{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Disclaimer:**\n", "\n", "This notebook is not maintained. The functionality presented here is not guaranteed to work with the latest version of eo-learn. \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example notebook for training a U-net deep learning network to predict tree cover" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook presents a toy example for training a deep learning architecture for semantic segmentation of satellite images using `eo-learn` and `keras`. The example showcases tree cover prediction over an area in Framce. The ground-truth data is retrieved from the [EU tree cover density (2015)](https://land.copernicus.eu/pan-european/high-resolution-layers/forests/view) through [Geopedia](http://www.geopedia.world/#T235_L2081_x449046.043261205_y6052157.300792162_s15_b17).\n", "\n", "The workflow is as foolows:\n", " * input the area-of-interest (AOI)\n", " * split the AOI into small manageable eopatches\n", " * for each eopatch:\n", " * download RGB bands form Sentinel-2 L2A products using Sentinel-Hub for the 2017 year \n", " * retrieve corresponding ground-truth from Geopedia using a WMS request\n", " * compute the median values for the RGB bands over the time-interval\n", " * save to disk\n", " * select a 256x256 patch with corresponding ground-truth to be used for training/validating the model\n", " * train and validate a U-net\n", " \n", "This example can easily be expanded to:\n", " * larger AOIs;\n", " * include more/different bands/indices, such as NDVI\n", " * include Sentinel-1 images (after harmonisation with Sentinel-2)\n", " \n", "The notebook requires `Keras` with `tensorflow` back-end." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "import os\n", "import datetime \n", "from os import path as op\n", "import itertools\n", "\n", "from eolearn.io import *\n", "from eolearn.core import EOTask, EOPatch, LinearWorkflow, FeatureType, SaveToDisk, OverwritePermission\n", "from sentinelhub import BBox, CRS, BBoxSplitter, MimeType, ServiceType\n", "\n", "from tqdm import tqdm_notebook as tqdm\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import geopandas\n", "\n", "from sklearn.metrics import confusion_matrix\n", "from keras.preprocessing.image import ImageDataGenerator\n", "from keras import backend as K\n", "from keras.models import *\n", "from keras.layers import *\n", "from keras.optimizers import *\n", "from keras.utils.np_utils import to_categorical\n", "K.clear_session()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Set up workflow" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# global image request parameters\n", "time_interval = ('2017-01-01', '2017-12-31')\n", "img_width = 256\n", "img_height = 256\n", "maxcc = 0.2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# get the AOI and split into bboxes\n", "crs = CRS.UTM_31N\n", "aoi = geopandas.read_file('../../example_data/eastern_france.geojson')\n", "aoi = aoi.to_crs(crs=crs.pyproj_crs())\n", "aoi_shape = aoi.geometry.values[-1]\n", "\n", "bbox_splitter = BBoxSplitter([aoi_shape], crs, (19, 10))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# set raster_value conversions for our Geopedia task\n", "# see more about how to do this here:\n", "\n", "raster_value = {\n", " '0%': (0, [0, 0, 0, 0]),\n", " '10%': (1, [163, 235, 153, 255]),\n", " '30%': (2, [119, 195, 118, 255]),\n", " '50%': (3, [85, 160, 89, 255]),\n", " '70%': (4, [58, 130, 64, 255]),\n", " '90%': (5, [36, 103, 44, 255])\n", "}" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "\n", "tree_cmap = mpl.colors.ListedColormap(['#F0F0F0', \n", " '#A2EB9B', \n", " '#77C277', \n", " '#539F5B', \n", " '#388141', \n", " '#226528'])\n", "tree_cmap.set_over('white')\n", "tree_cmap.set_under('white')\n", "\n", "bounds = np.arange(-0.5, 6, 1).tolist()\n", "tree_norm = mpl.colors.BoundaryNorm(bounds, tree_cmap.N)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# create a task for calculating a median pixel value\n", "class MedianPixel(EOTask):\n", " \"\"\"\n", " The task returns a pixelwise median value from a time-series and stores the results in a \n", " timeless data array.\n", " \"\"\"\n", " def __init__(self, feature, feature_out):\n", " self.feature_type, self.feature_name = next(self._parse_features(feature)())\n", " self.feature_type_out, self.feature_name_out = next(self._parse_features(feature_out)())\n", "\n", " def execute(self, eopatch):\n", " eopatch.add_feature(self.feature_type_out, self.feature_name_out, \n", " np.median(eopatch[self.feature_type][self.feature_name], axis=0))\n", " return eopatch" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# initialize tasks\n", "# task to get S2 L2A images\n", "\n", "input_task = SentinelHubInputTask(data_collection=DataCollection.SENTINEL2_L2A, \n", " bands_feature=(FeatureType.DATA, 'BANDS'),\n", " resolution=10, \n", " maxcc=0.2, \n", " bands=['B04', 'B03', 'B02'], \n", " time_difference=datetime.timedelta(hours=2),\n", " additional_data=[(FeatureType.MASK, 'dataMask', 'IS_DATA')]\n", " )\n", "geopedia_data = AddGeopediaFeature((FeatureType.MASK_TIMELESS, 'TREE_COVER'), \n", " layer='ttl2275', theme='QP', raster_value=raster_value)\n", "# task to compute median values\n", "get_median_pixel = MedianPixel((FeatureType.DATA, 'BANDS'), \n", " feature_out=(FeatureType.DATA_TIMELESS, 'MEDIAN_PIXEL'))\n", "# task to save to disk\n", "save = SaveTask(op.join('data', 'eopatch'), \n", " overwrite_permission=OverwritePermission.OVERWRITE_PATCH, \n", " compress_level=2)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# initialize workflow\n", "workflow = LinearWorkflow(input_task, geopedia_data, get_median_pixel, save)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# use a function to run this workflow on a single bbox\n", "def execute_workflow(index):\n", " bbox = bbox_splitter.bbox_list[index]\n", " info = bbox_splitter.info_list[index]\n", " \n", " patch_name = 'eopatch_{0}_row-{1}_col-{2}'.format(index, \n", " info['index_x'], \n", " info['index_y'])\n", " \n", " results = workflow.execute({input_task:{'bbox':bbox, 'time_interval':time_interval},\n", " save:{'eopatch_folder':patch_name}\n", " })\n", " return list(results.values())[-1]\n", " del results " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test workflow on an example patch and display" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "idx = 168\n", "example_patch = execute_workflow(idx) " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EOPatch(\n", " data: {\n", " TRUE-COLOR-S2-L2A: , shape=(11, 365, 263, 3), dtype=float32\n", " }\n", " mask: {\n", " IS_DATA: , shape=(11, 365, 263, 1), dtype=uint8\n", " }\n", " scalar: {}\n", " label: {}\n", " vector: {}\n", " data_timeless: {\n", " MEDIAN_PIXEL: , shape=(365, 263, 3), dtype=float32\n", " }\n", " mask_timeless: {\n", " TREE_COVER: , shape=(365, 263, 1), dtype=uint8\n", " }\n", " scalar_timeless: {}\n", " label_timeless: {}\n", " vector_timeless: {}\n", " meta_info: {\n", " maxcc: 0.2\n", " service_type: 'wcs'\n", " size_x: '10m'\n", " size_y: '10m'\n", " time_difference: datetime.timedelta(-1, 86399)\n", " time_interval: , length=2\n", " }\n", " bbox: BBox(((617469.5394934362, 5306770.5395637285), (620099.599786509, 5310423.294326261)), crs=EPSG:32631)\n", " timestamp: , length=11\n", ")" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "example_patch" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mp = example_patch.data_timeless['MEDIAN_PIXEL']\n", "plt.figure(figsize=(15,15))\n", "plt.imshow(2.5*mp)\n", "tc = example_patch.mask_timeless['TREE_COVER']\n", "plt.imshow(tc[...,0], vmin=0, vmax=5, alpha=.5, cmap=tree_cmap)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Run workflow on all patches" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cc6b71ba567c460eadefa926667570a2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=190), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# run over multiple bboxes\n", "subset_idx = len(bbox_splitter.bbox_list)\n", "x_train_raw = np.empty((subset_idx, img_height, img_width, 3))\n", "y_train_raw = np.empty((subset_idx, img_height, img_width, 1))\n", "pbar = tqdm(total=subset_idx)\n", "for idx in range(0, subset_idx):\n", " patch = execute_workflow(idx)\n", " x_train_raw[idx] = patch.data_timeless['MEDIAN_PIXEL'][20:276,0:256,:]\n", " y_train_raw[idx] = patch.mask_timeless['TREE_COVER'][20:276,0:256,:]\n", " pbar.update(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Create training and validation data arrays" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# data normalization and augmentation\n", "img_mean = np.mean(x_train_raw, axis=(0, 1, 2))\n", "img_std = np.std(x_train_raw, axis=(0, 1, 2))\n", "x_train_mean = x_train_raw - img_mean\n", "x_train = x_train_mean - img_std\n", "\n", "train_gen = ImageDataGenerator(\n", " horizontal_flip=True,\n", " vertical_flip=True,\n", " rotation_range=180)\n", "\n", "y_train = to_categorical(y_train_raw, len(raster_value))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Set up U-net model using Keras (tensorflow back-end)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Model setup\n", "#from https://www.kaggle.com/lyakaap/weighing-boundary-pixels-loss-script-by-keras2\n", "# weight: weighted tensor(same shape with mask image)\n", "def weighted_bce_loss(y_true, y_pred, weight):\n", " # avoiding overflow\n", " epsilon = 1e-7\n", " y_pred = K.clip(y_pred, epsilon, 1. - epsilon)\n", " logit_y_pred = K.log(y_pred / (1. - y_pred))\n", "\n", " # https://www.tensorflow.org/api_docs/python/tf/nn/weighted_cross_entropy_with_logits\n", " loss = (1. - y_true) * logit_y_pred + (1. + (weight - 1.) * y_true) * \\\n", " (K.log(1. + K.exp(-K.abs(logit_y_pred))) + K.maximum(-logit_y_pred, 0.))\n", " return K.sum(loss) / K.sum(weight)\n", "\n", "def weighted_dice_loss(y_true, y_pred, weight):\n", " smooth = 1.\n", " w, m1, m2 = weight * weight, y_true, y_pred\n", " intersection = (m1 * m2)\n", " score = (2. * K.sum(w * intersection) + smooth) / (K.sum(w * m1) + K.sum(w * m2) + smooth)\n", " loss = 1. - K.sum(score)\n", " return loss\n", "\n", "def weighted_bce_dice_loss(y_true, y_pred):\n", " y_true = K.cast(y_true, 'float32')\n", " y_pred = K.cast(y_pred, 'float32')\n", " # if we want to get same size of output, kernel size must be odd number\n", " averaged_mask = K.pool2d(\n", " y_true, pool_size=(11, 11), strides=(1, 1), padding='same', pool_mode='avg')\n", " border = K.cast(K.greater(averaged_mask, 0.005), 'float32') * K.cast(K.less(averaged_mask, 0.995), 'float32')\n", " weight = K.ones_like(averaged_mask)\n", " w0 = K.sum(weight)\n", " weight += border * 2\n", " w1 = K.sum(weight)\n", " weight *= (w0 / w1)\n", " loss = weighted_bce_loss(y_true, y_pred, weight) + \\\n", " weighted_dice_loss(y_true, y_pred, weight)\n", " return loss\n", "\n", "def unet(input_size):\n", " inputs = Input(input_size)\n", " conv1 = Conv2D(64, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(inputs)\n", " conv1 = Conv2D(64, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(conv1)\n", " pool1 = MaxPooling2D(pool_size=(2, 2))(conv1)\n", " conv2 = Conv2D(128, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(pool1)\n", " conv2 = Conv2D(128, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(conv2)\n", " pool2 = MaxPooling2D(pool_size=(2, 2))(conv2)\n", " conv3 = Conv2D(256, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(pool2)\n", " conv3 = Conv2D(256, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(conv3)\n", " pool3 = MaxPooling2D(pool_size=(2, 2))(conv3)\n", " conv4 = Conv2D(512, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(pool3)\n", " conv4 = Conv2D(512, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(conv4)\n", " drop4 = Dropout(0.5)(conv4)\n", " pool4 = MaxPooling2D(pool_size=(2, 2))(drop4)\n", "\n", " conv5 = Conv2D(1024, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(pool4)\n", " conv5 = Conv2D(1024, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(conv5)\n", " drop5 = Dropout(0.5)(conv5)\n", "\n", " up6 = Conv2D(512, 2, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(drop5))\n", " merge6 = concatenate([drop4,up6])\n", " conv6 = Conv2D(512, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(merge6)\n", " conv6 = Conv2D(512, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(conv6)\n", "\n", " up7 = Conv2D(256, 2, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv6))\n", " merge7 = concatenate([conv3,up7])\n", " conv7 = Conv2D(256, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(merge7)\n", " conv7 = Conv2D(256, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(conv7)\n", "\n", " up8 = Conv2D(128, 2, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv7))\n", " merge8 = concatenate([conv2,up8])\n", " conv8 = Conv2D(128, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(merge8)\n", " conv8 = Conv2D(128, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(conv8)\n", "\n", " up9 = Conv2D(64, 2, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv8))\n", " merge9 = concatenate([conv1,up9])\n", " conv9 = Conv2D(64, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(merge9)\n", " conv9 = Conv2D(64, 3, activation = 'relu', padding = 'same', \n", " kernel_initializer = 'he_normal')(conv9)\n", " conv10 = Conv2D(len(raster_value), 1, activation = 'softmax')(conv9)\n", "\n", " model = Model(inputs = inputs, outputs = conv10)\n", "\n", " model.compile(optimizer = Adam(lr = 1e-4), \n", " loss = weighted_bce_dice_loss, \n", " metrics = ['accuracy'])\n", "\n", " return model\n", "\n", "model = unet(input_size=(256, 256, 3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Train the model" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n", "190/190 [==============================] - 419s 2s/step - loss: 0.9654 - acc: 0.6208\n", "Epoch 2/20\n", "190/190 [==============================] - 394s 2s/step - loss: 0.9242 - acc: 0.6460\n", "Epoch 3/20\n", "190/190 [==============================] - 394s 2s/step - loss: 0.9126 - acc: 0.6502\n", "Epoch 4/20\n", "190/190 [==============================] - 393s 2s/step - loss: 0.9059 - acc: 0.6540\n", "Epoch 5/20\n", "190/190 [==============================] - 393s 2s/step - loss: 0.9051 - acc: 0.6575\n", "Epoch 6/20\n", "190/190 [==============================] - 393s 2s/step - loss: 0.8940 - acc: 0.6620\n", "Epoch 7/20\n", "190/190 [==============================] - 394s 2s/step - loss: 0.8896 - acc: 0.6654\n", "Epoch 8/20\n", "190/190 [==============================] - 393s 2s/step - loss: 0.8870 - acc: 0.6668\n", "Epoch 9/20\n", "190/190 [==============================] - 393s 2s/step - loss: 0.8844 - acc: 0.6671\n", "Epoch 10/20\n", "190/190 [==============================] - 393s 2s/step - loss: 0.8781 - acc: 0.6708\n", "Epoch 11/20\n", "190/190 [==============================] - 393s 2s/step - loss: 0.8712 - acc: 0.6766\n", "Epoch 12/20\n", "190/190 [==============================] - 393s 2s/step - loss: 0.8671 - acc: 0.6801\n", "Epoch 13/20\n", "190/190 [==============================] - 394s 2s/step - loss: 0.8606 - acc: 0.6827\n", "Epoch 14/20\n", "190/190 [==============================] - 393s 2s/step - loss: 0.8489 - acc: 0.6919\n", "Epoch 15/20\n", "190/190 [==============================] - 394s 2s/step - loss: 0.8393 - acc: 0.6982\n", "Epoch 16/20\n", "190/190 [==============================] - 394s 2s/step - loss: 0.8279 - acc: 0.7063\n", "Epoch 17/20\n", "190/190 [==============================] - 394s 2s/step - loss: 0.8160 - acc: 0.7129\n", "Epoch 18/20\n", "190/190 [==============================] - 394s 2s/step - loss: 0.8020 - acc: 0.7233\n", "Epoch 19/20\n", "190/190 [==============================] - 394s 2s/step - loss: 0.7849 - acc: 0.7342\n", "Epoch 20/20\n", "190/190 [==============================] - 394s 2s/step - loss: 0.7781 - acc: 0.7397\n" ] } ], "source": [ "# Fit the model\n", "batch_size = 16\n", "model.fit_generator(\n", " train_gen.flow(x_train, y_train, batch_size=batch_size),\n", " steps_per_epoch=len(x_train),\n", " epochs=20,\n", " verbose=1)\n", "model.save(op.join('model.h5'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Validate model and show some results" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot one example (image, label, prediction)\n", "idx = 4\n", "p = np.argmax(model.predict(np.array([x_train[idx]])), axis=3)\n", "fig = plt.figure(figsize=(12,4))\n", "ax1 = fig.add_subplot(1,3,1)\n", "ax1.imshow(x_train_raw[idx])\n", "ax2 = fig.add_subplot(1,3,2)\n", "ax2.imshow(y_train_raw[idx][:,:,0])\n", "ax3 = fig.add_subplot(1,3,3)\n", "ax3.imshow(p[0])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def plot_confusion_matrix(cm, classes,\n", " normalize=False,\n", " title='Confusion matrix',\n", " cmap=plt.cm.Blues):\n", " \"\"\"\n", " This function prints and plots the confusion matrix.\n", " Normalization can be applied by setting `normalize=True`.\n", " \"\"\"\n", " if normalize:\n", " cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n", " print(\"Normalized confusion matrix\")\n", " else:\n", " print('Confusion matrix, without normalization')\n", "\n", " print(cm)\n", "\n", " plt.imshow(cm, interpolation='nearest', cmap=cmap)\n", " plt.title(title)\n", " plt.colorbar()\n", " tick_marks = np.arange(len(classes))\n", " plt.xticks(tick_marks, classes, rotation=45)\n", " plt.yticks(tick_marks, classes)\n", "\n", " fmt = '.2f' if normalize else 'd'\n", " thresh = cm.max() / 2.\n", " for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n", " plt.text(j, i, format(cm[i, j], fmt),\n", " horizontalalignment=\"center\",\n", " color=\"white\" if cm[i, j] > thresh else \"black\")\n", "\n", " plt.ylabel('True label')\n", " plt.xlabel('Predicted label')\n", " plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Normalized confusion matrix\n", "[[0.93412552 0. 0. 0. 0.01624412 0.04963036]\n", " [0.75458006 0. 0. 0. 0.08682321 0.15859672]\n", " [0.73890185 0. 0. 0. 0.1051384 0.15595975]\n", " [0.6504189 0. 0. 0. 0.1332155 0.2163656 ]\n", " [0.36706531 0. 0. 0. 0.18843914 0.44449555]\n", " [0.1816605 0. 0. 0. 0.05291638 0.76542312]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# show image confusion matrix\n", "predictions = np.argmax(model.predict(x_train), axis=3)\n", "cnf_matrix = confusion_matrix(y_train_raw.reshape(len(y_train_raw) * 256 * 256, 1), \n", " predictions.reshape(len(predictions) * 256 * 256, 1))\n", "plot_confusion_matrix(cnf_matrix, raster_value.keys(), normalize=True)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": false, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }