45b96f2a91
Signed-off-by: 姜袁伟 <12602633+lawrencej@user.noreply.gitee.com>
318 lines
294 KiB
Plaintext
318 lines
294 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "85c42136",
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import cv2\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from sklearn.ensemble import RandomForestClassifier\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.metrics import accuracy_score, classification_report, confusion_matrix"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "ac338059",
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"plt.rcParams['font.sans-serif'] = 'Arial Unicode MS'"
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]
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},
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{
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"cell_type": "markdown",
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"id": "f929bf4e",
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"metadata": {},
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"source": [
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"下面是对数据进行预处理的部分,导入数据集的路径,调整图像的大小,然后对图像进行特征提取。"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "9641512f",
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"metadata": {},
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"outputs": [],
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"source": [
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"# 图像路径和类别\n",
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"train_path = 'C:/Users/SN/Desktop/randomforest/seg_train'\n",
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"test_path ='C:/Users/SN/Desktop/randomforest/seg_test'\n",
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"categories = [\"buildings\", \"forest\", \"glacier\", \"sea\", \"mountain\", \"street\"]\n",
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"\n",
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"# 图像大小\n",
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"image_size = (64, 64)\n",
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"\n",
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"# 提取图像特征\n",
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"def extract_features(image):\n",
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" # 图像预处理\n",
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" image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
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" image = cv2.resize(image, image_size) # 调整图像大小\n",
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" image = image.flatten() # 展平为一维向量\n",
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" return image"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "a1f80114",
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"metadata": {},
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"outputs": [],
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"source": [
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"# 加载训练集数据\n",
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"train_data = []\n",
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"train_labels = []\n",
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"for i, category in enumerate(categories):\n",
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" category_path = os.path.join(train_path, category)\n",
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" for image_name in os.listdir(category_path):\n",
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" image_path = os.path.join(category_path, image_name)\n",
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" image = cv2.imread(image_path)\n",
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" features = extract_features(image)\n",
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" train_data.append(features)\n",
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" train_labels.append(i)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "66ffb82b",
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"metadata": {},
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"outputs": [],
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"source": [
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"# 加载测试集数据\n",
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"test_data = []\n",
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"test_labels = []\n",
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"for i, category in enumerate(categories):\n",
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" category_path = os.path.join(test_path, category)\n",
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" for image_name in os.listdir(category_path):\n",
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" image_path = os.path.join(category_path, image_name)\n",
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" image = cv2.imread(image_path)\n",
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" features = extract_features(image)\n",
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" test_data.append(features)\n",
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" test_labels.append(i)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e437e3f3",
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"metadata": {},
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"source": [
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"下面是通过随机森林模型对图像进行分类的过程,创建一个包含200个决策树的随机森林分类器,并设置随机种子为42。在训练集上训练随机森林模型,使用fit方法传入X_train和y_train进行训练。在验证集上进行预测,使用训练好的模型调用predict方法,传入X_val进行预测,预测结果赋值给y_pred_val。\n",
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"计算验证集的准确率,使用accuracy_score函数计算y_val和y_pred_val之间的准确率,并将结果赋值给accuracy_val。\n",
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"打印输出验证集的准确率。\n",
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"在测试集上进行预测,使用训练好的模型调用predict方法,传入X_test进行预测,预测结果赋值给y_pred_test。\n",
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"计算测试集的准确率,使用accuracy_score函数计算y_test和y_pred_test之间的准确率,并将结果赋值给accuracy_test。\n",
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"打印输出测试集的准确率。"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "1e4d2154",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"验证集准确率: 0.6056287851799074\n",
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"测试集准确率: 0.6043333333333333\n"
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]
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}
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],
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"source": [
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"# 将训练集和测试集的数据转换为数组\n",
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"X_train = np.array(train_data)\n",
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"y_train = np.array(train_labels)\n",
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"\n",
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"X_test = np.array(test_data)\n",
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"y_test = np.array(test_labels)\n",
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"\n",
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"# 划分训练集和验证集\n",
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"X_train, X_val, y_train, y_val = train_test_split(X_train, y_train, test_size=0.2, random_state=42)\n",
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"\n",
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"# 创建随机森林分类器\n",
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"clf = RandomForestClassifier(n_estimators=200, random_state=42)\n",
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"\n",
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"# 在训练集上训练随机森林模型\n",
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"clf.fit(X_train, y_train)\n",
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"\n",
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"# 在验证集上进行预测\n",
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"y_pred_val = clf.predict(X_val)\n",
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"\n",
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"# 计算验证集的准确率\n",
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"accuracy_val = accuracy_score(y_val, y_pred_val)\n",
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"print(\"验证集准确率:\", accuracy_val)\n",
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"\n",
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"# 在测试集上进行预测\n",
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"y_pred_test = clf.predict(X_test)\n",
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"\n",
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"# 计算测试集的准确率\n",
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"accuracy_test = accuracy_score(y_test, y_pred_test)\n",
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"print(\"测试集准确率:\", accuracy_test)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "037aeba6",
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"metadata": {},
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"outputs": [
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{
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"data": {
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\n",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 绘制混淆矩阵\n",
|
||
"cm = confusion_matrix(y_test, y_pred_test)\n",
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"sns.heatmap(cm, annot=True, cmap=\"Blues\", fmt=\"d\", xticklabels=categories, yticklabels=categories)\n",
|
||
"plt.xlabel(\"predict table\")\n",
|
||
"plt.ylabel(\"real table\")\n",
|
||
"plt.title(\"confusion_matrix\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "edb8628b",
|
||
"metadata": {},
|
||
"source": [
|
||
"这段代码绘制了一个热力图表示的混淆矩阵,可以直观地观察模型在不同类别上的预测结果。\n",
|
||
"混淆矩阵的每个单元格显示了真实标签和预测标签的数量或频率。\n",
|
||
"例如,第一行第一列的单元格表示模型正确预测为buildings类别的样本数量(True Positive),\n",
|
||
" 第一行第二列的单元格表示模型错误地将buildings类别预测为其他类别的样本数量(False Negative)。\n",
|
||
"通过查看主对角线上的数值来了解模型在每个类别上的预测准确性。较大的数值表示模型在该类别上的预测效果较好。\n",
|
||
"观察非对角线上的数值,它们表示了模型在不同类别之间的错误预测情况。"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "bf09b5cc",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"分类报告:\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" buildings 0.53 0.41 0.46 437\n",
|
||
" forest 0.69 0.81 0.75 474\n",
|
||
" glacier 0.57 0.63 0.60 553\n",
|
||
" sea 0.58 0.42 0.49 510\n",
|
||
" mountain 0.58 0.65 0.61 525\n",
|
||
" street 0.63 0.70 0.67 501\n",
|
||
"\n",
|
||
" accuracy 0.60 3000\n",
|
||
" macro avg 0.60 0.60 0.60 3000\n",
|
||
"weighted avg 0.60 0.60 0.60 3000\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# 输出分类报告\n",
|
||
"report = classification_report(y_test, y_pred_test, target_names=categories)\n",
|
||
"print(\"分类报告:\\n\", report)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "136461a0",
|
||
"metadata": {},
|
||
"source": [
|
||
"Precision(精确度):指模型预测为某类别的样本中,实际属于该类别的比例。\n",
|
||
"Recall(召回率):指实际属于某类别的样本中,被模型预测为该类别的比例。\n",
|
||
"F1-score(F1值):综合考虑了Precision和Recall的调和平均值,是一个综合评价指标,用于衡量模型在精确度和召回率之间的平衡情况。\n",
|
||
"Support(支持数):指每个类别在测试集中的样本数量。\n",
|
||
"精确度高表示模型在该类别上的预测准确性较高,\n",
|
||
"召回率高表示模型能够较好地识别出该类别的样本。\n",
|
||
"F1-score综合考虑了精确度和召回率,是一个综合评估指标,通常用于评估模型整体性能。\n",
|
||
"我们还可以关注weighted avg(加权平均)和macro avg(宏平均)两个指标。加权平均考虑了每个类别的样本数,更加注重样本数较多的类别。宏平均对所有类别的性能进行了简单平均,适用于各类别样本数量相近的情况。"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "68e6da95",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1600x600 with 10 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 随机选择一些图像进行可视化\n",
|
||
"n_samples = 10\n",
|
||
"random_indices = np.random.choice(len(X_test), size=n_samples, replace=False)\n",
|
||
"sample_images = [X_test[i].reshape(image_size[0], image_size[1], -1) for i in random_indices]\n",
|
||
"sample_labels = [categories[y_test[i]] for i in random_indices]\n",
|
||
"sample_predictions = [categories[y_pred_test[i]] for i in random_indices]\n",
|
||
"\n",
|
||
"plt.figure(figsize=(16, 6))\n",
|
||
"for i in range(n_samples):\n",
|
||
" plt.subplot(2, 5, i + 1)\n",
|
||
" plt.imshow(sample_images[i])\n",
|
||
" plt.title(f\"real: {sample_labels[i]}\\n predict: {sample_predictions[i]}\")\n",
|
||
" plt.axis(\"off\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "a599db5b",
|
||
"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": "3.9.13"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|