{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Image Recognition Using Keras-ResNet50\n", "\n", "## About this project\n", "We're going to use a pretrained model included in Keras to do image recognition.\n", "Keras comes with several image recognition models including\n", "* VGG (Visual Geometry Group at the University of Oxford)\n", "* ResNet50 (MS research)\n", "* Inception-v3 (Google)\n", "* Xception (Keras)\n", "\n", "We'll use the ResNet50 in this project. This paper describes ResNets.\n", "Check out this link for details on the model and ResNets in general. \n", "\n", "We have a few images to pick from to see how well the image classifier performs \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import and set up model" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "import numpy as np\n", "# from tensorflow.keras import backend\n", "from keras.preprocessing import image\n", "from tensorflow.keras.applications import resnet50 # " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(224, 224, 3)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Load in the sample image we want to predict\n", "imgloc='shark.jpg'\n", "\n", "img =image.load_img(imgloc) #Load in the image\n", "\n", "print(shape(img))#Size of image\n", "\n", "#Look at loaded image\n", "plt.figure()\n", "plt.imshow(img) \n", "plt.title('Original')\n", "plt.show() # display it\n", "\n", "\n", "\n", "#Because the image is too big we need to downsample it in order to \n", "#pass it to Keras. Keras needs imagesize to be matched to \n", "#the number of input nodes in the model in this case 224x224 pxls \n", "\n", "imgName = imgloc#'bay.jpg'\n", "#Re- Load in the sample image we want to predict\n", "img =image.load_img(imgName, target_size=(224,224)) #Load in the image and resize\n", "\n", "\n", "print(shape(img))#Size of image\n", "\n", "#Look at loaded image\n", "plt.figure()\n", "plt.imshow(img) \n", "plt.title('Downsampled')\n", "plt.show() # display it\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### More Preprocessing steps" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#Convert image to array (flatten)\n", "x=image.img_to_array(img)\n", "\n", "#The neural network is actually expecting (a list) more than 1 image so we will trick it\n", "#Add a 4th dimension to the array\n", "\n", "x= np.expand_dims(x,axis=0)\n", "\n", "#Normalize data to 0-1 instead of 0-255\n", "x=resnet50.preprocess_input(x)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Run neural network and make prediction" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-hammerhead: 65.850562 % likelihood\n", "-great_white_shark: 21.884859 % likelihood\n", "-tiger_shark: 12.248133 % likelihood\n", "-electric_ray: 0.006338 % likelihood\n", "-albatross: 0.002689 % likelihood\n", "-sturgeon: 0.002292 % likelihood\n", "-stingray: 0.001961 % likelihood\n", "-killer_whale: 0.001225 % likelihood\n", "-grey_whale: 0.000721 % likelihood\n", "-loggerhead: 0.000335 % likelihood\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Now we run the normalized data through the network and predict\n", "predictions =model.predict(x)\n", "\n", "#We will get back a predictions object with 1000 element array. \n", "#Each element reps a probability that the input matches each of the 1000 objects \n", "#that the network was trained on.\n", "\n", "#Here we use a function to tell us the names of the objects that \n", "#the network predicted. We only want to top 10 so we ask for ony 10\n", "\n", "prediction_classes =resnet50.decode_predictions(predictions, top=10)\n", "\n", "#Print out all the predictions\n", "for imagenet_id, name, likelihood in prediction_classes[0]:\n", " print(\"-{}: {:2f} % likelihood\".format(name, likelihood*100))\n", " \n", "#Look at loaded image\n", "plt.figure()\n", "plt.imshow(img) \n", "plt.title('Downsampled')\n", "plt.show() # display it" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Put it all into a function!" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def imgClasser(locc):\n", " imgName = locc\n", " #Re- Load in the sample image we want to predict\n", " img =image.load_img(imgName, target_size=(224,224)) #Load in the image and resize\n", " \n", " #Convert image to array (flatten)\n", " x=image.img_to_array(img)\n", "\n", " #The neural network is actually expecting (a list) more than 1 image so we will trick it\n", " #Add a 4th dimension to the array\n", "\n", " x= np.expand_dims(x,axis=0)\n", "\n", " #Normalize data to 0-1 instead of 0-255\n", " x=resnet50.preprocess_input(x)\n", " \n", " \n", " #Now we run the normalized data through the network and predict\n", " predictions =model.predict(x)\n", "\n", " #We will get back a predictions object with 1000 element array. \n", " #Each element reps a probability that the input matches each of the 1000 objects \n", " #that the network was trained on.\n", "\n", " #Here we use a function to tell us the names of the objects that \n", " #the network predicted. We only want to top 10 so we ask for ony 10\n", "\n", " prediction_classes =resnet50.decode_predictions(predictions, top=10)\n", "\n", " #Print out all the predictions\n", " for imagenet_id, name, likelihood in prediction_classes[0]:\n", " print(\"-{}: {:2f} % likelihood\".format(name, likelihood*100))\n", " #Look at loaded image\n", " plt.figure()\n", " plt.imshow(img) \n", " plt.title('Downsampled')\n", " plt.show() # display it\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Classify Image\n", "\n", "Finally, we use the model to identify an object in a new image. We pass the image to the model and print the top 10 most likely objects that the model thinks it is. " ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-cheeseburger: 99.906200 % likelihood\n", "-bagel: 0.070201 % likelihood\n", "-hotdog: 0.012809 % likelihood\n", "-bakery: 0.003466 % likelihood\n", "-plate: 0.002827 % likelihood\n", "-French_loaf: 0.002641 % likelihood\n", "-chocolate_sauce: 0.000375 % likelihood\n", "-ice_cream: 0.000308 % likelihood\n", "-guacamole: 0.000269 % likelihood\n", "-meat_loaf: 0.000222 % likelihood\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imgClasser('burger.jpg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the model is able to successfully identify the image as containing a **cheeseburger** with a **99.9% liklihood**! " ] } ], "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": "3.6.1" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }