{ "cells": [ { "cell_type": "markdown", "id": "7d7e5469-b4dd-4ef3-b789-23b0cc171ba4", "metadata": {}, "source": [ "# Myriam Marending: Ships and economic activity: a starter" ] }, { "cell_type": "markdown", "id": "9ead131b-fd9a-49e2-944f-f5f9818102e1", "metadata": {}, "source": [ "The underlying idea of this sample code is that ships play an important role in international trade and as such are a proxy for economic activity locally as well as at the aggregate. Sea transport reflecting the import and exports of goods is responsible for about 80 percent of world trade. While there exist datasets on reported ship activity, a classification based on satellite images adds an independent source of verification. \n", "The case chosen trains a ship classifier on a sample of 4000 images from Planet that are labelled either as \"ship\" or \"no-ship\", which in a second step is used to classify a sample satellite image of a port in Lagos, Nigeria taken from Sentinel-2. The task faces several identification challenges, on the one hand, the algorithm is trained and tested on a different satellite dataset than it is used to predict on, this implies that spectral information is less valuable. On the other hand, the \"ship\" and \"no-ship\" images are collected over the San Francisco Bay and San Pedro Bay areas of California, whereas the port data is from Lagos. Likely the ship types and landscapes are different across these two areas, stressing the importance of learning the general features of a ship to be identifiable in a wide context of ports globally." ] }, { "cell_type": "code", "execution_count": 1, "id": "a5a1a818-91f8-44f8-8f9b-1f8fa57773ee", "metadata": {}, "outputs": [], "source": [ "import glob\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import json\n", "from scipy import ndimage\n", "import pyjeo as pj\n", "\n", "from osgeo import gdal, ogr\n", "import rasterio as rio\n", "import rasterio.plot as rioplot" ] }, { "cell_type": "markdown", "id": "82211d3e-dcbe-4371-8d85-639a7a69b35a", "metadata": {}, "source": [ "### **1. Data sources**\n", "The satellite images of the port in Lagos, Nigeria, are taken from Sentinel-2. Using the RGB band, monthly for February, March, May and June 2022. To train the ship detection algorithm, a sample of 4000 Planet images of 80x80 RGB is considered and stored as a list of 19200 integers. The \"ship\" class contains 1000 images that are as good as centered on the body of a single ship (varies along dimensions of: size, orientation). The remaining 3000 images are \"no-ship\" of randomly sampled landcover features or half ships (only partially visible) from the same area in California.\n", "\n", "#### 1.1 Port satellite images\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "3c5120a9-9e21-423c-aaf5-535cedaa3778", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ERROR 6: Update from inline definition not supported\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "12\n" ] } ], "source": [ "## Using the Pyjeo library to create a Geotiff dataset of the original Sentinel-2 data\n", "\n", "path = 'Sentinel2'\n", "files = sorted(glob.glob(path + '/T31NDH_*_TCI_10m.jp2'))\n", "#print(files)\n", "\n", "# limit to extent of interest\n", "extent = 'POLYGON((2.3 6.4, 2.5 6.4, 2.5 6.3, 2.3 6.4))'\n", "extent_vect = pj.JimVect(wkt=extent)\n", "\n", "# iterate across months\n", "jim = None\n", "for file in files:\n", " if jim is None:\n", " jim = pj.Jim(file, bbox=extent_vect.properties.getBBox(), t_srs='EPSG:4326')\n", " jim.pixops.convert('GDT_UInt16')\n", " else:\n", " jim1 = pj.Jim(file, bbox=extent_vect.properties.getBBox(), t_srs='EPSG:4326')\n", " jim1.pixops.convert('GDT_UInt16')\n", " jim.geometry.stackBand(jim1) \n", "print(jim.properties.nrOfBand())\n", "#plt.imshow(jim.np())\n", "\n", "# save dataset\n", "jim.io.write(\"data.tif\", co=[\"COMPRESS=LZW\"])\n", "del jim, jim1" ] }, { "cell_type": "code", "execution_count": 3, "id": "d38e8c7a-deae-44c9-954d-d48aa1b2e740", "metadata": {}, "outputs": [], "source": [ "# Load saved images of Lagos port\n", "ports = rio.open('./data.tif')\n", "#print(ports.meta)" ] }, { "cell_type": "code", "execution_count": 4, "id": "1162231e-5775-4788-9622-957081b649cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# a look at the three colour channels in February\n", "channellist = [(0, 'Red'), (1, 'Green'), (2, 'Blue')]\n", "plt.figure(figsize = (15,15))\n", "for i, k in channellist:\n", " plt.subplot(1,3,i+1)\n", " plt.title(k)\n", " plt.imshow(ports.read(i+1))\n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "ca7b2094-4458-4615-a731-a5ca4ac947df", "metadata": {}, "outputs": [], "source": [ "# Format ports data\n", "portFeb = ports.read()[0:3]\n", "portMarch = ports.read()[4:7]\n", "portMay = ports.read()[7:10]\n", "portJune = ports.read()[10:13]\n", "portFeb.shape\n", "\n", "# only use February for now\n", "del ports, portMarch, portMay, portJune" ] }, { "cell_type": "code", "execution_count": 6, "id": "19c6af75-190e-488f-bacb-d5866f1fedf8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(351, 3, 80, 80)\n" ] } ], "source": [ "# divide into tiles of same resolution as ship images\n", "M = 80\n", "N = 80\n", "portFeb_tiles=[]\n", "for x in range(0, portFeb.shape[1], M):\n", " for y in range(0, portFeb.shape[2], N):\n", " if portFeb[:, x:x+M, y:y+N].shape[1]==80 and portFeb[:, x:x+M, y:y+N].shape[2]==80:\n", " portFeb_tiles.append(portFeb[:, x:x+M, y:y+N])\n", "\n", "portFeb_tiles = np.stack(portFeb_tiles)\n", "print(portFeb_tiles.shape)\n", "\n", "# convert to float (to be used in the prediction later)\n", "portFeb_tiles = portFeb_tiles.astype(float)" ] }, { "cell_type": "markdown", "id": "67a273b2-3c6e-4786-91ec-97d6f52a9578", "metadata": {}, "source": [ "#### 1.2 Ship sample data" ] }, { "cell_type": "code", "execution_count": 7, "id": "e1e76ab4-94f5-4c1e-83d2-3a41f54190b7", "metadata": {}, "outputs": [], "source": [ "## Ship samples, select variables\n", "with open('./ship/shipsnet.json') as file: df = json.load(file)\n", "ship = pd.DataFrame(df)" ] }, { "cell_type": "code", "execution_count": 8, "id": "7d68352d-6c78-41a5-9376-3ac65c8ca063", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "19200\n", "0 3000\n", "1 1000\n", "Name: labels, dtype: int64\n" ] } ], "source": [ "# get number of integers per list\n", "print(len(ship[\"data\"].iloc[0]))\n", "# count ships and no-ship \n", "print(ship[\"labels\"].value_counts())" ] }, { "cell_type": "code", "execution_count": 9, "id": "9d5faa96-1085-4fcc-8b8f-bfa572c5d620", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4000, 19200)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# convert to numpy array \n", "images = np.array(df['data']).astype('uint8')\n", "labels = np.array(df['labels']).astype('uint8')\n", "images.shape" ] }, { "cell_type": "code", "execution_count": 11, "id": "bdac52f4-0bd6-4f7a-9b12-dd409f2883aa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4000, 80, 80, 3)\n" ] }, { "data": { "text/plain": [ "(4000, 2)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# reshape and transpose images and labels\n", "images2 = images.reshape([-1, 3, 80, 80]).transpose([0,2,3,1])\n", "print(images2.shape)\n", "\n", "from keras.utils import to_categorical\n", "labels2 = to_categorical(labels, num_classes=2)\n", "labels2.shape" ] }, { "cell_type": "code", "execution_count": 12, "id": "a791086b-dea3-40ba-82ac-5f82d19247c6", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# sample plots of \"ship\" and \"no-ship\" labelled categories among images\n", "imageNoShip = images2[labels==0]\n", "imageShip = images2[labels==1]\n", "\n", "# plot several images\n", "def plot(a,b):\n", " plt.figure(figsize=(15, 15))\n", " for i, k in enumerate(range(1,13)):\n", " if i < 6:\n", " plt.subplot(2,6,k)\n", " plt.title('Ship')\n", " plt.imshow(imageShip[i+20])\n", " plt.axis(\"off\")\n", " else:\n", " plt.subplot(2,6,k)\n", " plt.title('Other')\n", " plt.imshow(imageNoShip[i+20])\n", " plt.axis(\"off\")\n", " plt.subplots_adjust(bottom=0, top=0.25, hspace=0)\n", "plot(imageNoShip, imageShip)" ] }, { "cell_type": "code", "execution_count": 13, "id": "2c4b6c9b-16a7-45ae-b638-d61f607067fa", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# a look at the three colour channels\n", "channellist = [(0, 'Red'), (1, 'Green'), (2, 'Blue')]\n", "plt.figure(figsize = (10,10))\n", "for i, k in channellist:\n", " plt.subplot(1,3,i+1)\n", " plt.title(k)\n", " plt.imshow(images2[labels==1][99][ : , : , i])\n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 14, "id": "3e575f03-d70f-4d4b-a24a-a8104cb8d013", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.28627451, 0.3254902 , 0.27058824])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## normalise data to range 0-1 (dividing by 255)\n", "images2 = images2 / 255\n", "images2[1][1][1]" ] }, { "cell_type": "markdown", "id": "487c07ff-d378-48ab-9fda-44082fccc69d", "metadata": {}, "source": [ "### **2 Training and learning from the ship sample**" ] }, { "cell_type": "code", "execution_count": 15, "id": "ae2d3b90-0152-476a-9989-94ec68f2ba21", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training data shape : (3200, 80, 80, 3) (3200,)\n", "Testing data shape : (800, 80, 80, 3) (800,)\n" ] } ], "source": [ "# splitting into training and test datasets\n", "from sklearn.model_selection import train_test_split\n", "train_images, test_images, train_labels, test_labels = train_test_split(images2, labels, test_size=0.20, random_state=0)\n", "\n", "# check dimensions data\n", "print('Training data shape : ', train_images.shape, train_labels.shape)\n", "print('Testing data shape : ', test_images.shape, test_labels.shape)" ] }, { "cell_type": "code", "execution_count": 38, "id": "78138cfe-d783-479a-9ec8-9486ea006e78", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# check match of images and labels\n", "plt.imshow(train_images[300])\n", "print(train_labels[300])" ] }, { "cell_type": "markdown", "id": "90efe725-5e09-4b05-85ee-89ef7c0e298b", "metadata": {}, "source": [ "#### **2.1 Simple CNN**\n", "(Note: tensorflow is used as PyTorch seems to be too heavy in the current configuration of the data as the Kernel keeps on dying.)" ] }, { "cell_type": "code", "execution_count": 39, "id": "82cefb56-2076-46f8-a296-74bc32f35758", "metadata": {}, "outputs": [], "source": [ "import tensorflow as tf\n", "from tensorflow.keras import datasets, layers, models\n", "from tensorflow.keras.layers import Activation" ] }, { "cell_type": "code", "execution_count": 19, "id": "d38aae88-4660-49b6-acf8-a04700348e5e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deleting \"model\"\n", "Model: \"sequential_1\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " conv2d_3 (Conv2D) (None, 78, 78, 32) 896 \n", " \n", " max_pooling2d_2 (MaxPooling (None, 39, 39, 32) 0 \n", " 2D) \n", " \n", " conv2d_4 (Conv2D) (None, 37, 37, 64) 18496 \n", " \n", " max_pooling2d_3 (MaxPooling (None, 18, 18, 64) 0 \n", " 2D) \n", " \n", " conv2d_5 (Conv2D) (None, 16, 16, 64) 36928 \n", " \n", " flatten_1 (Flatten) (None, 16384) 0 \n", " \n", " dense_2 (Dense) (None, 64) 1048640 \n", " \n", " dense_3 (Dense) (None, 1) 65 \n", " \n", "=================================================================\n", "Total params: 1,105,025\n", "Trainable params: 1,105,025\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "# delete existing models\n", "if 'model' in globals():\n", " print('Deleting \"model\"')\n", " del model\n", " \n", "# initiate model and add layers\n", "model = models.Sequential()\n", "model.add(layers.Conv2D(32, (3, 3), activation='relu', input_shape=(80, 80, 3)))\n", "model.add(layers.MaxPooling2D((2, 2)))\n", "model.add(layers.Conv2D(64, (3, 3), activation='relu'))\n", "model.add(layers.MaxPooling2D((2, 2)))\n", "model.add(layers.Conv2D(64, (3, 3), activation='relu'))\n", "\n", "model.add(layers.Flatten())\n", "model.add(layers.Dense(64, activation='relu'))\n", "model.add(layers.Dense(1, activation='sigmoid')) # output layer that makes a single value prediction\n", "# output neuron will contain value from 0-1 where 0 for 'no-ship' and 1 'ship'\n", "\n", "# print summary of model\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 20, "id": "72e94351-c98a-4dcf-85e3-1271426c8130", "metadata": {}, "outputs": [], "source": [ "# compile and train the model\n", "model.compile(optimizer=tf.optimizers.RMSprop(learning_rate=0.001, momentum=0.0), \n", " loss='binary_crossentropy', metrics=['accuracy'])" ] }, { "cell_type": "code", "execution_count": 21, "id": "97598166-546d-4f02-8a86-6c8c00ec0e8d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-06-27 19:17:12.929236: W tensorflow/core/framework/cpu_allocator_impl.cc:82] Allocation of 245760000 exceeds 10% of free system memory.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "100/100 [==============================] - 13s 128ms/step - loss: 0.4425 - accuracy: 0.8475 - val_loss: 0.2840 - val_accuracy: 0.8850\n", "Epoch 2/10\n", "100/100 [==============================] - 13s 129ms/step - loss: 0.2341 - accuracy: 0.9119 - val_loss: 0.1960 - val_accuracy: 0.9125\n", "Epoch 3/10\n", "100/100 [==============================] - 13s 131ms/step - loss: 0.1723 - accuracy: 0.9350 - val_loss: 0.1459 - val_accuracy: 0.9388\n", "Epoch 4/10\n", "100/100 [==============================] - 13s 129ms/step - loss: 0.1339 - accuracy: 0.9469 - val_loss: 0.1423 - val_accuracy: 0.9550\n", "Epoch 5/10\n", "100/100 [==============================] - 13s 132ms/step - loss: 0.1038 - accuracy: 0.9609 - val_loss: 0.0801 - val_accuracy: 0.9700\n", "Epoch 6/10\n", "100/100 [==============================] - 13s 134ms/step - loss: 0.0791 - accuracy: 0.9759 - val_loss: 0.0945 - val_accuracy: 0.9762\n", "Epoch 7/10\n", "100/100 [==============================] - 16s 161ms/step - loss: 0.0650 - accuracy: 0.9806 - val_loss: 0.0930 - val_accuracy: 0.9725\n", "Epoch 8/10\n", "100/100 [==============================] - 15s 150ms/step - loss: 0.0523 - accuracy: 0.9828 - val_loss: 0.0885 - val_accuracy: 0.9737\n", "Epoch 9/10\n", "100/100 [==============================] - 15s 149ms/step - loss: 0.0330 - accuracy: 0.9900 - val_loss: 0.1102 - val_accuracy: 0.9850\n", "Epoch 10/10\n", "100/100 [==============================] - 15s 150ms/step - loss: 0.0304 - accuracy: 0.9925 - val_loss: 0.0940 - val_accuracy: 0.9825\n" ] } ], "source": [ "history = model.fit(train_images, train_labels, epochs=10, validation_data=(test_images, test_labels))" ] }, { "cell_type": "code", "execution_count": 22, "id": "86e88a8a-8e0c-44fe-b9cb-851965e95874", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25/25 - 1s - loss: 0.0940 - accuracy: 0.9825 - 589ms/epoch - 24ms/step\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Evaluate\n", "plt.plot(history.history['accuracy'], label='accuracy')\n", "plt.plot(history.history['val_accuracy'], label = 'val_accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.ylim([0.5, 1])\n", "plt.legend(loc='lower right')\n", "\n", "test_loss, test_acc = model.evaluate(test_images, test_labels, verbose=2)" ] }, { "cell_type": "markdown", "id": "959956e0-3b40-4ad8-9685-8cd2080a6411", "metadata": {}, "source": [ "The simple CNN reached a test accuracy of 98 percent. " ] }, { "cell_type": "code", "execution_count": 23, "id": "e2b4735e-4ac6-4f1b-b5a2-72229f0537c6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25/25 [==============================] - 1s 27ms/step\n", " precision recall f1-score support\n", "\n", " 0 0.98 0.99 0.99 581\n", " 1 0.98 0.95 0.97 219\n", "\n", " accuracy 0.98 800\n", " macro avg 0.98 0.97 0.98 800\n", "weighted avg 0.98 0.98 0.98 800\n", "\n" ] } ], "source": [ "# show an evaluation based on predictions using the test images\n", "from sklearn.metrics import classification_report\n", "predictions = model.predict(test_images)\n", "print(classification_report(test_labels, predictions.round()))" ] }, { "cell_type": "markdown", "id": "5b3f80d7-5024-4479-913d-765d7be4989c", "metadata": {}, "source": [ "The 581 images of the testing dataset labelled as \"no-ship\" were accurately classified in 98 percent of the cases, whereas the ship images (219) were classified at the same accuracy. Overall it suggest that a simple CNN can learn well the differences between ship and no-ship in the California images." ] }, { "cell_type": "code", "execution_count": 24, "id": "28c95950-445d-4003-a655-232ee64ddfb3", "metadata": {}, "outputs": [], "source": [ "# save the model\n", "model.save(\"./model/CNNsimple_ship.h5\")" ] }, { "cell_type": "markdown", "id": "466e6088-a5f6-4d11-8aa6-a5de883f5022", "metadata": {}, "source": [ "#### **2.2 Predict ships in Lagos with simple CNN**" ] }, { "cell_type": "code", "execution_count": 25, "id": "7c00cac7-9c07-491f-8371-34908e7d8219", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(351, 3, 80, 80)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "portFeb_tiles.shape" ] }, { "cell_type": "code", "execution_count": 26, "id": "86127eed-5d13-4f1a-b9da-d41a286fbeb8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(351, 80, 80, 3)\n" ] } ], "source": [ "# reshape and transpose\n", "ports2 = portFeb_tiles.reshape([-1, 3, 80, 80]).transpose([0,2,3,1])\n", "print(ports2.shape)" ] }, { "cell_type": "code", "execution_count": 27, "id": "66194e82-2977-4c84-8632-62ef87efed24", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "11/11 [==============================] - 0s 28ms/step\n" ] } ], "source": [ "# predict using the simple CNN \n", "predictions1 = model.predict(ports2)" ] }, { "cell_type": "code", "execution_count": 28, "id": "20bf46e2-6cab-495b-b868-abb56e8a4511", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# number of predicted ships\n", "np.count_nonzero(predictions1 == 1)" ] }, { "cell_type": "code", "execution_count": 30, "id": "2548ba19-e197-40f7-9c72-2282e4701b56", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot distribution of predictions\n", "plt.plot(predictions1)" ] }, { "cell_type": "markdown", "id": "0c6675f9-347b-446e-84d6-71e61e8b46df", "metadata": {}, "source": [ "The prediction on the Sentinel images are rather poor. By eye I identified 6 ships in month February 2022, yet simple CNN trained algorithm predicts 1. " ] }, { "cell_type": "markdown", "id": "537e4aef-bf59-4cdb-8f35-1db19c11025a", "metadata": {}, "source": [ "#### **2.3 Update the simple CNN using Adam**" ] }, { "cell_type": "code", "execution_count": 32, "id": "8788c241-741b-47a5-a5fd-8c3ea6c7ab24", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deleting \"model\"\n", "Model: \"sequential_3\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " conv2d_9 (Conv2D) (None, 78, 78, 32) 896 \n", " \n", " max_pooling2d_7 (MaxPooling (None, 39, 39, 32) 0 \n", " 2D) \n", " \n", " conv2d_10 (Conv2D) (None, 37, 37, 64) 18496 \n", " \n", " max_pooling2d_8 (MaxPooling (None, 18, 18, 64) 0 \n", " 2D) \n", " \n", " conv2d_11 (Conv2D) (None, 16, 16, 64) 36928 \n", " \n", " max_pooling2d_9 (MaxPooling (None, 8, 8, 64) 0 \n", " 2D) \n", " \n", " dropout_1 (Dropout) (None, 8, 8, 64) 0 \n", " \n", " flatten_3 (Flatten) (None, 4096) 0 \n", " \n", " dense_6 (Dense) (None, 128) 524416 \n", " \n", " dense_7 (Dense) (None, 1) 129 \n", " \n", "=================================================================\n", "Total params: 580,865\n", "Trainable params: 580,865\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "# delete existing models\n", "if 'model' in globals():\n", " print('Deleting \"model\"')\n", " del model\n", " \n", "# initiate model and add layers\n", "model = models.Sequential()\n", "model.add(layers.Conv2D(32, (3, 3), activation='relu', input_shape=(80, 80, 3)))\n", "model.add(layers.MaxPooling2D((2, 2)))\n", "model.add(layers.Conv2D(64, (3, 3), activation='relu'))\n", "model.add(layers.MaxPooling2D((2, 2)))\n", "model.add(layers.Conv2D(64, (3, 3), activation='relu'))\n", "model.add(layers.MaxPooling2D((2, 2)))\n", "model.add(layers.Dropout(0.5))\n", "model.add(layers.Flatten())\n", "model.add(layers.Dense(128, activation='relu'))\n", "model.add(layers.Dense(1, activation='sigmoid')) # output layer that makes a single value prediction\n", "# output neuron will contain value from 0-1 where 0 for 'no-ship' and 1 'ship'\n", "\n", "# print summary of model\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 33, "id": "59bb858e-0390-458a-9a20-73c5b0376819", "metadata": {}, "outputs": [], "source": [ "# compile and train the model\n", "model.compile(optimizer=tf.optimizers.Adam(learning_rate=0.001), \n", " loss='binary_crossentropy', metrics=['accuracy'])" ] }, { "cell_type": "code", "execution_count": 34, "id": "729642e4-e250-4f40-980e-734bc7b8821e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-06-27 19:25:30.505276: W tensorflow/core/framework/cpu_allocator_impl.cc:82] Allocation of 245760000 exceeds 10% of free system memory.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "100/100 [==============================] - 14s 133ms/step - loss: 0.3650 - accuracy: 0.8516 - val_loss: 0.2176 - val_accuracy: 0.9075\n", "Epoch 2/10\n", "100/100 [==============================] - 14s 142ms/step - loss: 0.2023 - accuracy: 0.9184 - val_loss: 0.2128 - val_accuracy: 0.9062\n", "Epoch 3/10\n", "100/100 [==============================] - 16s 162ms/step - loss: 0.1572 - accuracy: 0.9334 - val_loss: 0.1419 - val_accuracy: 0.9262\n", "Epoch 4/10\n", "100/100 [==============================] - 14s 145ms/step - loss: 0.1130 - accuracy: 0.9566 - val_loss: 0.1356 - val_accuracy: 0.9413\n", "Epoch 5/10\n", "100/100 [==============================] - 15s 147ms/step - loss: 0.0916 - accuracy: 0.9663 - val_loss: 0.0776 - val_accuracy: 0.9825\n", "Epoch 6/10\n", "100/100 [==============================] - 17s 169ms/step - loss: 0.0601 - accuracy: 0.9803 - val_loss: 0.0607 - val_accuracy: 0.9812\n", "Epoch 7/10\n", "100/100 [==============================] - 16s 160ms/step - loss: 0.0505 - accuracy: 0.9850 - val_loss: 0.0491 - val_accuracy: 0.9862\n", "Epoch 8/10\n", "100/100 [==============================] - 15s 154ms/step - loss: 0.0434 - accuracy: 0.9859 - val_loss: 0.0554 - val_accuracy: 0.9887\n", "Epoch 9/10\n", "100/100 [==============================] - 15s 151ms/step - loss: 0.0265 - accuracy: 0.9906 - val_loss: 0.0557 - val_accuracy: 0.9875\n", "Epoch 10/10\n", "100/100 [==============================] - 16s 160ms/step - loss: 0.0313 - accuracy: 0.9878 - val_loss: 0.0537 - val_accuracy: 0.9887\n" ] } ], "source": [ "history = model.fit(train_images, train_labels, epochs=10, validation_data=(test_images, test_labels))" ] }, { "cell_type": "code", "execution_count": 35, "id": "346da620-e24d-4b72-be2e-af144098cc24", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25/25 - 1s - loss: 0.0537 - accuracy: 0.9887 - 1s/epoch - 54ms/step\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Evaluate\n", "plt.plot(history.history['accuracy'], label='accuracy')\n", "plt.plot(history.history['val_accuracy'], label = 'val_accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.ylim([0.5, 1])\n", "plt.legend(loc='lower right')\n", "\n", "test_loss, test_acc = model.evaluate(test_images, test_labels, verbose=2)" ] }, { "cell_type": "markdown", "id": "ac829889-5cb9-4e13-9076-fe356eec63da", "metadata": {}, "source": [ "The updated CNN using Adam as optimiser reaches a slightly higher test accuracy compared to the previous one." ] }, { "cell_type": "code", "execution_count": 44, "id": "63c85928-2431-427b-8726-aaa15b573ce6", "metadata": {}, "outputs": [], "source": [ "# save the model\n", "model.save(\"./model/CNNadam_ship.h5\")" ] }, { "cell_type": "markdown", "id": "aaf5a270-6c96-4d9f-b25b-6f293991d490", "metadata": {}, "source": [ "#### **2.4 Predict ships in Lagos with updated CNN**" ] }, { "cell_type": "code", "execution_count": 45, "id": "eb35a685-ade8-4ec7-8cda-e64282af9a73", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "11/11 [==============================] - 0s 39ms/step\n" ] } ], "source": [ "# predict using the simple CNN \n", "predictions2 = model.predict(ports2)" ] }, { "cell_type": "code", "execution_count": 46, "id": "bbdb4bc4-82b8-4e66-adb1-58488c59bac3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# share with higher than 50 percent prediction value to be a ship.\n", "np.count_nonzero(predictions2 == 1)" ] }, { "cell_type": "code", "execution_count": 47, "id": "337b4e80-ce7d-46a2-a662-45035f301c92", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot distribution of predictions\n", "plt.plot(predictions2)" ] }, { "cell_type": "markdown", "id": "7442ad3a-fa1d-4b64-b2e9-94a90ee6037e", "metadata": {}, "source": [ "The predictions for the Lagos port find now two ships compared to the earlier model." ] } ], "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }