{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "

TensorFlow

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Lesson 7

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Inception Model

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Flowchart
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Preparation and Pre-Processing
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Helper-Function for Classifying and Plotting Images
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Interpretation of Classification Scores
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Parrot Example
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Elon Musk Example
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Willy Wonka Example
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Summary
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Challenge
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***Original Tutorial by Magnus Erik Hvass Pedersen:***
https://github.com/Hvass-Labs/TensorFlow-Tutorials
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "OVERVIEW\n", "
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\n", "This tutorial shows how to use a pre-trained Deep Neural Network called Inception v3 for image classification.\n", "

\n", "The Inception v3 model takes weeks to train on a monster computer with 8 Tesla K40 GPUs and probably costing $30,000 so it is impossible to train it on an ordinary PC. We will instead download the pre-trained Inception model and use it to classify images.\n", "

\n", "The Inception v3 model has nearly 25 million parameters and uses 5 billion multiply-add operations for classifying a single image. On a modern PC without a GPU this can be done in a fraction of a second per image.\n", "

\n", "This tutorial hides the TensorFlow code so it may not require much experience with TensorFlow, although a basic understanding of TensorFlow from the previous tutorials might be helpful, especially if you want to study the implementation details in the `inception.py` file.\n", "
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[Click here to follow along with the video on YouTube](https://www.youtube.com/watch?v=ZG_hoLgNFNo&list=PL9Hr9sNUjfsmEu1ZniY0XpHSzl5uihcXZ&t=0s&index=10)
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[Extra Follow-Up Video](https://www.youtube.com/watch?v=USWiupfRcpE&list=PL9Hr9sNUjfsmEu1ZniY0XpHSzl5uihcXZ&t=0s&index=11)
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "FLOWCHART\n", "
\n", "\n", "The following chart shows how the data flows in the Inception v3 model, which is a Convolutional Neural Network with many layers and a complicated structure. The [research paper](http://arxiv.org/pdf/1512.00567v3.pdf) gives more details on how the Inception model is constructed and why it is designed that way. But the authors admit that they don't fully understand why it works.\n", "\n", "Note that the Inception model has two softmax-outputs. One is used during training of the neural network and the other is used for classifying images after training has finished, also known as inference.\n", "\n", "[Newer models](https://research.googleblog.com/2016/08/improving-inception-and-image.html) became available just last week, which are even more complicated than Inception v3 and achieve somewhat better classification accuracy.\n", "\n", "![Flowchart](data/images/07_inception_flowchart.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "PREPARATION AND PRE-PROCESSING\n", "
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Imports

" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Reasonable\\Anaconda3\\lib\\site-packages\\h5py\\__init__.py:34: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n", "import numpy as np\n", "import os\n", "import sys\n", "\n", "# Functions and classes for loading and using the Inception model.\n", "from data import inception" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This was developed using Python 3.5.2 (Anaconda) and TensorFlow version:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'1.6.0'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tf.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Download the Inception Model

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Inception model is downloaded from the internet. This is the default directory where you want to save the data-files. The directory will be created if it does not exist." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "inception.data_dir = 'data/inception/'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Download the data for the Inception model if it doesn't already exist in the directory. It is 85 MB." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading Inception v3 Model ...\n", "Data has apparently already been downloaded and unpacked.\n" ] } ], "source": [ "inception.maybe_download()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Load the Inception Model

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the Inception model so it is ready for classifying images." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "model = inception.Inception()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "HELPER-FUNCTION FOR CLASSIFYING AND PLOTTING IMAGES\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a simple wrapper-function for displaying the image, then classifying it using the Inception model and finally printing the classification scores." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def classify(image_path):\n", " # Display the image.\n", " display(Image(image_path))\n", "\n", " # Use the Inception model to classify the image.\n", " pred = model.classify(image_path=image_path)\n", "\n", " # Print the scores and names for the top-10 predictions.\n", " model.print_scores(pred=pred, k=10, only_first_name=True) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Panda

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This image of a panda is included in the Inception data-file. The Inception model is quite confident that this image shows a panda, with a classification score of about 89% and the next highest score being only about 0.8% for an indri, which is another exotic animal." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0a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\nGH//2Q==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "89.63% : giant panda\n", " 0.77% : indri\n", " 0.27% : lesser panda\n", " 0.14% : custard apple\n", " 0.10% : earthstar\n", " 0.08% : sea urchin\n", " 0.05% : forklift\n", " 0.05% : go-kart\n", " 0.04% : soccer ball\n", " 0.04% : sports car\n" ] } ], "source": [ "image_path = os.path.join(inception.data_dir, 'cropped_panda.jpg') # ../images/elon_musk.jpg -> for fun :D\n", "classify(image_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "INTERPRETATION OF CLASSIFICATION SCORES\n", "
\n", "\n", "The output of the Inception model is a so-called Softmax-function which was also used in the neural networks in the previous tutorials.\n", "\n", "The softmax-outputs are sometimes called probabilities because they are between zero and one, and they also sum to one - just like probabilities. But they are actually not probabilities in the traditional sense of the word, because they do not come from repeated experiments.\n", "\n", "It is perhaps better to call the output values of a neural network for classification scores or ranks, because they indicate how strongly the network believes that the input image is of each possible class.\n", "\n", "In the above example with the image of a panda, the Inception model gave a very high score of about 89% for the panda-class, and the scores for the remaining 999 possible classes were all below 1%. This means the Inception model was quite certain that the image showed a panda and the remaining scores below 1% should be regarded as noise. For example, the 8th highest score was 0.05% for a digital watch, but this is probably more due to the imprecise nature of neural networks rather than an indication that the image looked slightly like a digital watch.\n", "\n", "Sometimes the Inception model is confused about which class an image belongs to, so none of the scores are really high. Examples of this are shown below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "PARROT IMAGES\n", "
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Parrot (Original Image)

\n", "\n", "The Inception model is very confident (score about 97%) that this image shows a kind of parrot called a macaw." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/jpeg": 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as0Lo7WuER35rH1WHa+CYsd728W4tCMgkCqKVMJ9BYsJ8XxX2NNceLFp8h7Vl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "97.18% : macaw\n", " 0.07% : African grey\n", " 0.06% : toucan\n", " 0.05% : jacamar\n", " 0.04% : bee eater\n", " 0.03% : lorikeet\n", " 0.02% : sulphur-crested cockatoo\n", " 0.02% : jay\n", " 0.01% : kite\n", " 0.01% : indigo bunting\n" ] } ], "source": [ "classify(image_path= os.path.join(inception.data_dir, \"../images/parrot.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Parrot (Resized Image)

\n", "\n", "The Inception model works on input images that are 299 x 299 pixels in size. The above image of a parrot is actually 320 pixels wide and 785 pixels high, so it is resized automatically by the Inception model.\n", "\n", "We now want to see the image after it has been resized by the Inception model.\n", "\n", "First we have a helper-function for getting the resized image from inside the Inception model." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot_resized_image(image_path):\n", " # Get the resized image from the Inception model.\n", " resized_image = model.get_resized_image(image_path=image_path)\n", "\n", " # Plot the image.\n", " plt.imshow(resized_image, interpolation='nearest')\n", " \n", " # Ensure that the plot is shown.\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now plot the resized image of the parrot. This is the image that is actually input to the neural network of the Inception model. We can see that it has been squeezed so it is square, and the resolution has been reduced so the image has become more pixelated and grainy.\n", "\n", "In this case the image still clearly shows a parrot, but some images may become so distorted from this naive resizing that you may want to resize the images yourself before inputting them to the Inception model." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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nzH7asZ93fDl8xqwTyR9q3h09m/OOEAMuCF1sb+dHOOwTKWWud9sqUCqFcZjJ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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_resized_image(image_path= os.path.join(inception.data_dir, \"../images/parrot.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Parrot (Cropped Image, Top)

\n", "\n", "This image of the parrot has been cropped manually to 299 x 299 pixels and then input to the Inception model, which is still very confident (score about 97%) that it shows a parrot (macaw)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/jpeg": 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Ifq1OcdwBqVrO+Yp94itsBXXIDBUWVxmMn5j06/zakYins5L6NwucYWcx1I/6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "97.52% : macaw\n", " 0.09% : African grey\n", " 0.03% : sulphur-crested cockatoo\n", " 0.02% : toucan\n", " 0.02% : reflex camera\n", " 0.01% : comic book\n", " 0.01% : backpack\n", " 0.01% : bib\n", " 0.01% : vulture\n", " 0.01% : lens cap\n" ] } ], "source": [ "classify(image_path= os.path.join(inception.data_dir, \"../images/parrot_cropped1.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Parrot (Cropped Image, Middle)

\n", "\n", "This is another crop of the parrot image, this time showing its body without the head or tail. The Inception model is still very confident (score about 94%) that it shows a macaw parrot." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/jpeg": 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MNGUa5Cy9rrsCS9H5eq7KWI2WpAZzJ1oltOhi2MTcV/7JP6wyOpX2iW/uHzGy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "94.22% : macaw\n", " 0.76% : toucan\n", " 0.58% : African grey\n", " 0.11% : jacamar\n", " 0.10% : sulphur-crested cockatoo\n", " 0.10% : bee eater\n", " 0.09% : magpie\n", " 0.08% : jay\n", " 0.06% : lorikeet\n", " 0.04% : hornbill\n" ] } ], "source": [ "classify(image_path= os.path.join(inception.data_dir, \"../images/parrot_cropped2.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Parrot (Cropped Image, Bottom)

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This image has been cropped so it only shows the tail of the parrot. Now the Inception model is quite confused and thinks the image might show a jacamar (score about 26%) which is another exotic bird, or perhaps the image shows a grass-hopper (score about 10%).\n", "\n", "The Inception model also thinks the image might show a fountain-pen (score about 2%). But this is a very low score and should be interpreted as unreliable noise." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/jpeg": 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zqR4woWGsqixbrbCJSyUOnQVkr9Qivvj2jj1PnKaQBgn9rCYmflWVHLeihblM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\nwIxXRf8AkvwZoouW3J8pL70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KTMtfSQ2bf9/IfY2an0liYf5WZ2WdTL9IyFVoRLCjEzPU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "26.50% : jacamar\n", "10.56% : grasshopper\n", " 3.58% : chime\n", " 2.15% : bulbul\n", " 1.93% : fountain pen\n", " 1.64% : leafhopper\n", " 1.31% : kite\n", " 1.22% : cricket\n", " 1.09% : macaw\n", " 0.81% : bee eater\n" ] } ], "source": [ "classify(image_path= os.path.join(inception.data_dir, \"../images/parrot_cropped3.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Parrot (Padded Image)

\n", "\n", "The best way to input images to this Inception model, is to pad the image so it is square and then resize the image to 299 x 299 pixels, like this example of the parrot which is classified correctly with a score of about 97%." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/jpeg": 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TurwcLLqjV4hMFCLFms1P1Tss6n7TcD9ektZu8Myx4zNI9lFgsRsERKdtaluu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\nfFYqPCpilsRt/wBgv3A3ii1I0iulOYv+jj54JMFp214b+Ws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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "96.87% : macaw\n", " 0.06% : African grey\n", " 0.06% : toucan\n", " 0.05% : bee eater\n", " 0.04% : sulphur-crested cockatoo\n", " 0.03% : king penguin\n", " 0.03% : jacamar\n", " 0.03% : lorikeet\n", " 0.01% : kite\n", " 0.01% : anemone fish\n" ] } ], "source": [ "classify(image_path= os.path.join(inception.data_dir, \"../images/parrot_padded.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "ELON MUSK\n", "
\n", "\n", "

Elon Musk (299 x 299 pixels)

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This image shows the living legend and super-nerd-hero Elon Musk. But the Inception model is very confused about what the image shows, predicting that it maybe shows a sweatshirt (score about 17%) or an abaya (score about 16%). It also thinks the image might show a ping-pong ball (score about 3%) or a baseball (score about 2%). So the Inception model is confused and the classification scores are unreliable." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/jpeg": 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lRPieEYI5SdRCFCkYz7du6YJ2T/6vhtLYTz7aH0ceYQxEH0c02cOi\nbHguBBuObT02J5HaoqtXD5IVArbBRi4YF0K5aLtRIM+yJkNBQw+Fhl0Q/RO1v8SJzKnYBDDYd39j\nBNP/ACO65a4e8x3Gw80BFLsM/wDWJj5ha4ERkVvVhmhNGfkXXEuLIdNqW0V7eMGn8oq75IwsAz7O\n3/VdV3/C1uivJcZuM6lTMZzwtTN1E6pzqUcDg3z10ixR06DZ1McWO6tMkNcQ4qDzZEP8rxIETVK8\nM8TdgbElbzvaO1ROUNl0WQj9lhnky/zUyZnOTXUVSr+Q2NBdpePqvEZuxG8cPptny5ZxcNBiuZAg\nu07pueaJJmTzP3DD6DLUdLu48seSeSjwo1IrHkOn1+44aJKcniyPlDycViYfvGiTfU0TokRxe9xm\nXOufuOFH6xmNq2Q8lv8ASxDo8CK6IfW30+5OcRMQ2F3xRXxQ2eJcRU5obBUpqU1NBQnQ4LoXggsm\n43r5nixogwsGnEN4+gUOF/TIGKxmJ1TdFbvNl8k6HFY6HEbdrhIjYxcSW7utH1zGzbK6FUSqlXRW\npSqplRIjfeuGmGO/mPi4podIybqE5I+DC1unSI+y9q5rBzLeSxb3RGxZO0NeyxAoNgO5ve4/x/GQ\nQ2BJVQqiEEVRVyoMy1pnDhbo9eflthw26nuTYfhCIGi56rxY0ZsOHeSiOw74n2Wmljj22cLBNwyZ\n+Nf5zGxVbs8h3Wqc5KSHdTnVSmgHqYbVRIeDA8WUgXGS8ONHgQKTodZQ8PGwH9dQc3/df4jC/N3/\nAMqkbCv7anf7L/I/9ifBe5k2GRLXTHzVIi4p/DKu6O6/E/6ImBKGTeia52IiFzbHUmtiRXPa2wJ2\nYc7ahsDYtNcMshKUgjNs0UHSWktK1FTF1pmtMNpc/wCaibw9OakSplVXhwHaY0bdn0HPzoviQw50\nMBzSeWwNm4muSonSCmQpKalPJ5fx2A6r7VHInE3mtH4RyTYjnadVZqbYwd8VQ/FAvigIuYZw2jS3\nzdZ+CMZwrHdfsP8ApyJyGxKclrFVLUveE5VUsqZDxCHQ4nui1QsPCMjLQPRQMOOn7ZS1GXSfnSTI\nUO5Ia1QcNqnoEpqeXxQ2G6FvSsjJUeFQrcUypNMpoKiwWLfVkN5mP++iY2c26w0fNPkZtbujav5c\nAdJu+ibvTTUVPuhsd1v8PdGykHUWohyaf3VlVs1SiosYxo3ms8Rvwr+0/Kq46uypbyMNIy1u0H4q\nGO6ajkNgFwTvDNCp61qPVSQlZb1FdXytMJ+IwLHYjCEz0NE3Q/8Aj7lgmj/Wb+6aQ2dUNtoaUD+6\nbUKRU1NaWqauqzKlLLVHw8CI78z2AlGHDhww38gaJJxMJluTfPwT3W1S+YkpqmxPNulSV1u0UySh\nqps3UmtJVN1SiGabK7j5+GY25iNH1TWGqmjkNjVyQammS1WaCgCipz2bBezEzNWKht6Dz8NiCJth\nxA4oOZkdrfIBQ5jsgJo0zFc6rqtMipxalAtcB2UWVhT7g1zpeNBPhO/hEbczvIkMkp+EjnRCudVV\nqL9G96qTNDZdIbVinvcXOMVxJPr9wihriAWTXGT6oz2qqrAvdBf/xAApEAEAAgICAQQBBAMBAQAA\nAAABABEhMUFRYRBxgZGhIDCxwdHh8PFA/9oACAEBAAE/IXi1Ee/b0yr+kWrtP+TA9Ka5ua1Md/M9\nEHnELNxSbH2i/wDNAn6ZMB73lMCeiGYUEr1L8fSpegS4KHEvS6GcN0vEAmCc3CBUuUQZ2Oruaknc\nSL5qXaKQ2lz2k7LQXSDZq5W/wE1APuAZfiZNsccKYZkeMoNcxk1KYuybwyiZXqJwiQ16RZw3BqPQ\nfITOCuMDQ3mZCXEOVBOSCcMlO1+yPOn3lrSAtntMkWPNQG16GQ1ASUQMpUUleqfhBnEAZhMr5nhm\nCdKcqObUFxrlgPTazKBGRZElYjA3Dgj+f5l//uHLHMJK+xmuB7S3JfmV5awIRAwPRA9A8PpDos29\ny73UplHMAYeaQZiNM0NJONDMscFBoKS/u/RZUZD0jEYTjXMEtQ8IQr3+YJgPTQ8hHZJp52qc1jlK\nm5RLKoxaWsKx2yL2EGxUQAN4UfbLzd8CP8zxkg1GGyK9zkmLauJWNAEsida9Y0WD0PtUGveUil2o\niQ7785dK0jF9LitTDDA+JhUr08HiK2Qjw4GIW9ZrgEdDpFOZzl5YQBTzJcPjIOQeY/TlyMUCpi0T\nug+E0hA4gbqZIlFmFlgMWEJgUQVu4q1xCCr9CgY1iAjARuoYdShwQhNHmUuYBkJXo+JaKV5wlCd5\nf+LM3ZooBXi2N0+7Ae7PJ2gZrVJY8XDpoIrSjTUcOHX9JtkKzLmXgehFRB8iNwqhbH4Qo/3KtP7g\ncAv9iyxYbPi5yibhuY1kfjh2dKAN5nEQwrUDahLdIk3xsd6/1GM2oZNueb54nLoytcua7QsPZeo0\nwGlqvxcui0bL7otauG9Hvx8zZvJpbQ27fMYyQ6yk2k3LUDAXAUxMNJwgtmPtLZioPMcGbiW94Htj\npg2HX1CrDfQ2C6jqyRRHLRzpOpnTyrCmnKND4uMIa1hj+oEydNwIg56Q4NOiAwr7UBq7ILzVofiP\nZ4wGdH1/iBhMl+8sdoFlIOMBQy3ZFpGYZ1qAxhUwOJiSvHM055lNZxBnLUvlvGH1AXEMnlyjlMC9\nO6LxpyVTPhND8jEcgeGUV02c5/cGAf4bf2zHRU5lnpVKZSgK6NfUpgtnCrbHUtGtleTT+IeOdyYQ\nZ8zaL79aEY2MQbjtZsQ6MoM+kBT7hRa4aioVwTp9BYSxmeHEPFAIWIBl7e/SoAeBw8wTiPa/UT/i\njrpEaMkIpit+9yqQGVHLDsHMsufZtMLg3Ep5q0/idUNCDOXV8zLAfZGnAdk2s+5DP8ZvQSyHJ5j6\nhiW0mbFgl4TVcpYgVJHL3l2bkuIJBZSl0yYRdml9Iv03KVLgp8k4E1C8ysAecTlJtyNPDJ/EWoKK\n9Uy2wMYm9vvNmE04FfxEQR2WCvBz+HUpMJMIE2/94l+CRzhX4aw+8VURVbD5Y+DVHpJAwxMsQigw\nM4ahfVNSY2s3NgzrT4Zhz6AppqZQFQVthdn7gxp9zUjEAjMPhw27jMpj5XAXEI5D7gNunTF8/wDe\n8FXlea1zXTn6gatP+GJbp/SfJ8wfXK8rgSjLCVm9xB41Zv8AEMzGkVl5+JxT+YBs92bKs31YF0IB\nTxM6O3zHBiMFkpXUpXAkybwVObYvDLKsPEM8U1C75ajRI17QFBRSrSxiCfzBTPpNNsSnAYu6ABNa\nLAdE8ShAupUPcYJhj3bX/XKHr4E+cY+ODuWFPEpiqI7cf39xWiEupZyU78VyQmCRCGZ8sdQXKpiV\nUxYqWM57CQ9wUoqYsGT3hWR9Tj1e0qBOEmmYhh4hKCVxUcIH4/qmWIU7grEf3X+CG+loO7b3MF3C\nP2Hcu4icCI22IuQEuxxFlUpkx3ARldb7gZdtKauCm2Ygyj3CHnPKEFIEkBCjtLuLYF4G7jMScazi\nNmFtC7UBR1CUa0YxDOusTEoixBGSRW0iUL3HiPXiocCubK9sxzhwj7x/mMcDuV8Rs8JndOV7RGXU\npXb5jygeGx+Z2dxLS6+aKmTkv2hEBE4kwMxGwjftDhgMkKZTJVuD0FENxhaIFc22IYIvUnSRhxNu\noyhZRSGAoc0QfBFCwjygh6NR7sGfwckqhggPKDKGHpbx7nqXPhX/AIIYJpZucoRD/idffPooAqGm\nePZnXV3/AEnmoL4KMGYMQ0oKCXWxaQ1LEwGVGNjzKYtZgQjTEMMYOUvXo8mIxwKYjZMxEzIcpijX\nEzabjuriOWKwSz+Wx8JcAcNC+xr8o03QlZtzKRj0yxJTmLlUqL+Ytuqxx5Xnl/SLHNXB8xDvm+a8\nbDH66OKnSf3qOo5l1cTAR6BXMA3CUEPklemaPEvLGD0S6xMDEI+cMT5lDymeKArCNC/7T9+vmAd2\nnM8/41HKk2u31XsFxNis0CB/QHPEfX8A8jkTkjPhjOX/AGeZYPvKsTCIIFkVPj0BXxDHU0uNKAGW\nQRcvyjGW69IMBBCY9gtVez84+IjbOUtf1H6Vv2/TZ6a7hNjHBfQGszThZZoyTDzHhmE09AqDCChG\nNQg4gSCcYCkI1Zd9Qz33Wm/1m2rqAab/AGLmbJvHS4whYgAzYY4RXoly0POiCFS59KeGEcR6WBi4\n9JgzHcV+mA/F3LJ/ktO39rX62qFzfTcre4WncYjhx4mUd+NBZucwKjqhsrxikYCIlbgEE2lBmZXs\ncCoHv/8AEZhEH4B/P4m3FWehdcZqgu0Ucy/JXGASWxDbJKxz6qbJ9Qg0pM2CN7EiKdNa5+/3M1Py\nsF56PMxfgZGumqXeq83xGDpX1w9QItolI6A/IP8AUc8M3Tv0mergOZgwQvfmLabXLc1CyUlMZNhl\nWo94Cr8o6l4lJLMV0uLTZKaH3k8/G4ttv7Yl6zoLutXnm9RKBiJu3u4mMvTl2QJXcGsufR+hhIyn\nwf7IgogwysC0gVCqdJiPGzcyADMwy9eCjFs2nmPxaNZmKpva4lc076nezU36qjTyf91+2kZFARq6\nxrvyZg++TjxBcHlVGF4973+gQEKqHnJ+YIlw6X3MPbmLG9Dxlw8EpfZLOIPF5QyMC0lnaqiWeUpO\n9ZZiiOiM1jqVTB5l9ww6PP1Hrws/hD/MuyL0w+iNEr7mtniBP5nxf8e0QyaevOhuYnyKREAxy/8A\nqJdpX4ji2dkAuSjm6RldiLL8ssqBmWXObNhV+mg95A85hZVqXOUnvGseopFTMYzp8pmMQolROAxk\nsaanQG6gGLUbHOrltngxgGoSOLCslFXt/qLG1rnmY5yern/EGXWCA4Ll+9snfMP4+ZePpsXFi/1h\ncKNSNMf9n0yox5XAy8+kHDdmBFmuyM7TpL+IybFhIssmGCDxXMFwTIvpM8rM01O2nicEaLHC/uCJ\nU4pYOO6vAqCgVXE4rQ85ld5l77ftf3bbBx5s5fb9A/MV9Bga+YHs4QJzTUgKbU3PbbO2xMoL5I+i\n3CbFlXhuoluoUoubYmQx0jDkvHDk/E0a6jgFMrlWHxpBpswzLz+9EVdv7rGIC9jT5ZXRJ+Z5fuMe\nxGUgiMZrMzMqKDcJ8s9w/cL2jJ0uZeJcSxiVZXHp5jpxSaAvmVMxJbcnGLPyIDLF3rtLv/6M/SUE\nr5ljjT2i3+siMCF8Ns6muPVJPzUr1l8w43UycfxRccOJlM0rqvpiL07MCvF6lwVOCN4LupWhU5jo\n6pivlDgAHiYDMOYsjOjdu1fAfMvMW23L+sWhHD352ZmT5fqGoZlvGhdY/wA1GbdYy7pxK2oOOplI\niNXC1ZmM4w1CyjgWLPJ4iRk2YFdMVFp/hCr0QPEYNvua1WZSKKUjpjrBfBJOfI+e1KaZX75ubirP\ngCx6sFnEI9ViWNh1QjmWOYYylzProQ6zDzGQX11LIVKbplikVU4gbJcYbMQXaUov0EKN1UydP+zk\nmd1aO+sCx2AAv9/uT/yfyZQFKZSnQlxCXufZhPd6Ckpi1uU+/iViT4nODnB0S1DCXXcrhqvMC4IM\nyyQ1mdcEI80vM7lu50sHwfv6LufSIxfzL4WwtXvHilYogVncb1jAF3zMEMkfYcAG5T/MwJqBSjMY\nBx1Kt1CchGa+YluyfR4h9K+wjh7vv/z9+p0E8DmZcWUZFTDJTmpVXKIR01BTcD+7oo2IbiozBEd+\nUHoa9oqb45lxYSl6HPMcocS+VU1bbxDICviIrreZiQGcIQVWBXt/8FhbzlALfSfTDTgISkMMQV1i\nMEURKDcR0+LMyKOlxFR5Oo6HiEJRCW445J8yzUxYZialsJpXiXtD7x+YjDb+Lm3Kw2D5q43h07Vt\n6uf3bhiAdiV/LBHPvlxkZQFpgIAILGOZjC44sQm//9oADAMBAAIAAwAAABBAc0Ck9vU/JRlDjQss\nA55QmQTpoVRIvmAFx7I+DoPSzhNnIbRvdHKv/N+RayLTl5knDpRCXu4Y1a/ScwOhebk+0OiOy4w5\nQ4rWAbvAXZywtdZ8nmYfZO47q3rmMw0EzvRSr/Azjdc1jskvMQJ7lZYHHM+ZTYAOdScb1+RqwgNl\n0BRmW3lFNsq0hR3qHS+5ETTGuSM8XNnYEHLdYTCG+u8WcWWPdgahnmKTKZWHrhktDReikL+pFUgC\neCQiH6KSf3PHxCjpOevlzlYQs8YTW0KfS9BvGvSO7y4NVppo4/znCDoMfDAuQTaoiLOVt/wlAeuP\nwzeuBduZk9kxe3g4vcLb14i7se+gf/D20XvyoS5dkZFP16//APE6/v8AlwYEo0Ynywe//wD9b8e1\nKroXHapu86Hr/wD92q9/9RY8KrqOUt0H/wD/AH//AN//AHtAM2gJ7UAN/wD/AP8A/ep/t/c8KR9I\nZ4T/AP8A/wD/ADZf3hGXZXt/wgP/AP8A/wD9fL/oG/6QNYm+gIsZmM07f+tvLhyz3Rmk65jwHz//\nAPxV293By9Jg2C9//wD/AP8A9+jgu53DTco/OP8A/wD/AP8A5HpbNPJ1j4z7P/yz/wD/AIlmMNfG\n+Tb0vp//APwl/wD8SoMxIxkiINJk/wD/AP8A/wD/AOEetKPmtWT/APuO/wD/AP8A/wD/AKlgF8lD\nFta0m/8A/wD/AP8A/wDqMXUfJBhKAFP/AP8A/wD/AP8A/YKX9XYvlNAsH/8A/wD/AP8A/wDGVvCT\n0UCathfz/wD/AP8A/wD3Clu3P//EACcRAQEBAAMAAgIBBAMBAQAAAAEAERAhMUFRIGEwQHGBobHB\n0ZHw/9oACAEDAQE/EM4yyySzjv6sWx5y1yB+Gd8fOydzCfE+Xrks43PZCf1sfVp+HvPVvA2z+DdI\nLJOXLqUy9cnPXgF8cOWcOi2275zbM5zjLM4eNsSZ57xe98ZHJ1TZdW28ZzvBx183V1yt+5vaWWW1\nlbbZEI8re89yb+8nem2238BtpDyvDbZB1Izx/wDkDxx1OWE67kbVkw+nG8Dy+XrnVjd3c7eW22y2\ntra2rcAY+8aCEW951lZmPZ5OX1M8bM7WzxlhY4Z++O3zg0esLodkfcJJbztrba27bEXePS2WJNl2\n79F3dZrJtbW1atcmbMZerZp/i6MfST5e/KTufqcGaseGrGJ6/LLbbqy/ay850tOM4YxbrbqEfbI6\n9idrAfok1JttZw0thtIbS7fh8c9l3dWnFicyBJGevAC36jXjAbo38wZfMWyUN3MmfLz1BZyxwRy4\ntG64PL7TDYx+72TYcnaysiCT5JpL3qK6kGXX+7uCz21f32/u3Iz+67sxbweW3sIDjbbbbbIkEYct\nfO7TUX9l24sO3RbqtvjqR692PrhLXaz3+IXTQRP0/wD7qSPsfZY/MGMdWtt0piyPwc9cejpebfk1\n+VH3RzdmQbDMNtjOiX4tBfEoEaFvdiD7L1W+yOexEb0H+4Xy32Q/EA5DC89RHZy26W4Z69wb0xvo\nnWFgdxb0QPMgw29svsK3dgSW70lfLb3dMx76/wCYyC4htCYB5Y/dj92N3Y2Whjy+ePi3OcGVKOsC\nGPZfDXTwsfU4wEhW2NYjh9gdYjNB8RhISOintp+EmY7ICZKw9kPi8GT6Lu1ttbF8xb8cZvD7tz8F\nzz4hvO3bCA6LAy8W0sJ2r5lU6hMqh0Zwrtvgvc/5hx04CeBuC+ODzkeCfMM2G7cbPI5Dt9Lepttn\ns4f3iQbAmMh+WORvpjgVaX7QpL3bF8xJz8Tblq19R21IljAtjAt6n52dT+uW/EHq08lzvqzO7pY8\nQrOP935J9RHoj3jM53Z+FonPslhZBIYnZd7ze7vY6Mu/gVivWbXn4L8R+G4j8S97D1w62zbDPB2X\njg1un8gZ+OgxHnJDC8S7SW3neAy365PPzWGyX0/gyAZsQ9TyTIzq3i/gkRz0Ov6ICh+4s62Y4+eG\n3UMbLLIJLGIHD6/0QUv0RHkvfIcHv8HvL+47jUgHAZT+QvXRYpLEVjykOphV9iDrg/GTZrNs4jXG\nQJeAZJ1LH8iBGp5B0H/gsux5928/45Y4L9x1fE8ESds1jrasdXrYL0h27Mt2DDuW/wAYwHcAtmS/\nAH3MRH8CjggjyT8WpCvkhjuQkI3iCS66iQtO0wk/Bfqf7/8AL6E/3/5fuJG9JHyww1IX5gHO18LC\n3ur/AAS7qowNM/F7cjnUdRMceQM864BDJWNQPRdYkJ3Iss4ISDeRy0NLW6IM/oH/AG2IHCaZAP4F\nyax1+Lv+IDeEYu2SjjBevD8mO7ZRfuN3/YlA7vjOxCNVoo9H8rVj/Mr+2OQiYgeDIXsGxHzg2dWJ\nLw0TLxHX+bJ9/LJHrx1Ztq/ygNZNPkxn15FoQcPt3kcJACzTWd3X3aLRiBebzDSdb4d2EfBy6L6/\nnB3WzXWWr6f+pg7/AAP3y3lknSOvdreod6nSKORLiR7t5vD338w1y7y9zm9fmzvxDJ+485MRJENY\nb6nb2Qru4QnaH0nAN3bdBPX9C+XqBaC+I4fwY4SjcxhgTbqh5b40qeSxP4HAFT+fC7tXkOx5x8QB\nz6ng3xMYbdsZWE+QQRXy7exP7v8AOhx8yjGGWcZZZxvxLIzjIISsbPruW3pLl3KkvS2Q/nWIspsd\nz5bkd/gT7QcdjH2xmyDZ9TPswPWIuQWkaIDZ6/6AuxJ1DBxhZkx3F7lDhDqBs9ZeoG8Jks8p6owx\n2RxB/Qe7yVYiOfUpv//EACkRAQEBAAMAAgECBQUBAAAAAAEAERAhMSBBUTBhQHGRodGBscHw8eH/\n2gAIAQIBAT8Qgsst5MbH5kD4bwQxcbycaSyw3cg2Z5DrbYzx1Y2N38O47j85BdcF18n5dxeOHb4n\nuVxaSbdtMvk3YlqS7x+3GfDPhjZ8BnFGT3CznLCwtRcyHJly3h+JdWlj4nB8DkZchZ8IcO3w7WbM\njgtvDKl6giODjq6ttt5k/Gc5McUzjqz55thF3jxIcb+jDqeuDwHO2rGxLv4bya28onwu/shX0LLP\nlufD4n4hiwsJO7Gd8SLHBNiRxXL+76ju1H2vYQDvPwe7CXt7h6bbbbq2294d4kn2Y43vkyxyLtSp\nUjxtsOweQQDOk171A6Ex915HTdpn23KlWrGxseL6m9cDx7YcFED+44AybXhUsX3fhYUHtvn4SekG\nezy0Za2FHd4zLXFxZZIQ7jomXuYb2GznhkQLLLyXXhad862Y2+YySAwPJvA2Jy/ahfZB/FtPwvOy\nDY6ZdTepY41k7ZwxsssZJf1bgzjXhIGXZdunAxh0W6gP3DxLe/fYT6jLyE+pn1MQMEtCfZdTKY+E\nYtLYThDfOB+HH+ro2Q+pDIP3fYsM/cEvdCI2p75BpZSPbBP2/wBpJl1FNDd+Pvd5nYzHHbg2pXAS\nLuGyuo09kHe2PFrnknfID0WL5fy3VpGPZvtwdHv7SI9z5dktk4cLTbh25xl98X48JYWk7kecMv7t\noKU6td1iQBsKyXgxOrw71s9el4UkdkexivkKapQz7HiZ4DV0J5evh5tbY7+efSN6kGbdm7PFi+7t\nCAMFMXRbs6cYN/lOfT/R/wAchgpMzm7l9xd/G3Jmwfj3wnVhZ3zsOSvsLBKJ81LudHUXTHb+xzY/\nNJ7BkkF98GXfw6kpIRBGoEgssJwLG5HaAy6sul467BbdGG3g6MfyLuBEAeeHwJBMYjoxnYT3j18B\n6s2LYbXhrbazncPbxl3t5Hl2fZgzlXR3eOWPc4e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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "16.63% : sweatshirt\n", "16.45% : abaya\n", " 4.62% : suit\n", " 3.40% : ping-pong ball\n", " 2.89% : trench coat\n", " 2.37% : baseball\n", " 2.31% : cellular telephone\n", " 1.99% : jersey\n", " 1.42% : water bottle\n", " 1.34% : dumbbell\n" ] } ], "source": [ "classify(image_path= os.path.join(inception.data_dir, \"../images/elon_musk.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Elon Musk (100 x 100 pixels)

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we instead use a 100 x 100 pixels image of Elon Musk, then the Inception model thinks it might show a sweatshirt (score about 22%) or a cowboy boot (score about 14%). So now the Inception model has somewhat different predictions but it is still very confused." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "21.65% : sweatshirt\n", "14.51% : cowboy boot\n", " 9.11% : abaya\n", " 8.70% : balance beam\n", " 5.92% : suit\n", " 5.65% : Loafer\n", " 3.66% : trench coat\n", " 1.75% : maillot\n", " 1.44% : jersey\n", " 1.44% : unicycle\n" ] } ], "source": [ "classify(image_path= os.path.join(inception.data_dir, \"../images/elon_musk_100x100.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Inception model automatically upscales this image from 100 x 100 to 299 x 299 pixels, which is shown here. Note how pixelated and grainy it really is, although a human can easily see that this is a picture of a man with crossed arms." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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9x9e9YINVE2JsOqT3fzAz3LLkTcp2A5DOq7ICkaH83We5L7nFlgSqRJpyBnZM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\nR0GhMlM1Mc961dK2jrYRNmvDMFhSaugHVIKw4GFEpIjsqBOoa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_resized_image(image_path= os.path.join(inception.data_dir, \"../images/elon_musk_100x100.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "WILLY WONKA\n", "
\n", "\n", "

Willy Wonka (Gene Wilder)

\n", "\n", "This image shows the actor Gene Wilder portraying Willy Wonka in the 1971 version of the movie. The Inception model is very confident that the image shows a bow tie (score about 98%), which is true but a human would probably say this image shows a person.\n", "\n", "The reason might be that the Inception model was trained on images of people with bow-ties that were classified as a bow-tie rather than a person. So maybe the problem is that the class-name should be \"person with bow-tie\" instead of just \"bow-tie\"." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/jpeg": 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um8+0qo22mC83i0+ju52DEVsvmLGZtVsWWW6bISgLGZRyeIANR1hZ4gYEUosr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ST2nNAOHRhHhx9BR1kEugwvmImMlklwaGgpQBLwcxBgotJEhNMN3+P/AA6vD6ZBo5pn2wJplEwi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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "97.98% : bow tie\n", " 0.63% : cowboy hat\n", " 0.14% : sombrero\n", " 0.07% : suit\n", " 0.05% : bolo tie\n", " 0.04% : Windsor tie\n", " 0.03% : cornet\n", " 0.02% : flute\n", " 0.02% : banjo\n", " 0.01% : revolver\n" ] } ], "source": [ "classify(image_path= os.path.join(inception.data_dir, \"../images/willy_wonka_old.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Willy Wonka (Johnny Depp)

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This image shows the actor Johnny Depp portraying Willy Wonka in the 2005 version of the movie. The Inception model thinks that this image shows \"sunglasses\" (score about 34%) or \"sunglass\" (score about 18%). Actually, the full name of the first class is \"sunglasses, dark glasses, shades\". For some reason the Inception model has been trained to recognize two very similar classes for sunglasses. Once again, it is correct that the image shows sunglasses, but a human would probably have said that this image shows a person." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/jpeg": 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QNpZDgcDQxoY/A5MbqBPKIFLWQTPUQ/UlmPfLMe75DcokKxrqQurjs9T4iyY6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\ntOwsQD4EaH6hkWLNnDsDzE+WNUcLoJaFUzAw3dXz1fEMvmxAO0Yp4ad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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "34.47% : sunglasses\n", "18.10% : sunglass\n", " 1.29% : velvet\n", " 0.95% : wig\n", " 0.85% : cowboy hat\n", " 0.72% : sombrero\n", " 0.64% : seat belt\n", " 0.50% : jean\n", " 0.44% : stole\n", " 0.41% : poncho\n" ] } ], "source": [ "classify(image_path= os.path.join(inception.data_dir, \"../images/willy_wonka_new.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Close TensorFlow Session via Model

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now done using TensorFlow, so we close the session to release its resources. Note that the TensorFlow-session is inside the model-object, so we close the session through that object." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# This can be commented out in case you want to modify and experiment\n", "# with the Notebook without having to restart it.\n", "model.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "SUMMARY\n", "
\n", "\n", "This tutorial showed how to use the pre-trained Inception v3 model. It takes several weeks for a monster-computer to train the Inception model, but we can just download the finished model from the internet and use it on a normal PC for classifying images.\n", "\n", "Unfortunately, the Inception model appears to have problems recognizing people. This may be due to the training-set that was used. Newer versions of the Inception model have already been released, but they are probably also trained on the same data-set and may therefore also have problems recognizing people. Future models will hopefully be trained to recognize common objects such as people.\n", "\n", "In this tutorial we have hidden the TensorFlow implementation in the `inception.py` file because it is a bit messy and we may want to re-use it in future tutorials. Hopefully the TensorFlow developers will standardize and simplify the API for loading these pre-trained models more easily, so that anyone can use a powerful image classifier with just a few lines of code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "CHALLENGE\n", "
\n", "\n", "These are a few suggestions for exercises that may help improve your skills with TensorFlow. It is important to get hands-on experience with TensorFlow in order to learn how to use it properly.\n", "\n", "You may want to backup this Notebook and the other files before making any changes.\n", "\n", "* Use your own images, or images you find on the internet.\n", "* Crop, resize and distort the images to see how it affects the classification accuracy.\n", "* Add print-statements to various places in the code to see what data is being passed around in the code. You can also run and debug the `inception.py` file directly.\n", "* Try and use one of the [newer models](https://research.googleblog.com/2016/08/improving-inception-and-image.html) that were just released. These are loaded in a different way than the Inception v3 model and may be more challenging to implement.\n", "* Explain to a friend how the program works." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "LICENSE (MIT)\n", "
\n", "\n", "Copyright (c) 2016 by [Magnus Erik Hvass Pedersen](http://www.hvass-labs.org/)\n", "\n", "Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the \"Software\"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:\n", "\n", "The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.\n", "\n", "THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 1 }