{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "wGvcFY9AvQlM" }, "source": [ "# Land Use Classification with Random Forests Classifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Written by Men Vuthy, 2022*\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also run the code here in Google Colab. Try clicking button below:\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1rZipwUNkqVVPbYI-6QhOpNzLHsa2obSa#scrollTo=IIwIyEvri6fs)" ] }, { "cell_type": "markdown", "metadata": { "id": "lPxpMq26wPw1" }, "source": [ "### Objective\n", "\n", "The objective is to classify the land use into 5 classes using supervised learning method. The classifier used in this classification is *Random Forests Classifier* with 500 ensembles. The target classes of land use are: Forest, \n", "Water, Herbaceous, Barren and Urban.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "Mi_8aRMMyOQ3" }, "source": [ "### Code" ] }, { "cell_type": "markdown", "metadata": { "id": "DgfuGCtyvk0b" }, "source": [ "*Importing data from GitHub*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VkldW0KX3bz-", "outputId": "9670335d-0bb1-426c-8d6c-a53e5c368959" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cloning into 'sample_images'...\n", "remote: Enumerating objects: 16, done.\u001b[K\n", "remote: Counting objects: 100% (16/16), done.\u001b[K\n", "remote: Compressing objects: 100% (13/13), done.\u001b[K\n", "remote: Total 16 (delta 1), reused 0 (delta 0), pack-reused 0\u001b[K\n", "Unpacking objects: 100% (16/16), done.\n" ] } ], "source": [ "!git clone https://github.com/menvuthy/sample_images.git" ] }, { "cell_type": "markdown", "metadata": { "id": "VOybN7Rbvu9u" }, "source": [ "*Importing modules*" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "R380bTlkg3_w" }, "outputs": [], "source": [ "# Import Python 3's print function and division\n", "from __future__ import print_function, division\n", "\n", "# Import GDAL, NumPy, Pandas and matplotlib\n", "from osgeo import gdal, gdal_array\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import seaborn as sns\n", "\n", "# Import scikit-learn modules\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n", "import joblib" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "yjQa4Ncwg8Vf" }, "outputs": [], "source": [ "# Tell GDAL to throw Python exceptions, and register all drivers\n", "gdal.UseExceptions()\n", "gdal.AllRegister()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "YOsk4J9WhDHu" }, "outputs": [], "source": [ "# Read in our image and ROI image\n", "img_ds = gdal.Open('/content/sample_images/data/LE70220491999322EDC01_stack.gtif', gdal.GA_ReadOnly)\n", "roi_ds = gdal.Open('/content/sample_images/data/training_data.gtif', gdal.GA_ReadOnly)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 443 }, "id": "Wb0qBpXfTBuO", "outputId": "b3d4485f-e32d-453e-e630-6290be42ade0" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img = np.zeros((img_ds.RasterYSize, img_ds.RasterXSize, img_ds.RasterCount),\n", " gdal_array.GDALTypeCodeToNumericTypeCode(img_ds.GetRasterBand(1).DataType))\n", "for b in range(img.shape[2]):\n", " img[:, :, b] = img_ds.GetRasterBand(b + 1).ReadAsArray()\n", " \n", "roi = roi_ds.GetRasterBand(1).ReadAsArray().astype(np.uint8)\n", "\n", "# Display them\n", "plt.figure(figsize=(15,15))\n", "plt.subplot(121)\n", "plt.imshow(img[:, :, 4], cmap=plt.cm.Greys_r)\n", "plt.title('SWIR1')\n", "\n", "plt.subplot(122)\n", "plt.imshow(roi, cmap=plt.cm.Spectral)\n", "plt.title('ROI Training Data')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4sHJ9E_nhLkO", "outputId": "f9935f29-c553-40be-ca53-790af69040e2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We have 718 samples\n", "The training data include 5 classes: [1 2 3 4 5]\n", "Our X matrix is sized: (718, 8)\n", "Our y array is sized: (718,)\n", "After masking, our X matrix is sized: (718, 7)\n", "After masking, our y array is sized: (718,)\n" ] } ], "source": [ "# Find how many non-zero entries we have -- i.e. how many training data samples?\n", "n_samples = (roi > 0).sum()\n", "print('We have {n} samples'.format(n=n_samples))\n", "\n", "# What are our classification labels?\n", "labels = np.unique(roi[roi > 0])\n", "print('The training data include {n} classes: {classes}'.format(n=labels.size, \n", " classes=labels))\n", "# We will need a \"X\" matrix containing our features, and a \"y\" array containing our labels\n", "# These will have n_samples rows\n", "# In other languages we would need to allocate these and them loop to fill them, but NumPy can be faster\n", "\n", "X = img[roi > 0, :] # include 8th band, which is Fmask, for now\n", "y = roi[roi > 0]\n", "\n", "print('Our X matrix is sized: {sz}'.format(sz=X.shape))\n", "print('Our y array is sized: {sz}'.format(sz=y.shape))\n", "\n", "# Mask out clouds, cloud shadows, and snow using Fmask\n", "clear = X[:, 7] <= 1\n", "\n", "X = X[clear, :7] # we can ditch the Fmask band now\n", "y = y[clear]\n", "\n", "print('After masking, our X matrix is sized: {sz}'.format(sz=X.shape))\n", "print('After masking, our y array is sized: {sz}'.format(sz=y.shape))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "7w8EMqzq3RNx", "outputId": "d53ba971-15ac-4d7b-9933-0f63587bbb3e" }, "outputs": [ { "data": { "text/html": [ "\n", "
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1234567classtrain
03485073463001161164625871True
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\n", " " ], "text/plain": [ " 1 2 3 4 5 6 7 class train\n", "0 348 507 346 3001 1611 646 2587 1 True\n", "1 369 529 365 3030 1662 726 2587 1 False\n", "2 348 486 365 3143 1662 646 2637 1 False\n", "3 327 441 327 3002 1561 646 2537 1 False\n", "4 327 463 346 2887 1486 567 2537 1 True" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create Test and Train Data\n", "df['train'] = np.random.uniform(0, 1, len(X)) <= .75\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "XAXhN_4H45Kg", "outputId": "b8098e4e-2069-418e-f8ce-0913e0fe0ca9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training data: 539\n", "Testing data: 179\n" ] } ], "source": [ "# Create dataframes with test rows and training rows\n", "train, test = df[df['train']==True], df[df['train']==False]\n", "\n", "# show the number of observations for test and train dataframe\n", "print('Training data:', len(train))\n", "print('Testing data:', len(test))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KzGMBlDO5ila", "outputId": "0adf5ba8-e1f3-4407-ad0a-58d44c7ccb83" }, "outputs": [ { "data": { "text/plain": [ "Index([1, 2, 3, 4, 5, 6, 7], dtype='object')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a list of the feature column's names\n", "features = df.columns[:7]\n", "\n", "features" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "KCy5m8-Q5ojN" }, "outputs": [], "source": [ "# Converting each land use class name into digits\n", "# classes = pd.factorize(train['class'])[0]\n", "\n", "# Since our land use is already in digits, there's no need to factorize\n", "classes = train['class']" ] }, { "cell_type": "markdown", "metadata": { "id": "GD1_GZRpPPQy" }, "source": [ "*Training model with Random Forest Classifier*" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "Xv9n5r-z6erJ" }, "outputs": [], "source": [ "# Initialize our model with 500 trees\n", "clf = RandomForestClassifier(n_estimators=500, oob_score=True, random_state=0)\n", "\n", "# Fit our model to training data\n", "clf = clf.fit(train[features], classes)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "2Ks4owJ7qIp-" }, "source": [ "*Saving and loading model*" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "Fdu_fowUpyzw" }, "outputs": [], "source": [ "# save\n", "joblib.dump(clf, \"./random_forest.joblib\")\n", "\n", "# load, no need to initialize the loaded_rf\n", "rfc_model = joblib.load(\"./random_forest.joblib\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3YZHdfN8N9BX", "outputId": "b5ad77f8-0354-4dbc-e05e-ca28530403c3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Band 1 importance: 0.14429193686579558\n", "Band 2 importance: 0.19165129431923916\n", "Band 3 importance: 0.11280886832281747\n", "Band 4 importance: 0.10120422287031725\n", "Band 5 importance: 0.18964449880307316\n", "Band 7 importance: 0.16422821708284654\n", "Band 6 importance: 0.09617096173591086\n" ] } ], "source": [ "bands = [1, 2, 3, 4, 5, 7, 6]\n", "\n", "for b, imp in zip(bands, rfc_model.feature_importances_):\n", " print('Band {b} importance: {imp}'.format(b=b, imp=imp))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5w8My_sbOUxV", "outputId": "1337ffec-3929-43f4-e9b9-f8274f60a63e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Our OOB prediction of accuracy is: 97.77365491651206%\n" ] } ], "source": [ "# View Out-of-Bag accuracy score\n", "print('Our OOB prediction of accuracy is: {oob}%'.format(oob=rfc_model.oob_score_ * 100))" ] }, { "cell_type": "markdown", "metadata": { "id": "VrhhODW3N-_v" }, "source": [ "*Predicting test dataset*" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kzJ6XPWc64wy", "outputId": "5a650f8c-094e-486c-e022-f9d8b43759f8" }, "outputs": [ { "data": { "text/plain": [ "array([1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 1, 3, 3, 3, 3, 3, 3, 4, 3,\n", " 3, 5, 3, 3, 4, 4, 4, 3, 5, 4, 4, 4, 4, 5, 5, 5, 4, 4, 4, 4, 4, 4,\n", " 4, 5, 5, 4, 5, 4, 4, 5, 4, 4, 5, 5, 4, 4, 5, 5, 5, 5, 5, 5, 1, 1,\n", " 4, 3, 3, 1, 5, 3, 1, 5, 3, 1, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 5, 1, 4, 4, 1, 1, 1, 1, 2, 4, 3, 3, 1, 3, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 4, 1, 1, 1, 4, 4, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1], dtype=uint8)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Apply the trained Classifier to the test\n", "preds = rfc_model.predict(test[features])\n", "preds" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xhP2wjfh7P0-", "outputId": "9775b90a-9b5c-4c11-be35-b6848ad129d7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Our classification accuracy is: 97.20670391061452%\n" ] } ], "source": [ "# View accuracy classification (cross-validation) score\n", "print('Our classification accuracy is: {cv}%'.format(cv=accuracy_score(test['class'], preds)* 100)) " ] }, { "cell_type": "markdown", "metadata": { "id": "02CQcsX-PudT" }, "source": [ "*Visualizing confusion matrix*" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "gn0xcL857PyI" }, "outputs": [], "source": [ "# Get and reshape confusion matrix data\n", "Matrix = confusion_matrix(test['class'], preds)\n", "matrix = Matrix.astype('float') / Matrix.sum(axis=1)[:, np.newaxis]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 377 }, "id": "JMasNsF7GJRA", "outputId": "f4e6b383-78e3-404e-841c-09f4ec94e57a" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Build the plot\n", "plt.figure(figsize=(15,5))\n", "sns.heatmap(Matrix, annot=True, annot_kws={'size':10},\n", " cmap=plt.cm.Greens, linewidths=0.2)\n", "\n", "# Add labels to the plot\n", "class_names = ['Forest', 'Water', 'Herbaceous', 'Barren', 'Urban']\n", "tick_marks = np.arange(len(class_names))\n", "tick_marks2 = tick_marks + 0.5\n", "plt.xticks(tick_marks, class_names, rotation=25, fontsize=10)\n", "plt.yticks(tick_marks2, class_names, rotation=0, fontsize=10)\n", "plt.xlabel('Predicted label', fontsize=12)\n", "plt.ylabel('True label', fontsize=12)\n", "plt.title('Confusion Matrix for Random Forest Model')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 377 }, "id": "fX1IYThH7PuN", "outputId": "d1f7f963-6ac3-45c4-8b7d-31c87777c264" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Build the plot\n", "plt.figure(figsize=(15,5))\n", "sns.heatmap(matrix, annot=True, annot_kws={'size':10},\n", " cmap=plt.cm.Greens, linewidths=0.2)\n", "\n", "# Add labels to the plot\n", "class_names = ['Forest', 'Water', 'Herbaceous', 'Barren', 'Urban']\n", "tick_marks = np.arange(len(class_names))\n", "tick_marks2 = tick_marks + 0.5\n", "plt.xticks(tick_marks, class_names, rotation=25, fontsize=10)\n", "plt.yticks(tick_marks2, class_names, rotation=0, fontsize=10)\n", "plt.xlabel('Predicted label', fontsize=12)\n", "plt.ylabel('True label', fontsize=12)\n", "plt.title('Confusion Matrix for Random Forest Model')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "W1-yW9MAQEJ_" }, "source": [ "*Predicting the whole image*" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tAXiuzBhiTBd", "outputId": "d3f3c7a5-bade-49b2-f204-6e08c18a5706" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reshaped from (250, 250, 8) to (62500, 7)\n" ] } ], "source": [ "# Take our full image, ignore the Fmask band, and reshape into long 2d array (nrow * ncol, nband) for classification\n", "new_shape = (img.shape[0] * img.shape[1], img.shape[2] - 1)\n", "\n", "img_as_array = img[:, :, :7].reshape(new_shape)\n", "print('Reshaped from {o} to {n}'.format(o=img.shape,\n", " n=img_as_array.shape))\n", "\n", "# Now predict for each pixel\n", "class_prediction = rfc_model.predict(img_as_array)\n", "\n", "# Reshape our classification map\n", "class_prediction = class_prediction.reshape(img[:, :, 0].shape)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 443 }, "id": "IIwIyEvri6fs", "outputId": "f143737c-3d06-4c10-d072-11b982a65ab5" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize\n", "\n", "# First setup a 5-4-3 composite\n", "def color_stretch(image, index, minmax=(0, 10000)):\n", " colors = image[:, :, index].astype(np.float64)\n", "\n", " max_val = minmax[1]\n", " min_val = minmax[0]\n", "\n", " # Enforce maximum and minimum values\n", " colors[colors[:, :, :] > max_val] = max_val\n", " colors[colors[:, :, :] < min_val] = min_val\n", "\n", " for b in range(colors.shape[2]):\n", " colors[:, :, b] = colors[:, :, b] * 1 / (max_val - min_val)\n", " \n", " return colors\n", " \n", "img543 = color_stretch(img, [4, 3, 2], (0, 8000))\n", "\n", "# See https://github.com/matplotlib/matplotlib/issues/844/\n", "n = class_prediction.max()\n", "# Next setup a colormap for our map\n", "colors = dict((\n", " (0, (0, 0, 0, 255)), # Nodata\n", " (1, (0, 150, 0, 255)), # Forest\n", " (2, (0, 0, 255, 255)), # Water\n", " (3, (0, 255, 0, 255)), # Herbaceous\n", " (4, (160, 82, 45, 255)), # Barren\n", " (5, (255, 0, 0, 255)) # Urban\n", "))\n", "# Put 0 - 255 as float 0 - 1\n", "for k in colors:\n", " v = colors[k]\n", " _v = [_v / 255.0 for _v in v]\n", " colors[k] = _v\n", " \n", "index_colors = [colors[key] if key in colors else \n", " (255, 255, 255, 0) for key in range(1, n + 1)]\n", "cmap = plt.matplotlib.colors.ListedColormap(index_colors, 'Classification', n)\n", "\n", "# Now show the classmap next to the image\n", "plt.figure(figsize=(15,15))\n", "plt.subplot(121)\n", "plt.imshow(img543)\n", "plt.title('Composite Image')\n", "\n", "\n", "plt.subplot(122)\n", "plt.imshow(class_prediction, cmap=cmap, interpolation='none')\n", "plt.title('Classification with Random Forests')\n", "\n", "plt.show()" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "land use classification with random forests.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }