёбер: {len(graph.data)}\")\n", + "\n", + "# Настраиваем веса рёбер\n", + "logging.info(\"Настройка весов рёбер графа\")\n", + "beta = 10\n", + "eps = 1e-6\n", + "graph.data = np.exp(-beta * graph.data / graph.data.std()) + eps\n", + "logging.info(\"Веса рёбер обновлены\")" + ] + }, + { + "cell_type": "markdown", + "id": "d3817b4e-d660-4d19-bde3-524546e53588", + "metadata": {}, + "source": [ + "Обучение модели\n", + "Применяется метод спектральной кластеризации к построенному графу.\n", + "Тестировались следующие методы присвоения меток:\n", + "\n", + "kmeans\n", + "discretize\n", + "cluster_qr\n", + "Количество регионов задавалось вручную." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "17a1088a-e99e-4373-a2a6-6d82e6514aaf", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-05-15 00:31:04,473 [INFO] Цель: выделить 25 регионов\n" + ] + } + ], + "source": [ + "# Параметры\n", + "n_regions = 25\n", + "n_plus = 3\n", + "logging.info(f\"Цель: выделить {n_regions} регионов\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "aaf81017-aacd-4e03-971a-c9e4bed968d6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-05-15 00:31:04,479 [INFO] Начинаем кластеризацию методом: kmeans\n", + "2025-05-15 00:32:40,506 [INFO] Кластеризация завершена за 96.0265 сек.\n", + "2025-05-15 00:32:40,507 [INFO] Начинаем кластеризацию методом: discretize\n", + "2025-05-15 00:34:15,429 [INFO] Кластеризация завершена за 94.9200 сек.\n", + "2025-05-15 00:34:15,430 [INFO] Начинаем кластеризацию методом: cluster_qr\n", + "2025-05-15 00:35:49,675 [INFO] Кластеризация завершена за 94.2430 сек.\n" + ] + } + ], + "source": [ + "# Применяем спектральную кластеризацию\n", + "results = {}\n", + "\n", + "for assign_labels in (\"kmeans\", \"discretize\", \"cluster_qr\"):\n", + " logging.info(f\"Начинаем кластеризацию методом: {assign_labels}\")\n", + " t0 = time.time()\n", + "\n", + " labels = spectral_clustering(\n", + " graph,\n", + " n_clusters=n_regions + n_plus,\n", + " eigen_tol=1e-7,\n", + " assign_labels=assign_labels,\n", + " random_state=42,\n", + " )\n", + "\n", + " t1 = time.time()\n", + " labels = labels.reshape(smoothed_img.shape)\n", + " results[assign_labels] = (labels, t1 - t0)\n", + " logging.info(f\"Кластеризация завершена за {t1 - t0:.4f} сек.\")" + ] + }, + { + "cell_type": "markdown", + "id": "06b23c61-cc60-48c0-934d-c100911ab662", + "metadata": {}, + "source": [ + "Визуализация\n", + "Результаты кластеризации отображаются в виде контуров вокруг сегментированных регионов.\n", + "Каждый регион окрашен в свой цвет для удобства восприятия." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "12e34f35-c67e-41bb-97e6-b7267d7e31f2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Визуализация результатов\n", + "for method, (labels, duration) in results.items():\n", + " plt.figure(figsize=(6, 6))\n", + " plt.imshow(smoothed_img, cmap=\"gray\")\n", + " plt.title(f\"{method}, {duration:.2f} сек.\")\n", + " plt.xticks([])\n", + " plt.yticks([])\n", + "\n", + " for l in range(n_regions):\n", + " colors = [plt.cm.nipy_spectral((l + 4) / float(n_regions + 4))]\n", + " plt.contour(labels == l, colors=colors)\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a3f49b99-0a9a-4420-a049-866ed1501c29", + "metadata": {}, + "source": [ + "Как выбрать лучший метод?\n", + "'kmeans' — стабильный, но может быть медленным\n", + "'discretize' — быстрее, но иногда менее точный\n", + "'cluster_qr' — экспериментальный, работает быстро, но чувствителен к параметрам\n" + ] + } + ], + "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": "3.12.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/plot_digits_classification.ipynb b/plot_digits_classification.ipynb deleted file mode 100644 index c0b7006..0000000 --- a/plot_digits_classification.ipynb +++ /dev/null @@ -1,368 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "# Recognizing hand-written digits\n", - "\n", - "This example shows how scikit-learn can be used to recognize images of\n", - "hand-written digits, from 0-9.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "# Authors: The scikit-learn developers\n", - "# SPDX-License-Identifier: BSD-3-Clause\n", - "\n", - "# Standard scientific Python imports\n", - "import matplotlib.pyplot as plt\n", - "\n", - "# Import datasets, classifiers and performance metrics\n", - "from sklearn import datasets, metrics, svm\n", - "from sklearn.model_selection import train_test_split" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Digits dataset\n", - "\n", - "The digits dataset consists of 8x8\n", - "pixel images of digits. The ``images`` attribute of the dataset stores\n", - "8x8 arrays of grayscale values for each image. We will use these arrays to\n", - "visualize the first 4 images. The ``target`` attribute of the dataset stores\n", - "the digit each image represents and this is included in the title of the 4\n", - "plots below.\n", - "\n", - "Note: if we were working from image files (e.g., 'png' files), we would load\n", - "them using :func:`matplotlib.pyplot.imread`.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "digits = datasets.load_digits()\n", - "\n", - "_, axes = plt.subplots(nrows=1, ncols=4, figsize=(10, 3))\n", - "for ax, image, label in zip(axes, digits.images, digits.target):\n", - " ax.set_axis_off()\n", - " ax.imshow(image, cmap=plt.cm.gray_r, interpolation=\"nearest\")\n", - " ax.set_title(\"Training: %i\" % label)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Classification\n", - "\n", - "To apply a classifier on this data, we need to flatten the images, turning\n", - "each 2-D array of grayscale values from shape ``(8, 8)`` into shape\n", - "``(64,)``. Subsequently, the entire dataset will be of shape\n", - "``(n_samples, n_features)``, where ``n_samples`` is the number of images and\n", - "``n_features`` is the total number of pixels in each image.\n", - "\n", - "We can then split the data into train and test subsets and fit a support\n", - "vector classifier on the train samples. The fitted classifier can\n", - "subsequently be used to predict the value of the digit for the samples\n", - "in the test subset.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "# flatten the images\n", - "n_samples = len(digits.images)\n", - "data = digits.images.reshape((n_samples, -1))\n", - "\n", - "# Create a classifier: a support vector classifier\n", - "clf = svm.SVC(gamma=0.001)\n", - "\n", - "# Split data into 50% train and 50% test subsets\n", - "X_train, X_test, y_train, y_test = train_test_split(\n", - " data, digits.target, test_size=0.5, shuffle=False\n", - ")\n", - "\n", - "# Learn the digits on the train subset\n", - "clf.fit(X_train, y_train)\n", - "\n", - "# Predict the value of the digit on the test subset\n", - "predicted = clf.predict(X_test)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Below we visualize the first 4 test samples and show their predicted\n", - "digit value in the title.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "_, axes = plt.subplots(nrows=1, ncols=4, figsize=(10, 3))\n", - "for ax, image, prediction in zip(axes, X_test, predicted):\n", - " ax.set_axis_off()\n", - " image = image.reshape(8, 8)\n", - " ax.imshow(image, cmap=plt.cm.gray_r, interpolation=\"nearest\")\n", - " ax.set_title(f\"Prediction: {prediction}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - ":func:`~sklearn.metrics.classification_report` builds a text report showing\n", - "the main classification metrics.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Classification report for classifier SVC(gamma=0.001):\n", - " precision recall f1-score support\n", - "\n", - " 0 1.00 0.99 0.99 88\n", - " 1 0.99 0.97 0.98 91\n", - " 2 0.99 0.99 0.99 86\n", - " 3 0.98 0.87 0.92 91\n", - " 4 0.99 0.96 0.97 92\n", - " 5 0.95 0.97 0.96 91\n", - " 6 0.99 0.99 0.99 91\n", - " 7 0.96 0.99 0.97 89\n", - " 8 0.94 1.00 0.97 88\n", - " 9 0.93 0.98 0.95 92\n", - "\n", - " accuracy 0.97 899\n", - " macro avg 0.97 0.97 0.97 899\n", - "weighted avg 0.97 0.97 0.97 899\n", - "\n", - "\n" - ] - } - ], - "source": [ - "print(\n", - " f\"Classification report for classifier {clf}:\\n\"\n", - " f\"{metrics.classification_report(y_test, predicted)}\\n\"\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can also plot a `confusion matrix ` of the\n", - "true digit values and the predicted digit values.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Confusion matrix:\n", - "[[87 0 0 0 1 0 0 0 0 0]\n", - " [ 0 88 1 0 0 0 0 0 1 1]\n", - " [ 0 0 85 1 0 0 0 0 0 0]\n", - " [ 0 0 0 79 0 3 0 4 5 0]\n", - " [ 0 0 0 0 88 0 0 0 0 4]\n", - " [ 0 0 0 0 0 88 1 0 0 2]\n", - " [ 0 1 0 0 0 0 90 0 0 0]\n", - " [ 0 0 0 0 0 1 0 88 0 0]\n", - " [ 0 0 0 0 0 0 0 0 88 0]\n", - " [ 0 0 0 1 0 1 0 0 0 90]]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "disp = metrics.ConfusionMatrixDisplay.from_predictions(y_test, predicted)\n", - "disp.figure_.suptitle(\"Confusion Matrix\")\n", - "print(f\"Confusion matrix:\\n{disp.confusion_matrix}\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If the results from evaluating a classifier are stored in the form of a\n", - "`confusion matrix ` and not in terms of `y_true` and\n", - "`y_pred`, one can still build a :func:`~sklearn.metrics.classification_report`\n", - "as follows:\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Classification report rebuilt from confusion matrix:\n", - " precision recall f1-score support\n", - "\n", - " 0 1.00 0.99 0.99 88\n", - " 1 0.99 0.97 0.98 91\n", - " 2 0.99 0.99 0.99 86\n", - " 3 0.98 0.87 0.92 91\n", - " 4 0.99 0.96 0.97 92\n", - " 5 0.95 0.97 0.96 91\n", - " 6 0.99 0.99 0.99 91\n", - " 7 0.96 0.99 0.97 89\n", - " 8 0.94 1.00 0.97 88\n", - " 9 0.93 0.98 0.95 92\n", - "\n", - " accuracy 0.97 899\n", - " macro avg 0.97 0.97 0.97 899\n", - "weighted avg 0.97 0.97 0.97 899\n", - "\n", - "\n" - ] - } - ], - "source": [ - "# The ground truth and predicted lists\n", - "y_true = []\n", - "y_pred = []\n", - "cm = disp.confusion_matrix\n", - "\n", - "# For each cell in the confusion matrix, add the corresponding ground truths\n", - "# and predictions to the lists\n", - "for gt in range(len(cm)):\n", - " for pred in range(len(cm)):\n", - " y_true += [gt] * cm[gt][pred]\n", - " y_pred += [pred] * cm[gt][pred]\n", - "\n", - "print(\n", - " \"Classification report rebuilt from confusion matrix:\\n\"\n", - " f\"{metrics.classification_report(y_true, y_pred)}\\n\"\n", - ")" - ] - } - ], - "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": "3.12.9" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/plot_digits_classification.py b/plot_digits_classification.py deleted file mode 100644 index 58b5141..0000000 --- a/plot_digits_classification.py +++ /dev/null @@ -1,128 +0,0 @@ -""" -================================ -Recognizing hand-written digits -================================ - -This example shows how scikit-learn can be used to recognize images of -hand-written digits, from 0-9. - -""" - -# Authors: The scikit-learn developers -# SPDX-License-Identifier: BSD-3-Clause - -# Standard scientific Python imports -import matplotlib.pyplot as plt - -# Import datasets, classifiers and performance metrics -from sklearn import datasets, metrics, svm -from sklearn.model_selection import train_test_split - -############################################################################### -# Digits dataset -# -------------- -# -# The digits dataset consists of 8x8 -# pixel images of digits. The ``images`` attribute of the dataset stores -# 8x8 arrays of grayscale values for each image. We will use these arrays to -# visualize the first 4 images. The ``target`` attribute of the dataset stores -# the digit each image represents and this is included in the title of the 4 -# plots below. -# -# Note: if we were working from image files (e.g., 'png' files), we would load -# them using :func:`matplotlib.pyplot.imread`. - -digits = datasets.load_digits() - -_, axes = plt.subplots(nrows=1, ncols=4, figsize=(10, 3)) -for ax, image, label in zip(axes, digits.images, digits.target): - ax.set_axis_off() - ax.imshow(image, cmap=plt.cm.gray_r, interpolation="nearest") - ax.set_title("Training: %i" % label) - -############################################################################### -# Classification -# -------------- -# -# To apply a classifier on this data, we need to flatten the images, turning -# each 2-D array of grayscale values from shape ``(8, 8)`` into shape -# ``(64,)``. Subsequently, the entire dataset will be of shape -# ``(n_samples, n_features)``, where ``n_samples`` is the number of images and -# ``n_features`` is the total number of pixels in each image. -# -# We can then split the data into train and test subsets and fit a support -# vector classifier on the train samples. The fitted classifier can -# subsequently be used to predict the value of the digit for the samples -# in the test subset. - -# flatten the images -n_samples = len(digits.images) -data = digits.images.reshape((n_samples, -1)) - -# Create a classifier: a support vector classifier -clf = svm.SVC(gamma=0.001) - -# Split data into 50% train and 50% test subsets -X_train, X_test, y_train, y_test = train_test_split( - data, digits.target, test_size=0.5, shuffle=False -) - -# Learn the digits on the train subset -clf.fit(X_train, y_train) - -# Predict the value of the digit on the test subset -predicted = clf.predict(X_test) - -############################################################################### -# Below we visualize the first 4 test samples and show their predicted -# digit value in the title. - -_, axes = plt.subplots(nrows=1, ncols=4, figsize=(10, 3)) -for ax, image, prediction in zip(axes, X_test, predicted): - ax.set_axis_off() - image = image.reshape(8, 8) - ax.imshow(image, cmap=plt.cm.gray_r, interpolation="nearest") - ax.set_title(f"Prediction: {prediction}") - -############################################################################### -# :func:`~sklearn.metrics.classification_report` builds a text report showing -# the main classification metrics. - -print( - f"Classification report for classifier {clf}:\n" - f"{metrics.classification_report(y_test, predicted)}\n" -) - -############################################################################### -# We can also plot a :ref:`confusion matrix ` of the -# true digit values and the predicted digit values. - -disp = metrics.ConfusionMatrixDisplay.from_predictions(y_test, predicted) -disp.figure_.suptitle("Confusion Matrix") -print(f"Confusion matrix:\n{disp.confusion_matrix}") - -plt.show() - -############################################################################### -# If the results from evaluating a classifier are stored in the form of a -# :ref:`confusion matrix ` and not in terms of `y_true` and -# `y_pred`, one can still build a :func:`~sklearn.metrics.classification_report` -# as follows: - - -# The ground truth and predicted lists -y_true = [] -y_pred = [] -cm = disp.confusion_matrix - -# For each cell in the confusion matrix, add the corresponding ground truths -# and predictions to the lists -for gt in range(len(cm)): - for pred in range(len(cm)): - y_true += [gt] * cm[gt][pred] - y_pred += [pred] * cm[gt][pred] - -print( - "Classification report rebuilt from confusion matrix:\n" - f"{metrics.classification_report(y_true, y_pred)}\n" -)