{"nbformat":4,"nbformat_minor":0,"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":"3.5.1"},"colab":{"provenance":[{"file_id":"https://github.com/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.14-Image-Features.ipynb","timestamp":1603716458132}]}},"cells":[{"cell_type":"markdown","metadata":{"id":"BZyftuuR8pNw"},"source":["# Feature Extraction from Images\n","\n","## A Face Detection Pipeline"]},{"cell_type":"markdown","metadata":{"id":"kFr8Dypb8pNx"},"source":["\n","One interesting and compelling application of machine learning is to images, and we have already seen a few examples of this where pixel-level features are used for classification.\n","In the real world, data is rarely so uniform and simple pixels will not be suitable: this has led to a large literature on *feature extraction* methods for image data (see [Feature Engineering](05.04-Feature-Engineering.ipynb)).\n","\n","We will take a look at one such feature extraction technique, the [Histogram of Oriented Gradients](https://en.wikipedia.org/wiki/Histogram_of_oriented_gradients) (HOG), which transforms image pixels into a vector representation that is sensitive to broadly informative image features regardless of confounding factors like illumination.\n","We will use these features to develop a simple face detection pipeline, using machine learning algorithms and concepts we've seen throughout this chapter. \n","\n","We begin with the standard imports:"]},{"cell_type":"code","metadata":{"id":"DP_iS1rH8pNx"},"source":["%matplotlib inline\n","import matplotlib.pyplot as plt\n","import seaborn as sns; sns.set()\n","import numpy as np"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"sbUp5gYH8pN1"},"source":["## HOG Features\n","\n","The Histogram of Gradients is a straightforward feature extraction procedure that was developed in the context of identifying pedestrians within images.\n","HOG involves the following steps:\n","\n","1. Optionally pre-normalize images. This leads to features that resist dependence on variations in illumination.\n","2. Convolve the image with two filters that are sensitive to horizontal and vertical brightness gradients. These capture edge, contour, and texture information.\n","3. Subdivide the image into cells of a predetermined size, and compute a histogram of the gradient orientations within each cell.\n","4. Normalize the histograms in each cell by comparing to the block of neighboring cells. This further suppresses the effect of illumination across the image.\n","5. Construct a one-dimensional feature vector from the information in each cell.\n","\n","Gradients. Υπολογισμός μεγέθους και κατεύθυνσης\n","\n","![](https://www.learnopencv.com/wp-content/uploads/2016/12/hog-cell-gradients.png)\n","\n","\n","Πυρήνες. O πρώτος με συνέλιξη ανιχνεύει κατακόρυφες αλλαγές στην παράγωγο της φωτεινότητας της εικόνας και ο δεύτεροες οριζόντιες.\n","\n","![](https://homepages.inf.ed.ac.uk/rbf/HIPR2/figs/sobmasks.gif)\n","\n","Η πράξη της συνέλιξης\n","\n","![](https://indoml.files.wordpress.com/2018/03/convolution-operation-24.png?w=726&h=307)\n","\n","Συνολικά η διαδικασία εξαγωγής HOG descriptors\n","\n","![](https://lh3.googleusercontent.com/proxy/lG5v3BhPYytZQ1MPhZGW25nzpSIH6A_gJMsojO3Gn7smw0OIE4HhVyQ5I3kjRN5U7NhBQQIQRUDC4JkFdZ8-hP1J-ekZ3HloNuedkkgmmxKPt0agTmFzMPM)\n","\n","\n","A fast HOG extractor is built into the Scikit-Image project, and we can try it out relatively quickly and visualize the oriented gradients within each cell:"]},{"cell_type":"code","metadata":{"id":"Ovu1a6OY8pN1","colab":{"base_uri":"https://localhost:8080/","height":249},"executionInfo":{"status":"ok","timestamp":1639469577918,"user_tz":-120,"elapsed":1297,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"a4b0db17-a13d-4881-e08f-2baa6e8b57dd"},"source":["from skimage import data, color, feature\n","import skimage.data\n","\n","image = color.rgb2gray(data.chelsea())\n","hog_vec, hog_vis = feature.hog(image, visualize=True)\n","\n","fig, ax = plt.subplots(1, 2, figsize=(12, 6),\n"," subplot_kw=dict(xticks=[], yticks=[]))\n","ax[0].imshow(image, cmap='gray')\n","ax[0].set_title('input image')\n","\n","ax[1].imshow(hog_vis)\n","ax[1].set_title('visualization of HOG features');"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"5Pf5ide28pN5"},"source":["## HOG in Action: A Simple Face Detector\n","\n","Using these HOG features, we can build up a simple facial detection algorithm with any Scikit-Learn estimator; here we will use a linear support vector machine (refer back to [In-Depth: Support Vector Machines](05.07-Support-Vector-Machines.ipynb) if you need a refresher on this).\n","The steps are as follows:\n","\n","1. Obtain a set of image thumbnails of faces to constitute \"positive\" training samples.\n","2. Obtain a set of image thumbnails of non-faces to constitute \"negative\" training samples.\n","3. Extract HOG features from these training samples.\n","4. Train a linear SVM classifier on these samples.\n","5. For an \"unknown\" image, pass a sliding window across the image, using the model to evaluate whether that window contains a face or not.\n","6. If detections overlap, combine them into a single window.\n","\n","Let's go through these steps and try it out:"]},{"cell_type":"markdown","metadata":{"id":"sGcLbyCi8pN5"},"source":["### 1. Obtain a set of positive training samples\n","\n","Let's start by finding some positive training samples that show a variety of faces.\n","We have one easy set of data to work with—the Labeled Faces in the Wild dataset, which can be downloaded by Scikit-Learn:"]},{"cell_type":"code","metadata":{"id":"k99leQxs8pN8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1639469841732,"user_tz":-120,"elapsed":74941,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"6b798ce7-518b-4730-e654-ec18a425fe74"},"source":["from sklearn.datasets import fetch_lfw_people\n","faces = fetch_lfw_people()\n","positive_patches = faces.images\n","positive_patches.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(13233, 62, 47)"]},"metadata":{},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"a2-b-0Ru8pN_"},"source":["This gives us a sample of 13,000 face images to use for training."]},{"cell_type":"markdown","metadata":{"id":"5IX0FmCE8pN_"},"source":["### 2. Obtain a set of negative training samples\n","\n","Next we need a set of similarly sized thumbnails which *do not* have a face in them.\n","One way to do this is to take any corpus of input images, and extract thumbnails from them at a variety of scales.\n","Here we can use some of the images shipped with Scikit-Image, along with Scikit-Learn's ``PatchExtractor``:"]},{"cell_type":"code","metadata":{"id":"zNOCu7vR8pOA","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1639469846368,"user_tz":-120,"elapsed":304,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"47b9cbff-9abd-4d60-a31e-5bb0ae9a3925"},"source":["from skimage import data, transform\n","\n","imgs_to_use = ['camera', 'text', 'coins', 'moon',\n"," 'page', 'clock', 'immunohistochemistry',\n"," 'chelsea', 'coffee', 'hubble_deep_field']\n","images = [color.rgb2gray(getattr(data, name)())\n"," for name in imgs_to_use]"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:7: FutureWarning: The behavior of rgb2gray will change in scikit-image 0.19. Currently, rgb2gray allows 2D grayscale image to be passed as inputs and leaves them unmodified as outputs. Starting from version 0.19, 2D arrays will be treated as 1D images with 3 channels.\n"," import sys\n"]}]},{"cell_type":"code","metadata":{"id":"nk7VLSXY8pOC","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1639469888909,"user_tz":-120,"elapsed":29990,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"06a8539f-2bdb-4d09-8ec8-316b21fb2d11"},"source":["from sklearn.feature_extraction.image import PatchExtractor\n","\n","def extract_patches(img, N, scale=1.0, patch_size=positive_patches[0].shape):\n"," extracted_patch_size = tuple((scale * np.array(patch_size)).astype(int))\n"," extractor = PatchExtractor(patch_size=extracted_patch_size,\n"," max_patches=N, random_state=0)\n"," patches = extractor.transform(img[np.newaxis])\n"," if scale != 1:\n"," patches = np.array([transform.resize(patch, patch_size)\n"," for patch in patches])\n"," return patches\n","\n","negative_patches = np.vstack([extract_patches(im, 1000, scale)\n"," for im in images for scale in [0.5, 1.0, 2.0]])\n","negative_patches.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(30000, 62, 47)"]},"metadata":{},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"9jy_awMM8pOF"},"source":["We now have 30,000 suitable image patches which do not contain faces.\n","Let's take a look at a few of them to get an idea of what they look like:"]},{"cell_type":"code","metadata":{"id":"mmieY-Fl8pOG","colab":{"base_uri":"https://localhost:8080/","height":248},"executionInfo":{"status":"ok","timestamp":1639469901338,"user_tz":-120,"elapsed":9636,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"e35d701d-e316-405b-fb74-f32bcf3fe853"},"source":["fig, ax = plt.subplots(6, 10)\n","for i, axi in enumerate(ax.flat):\n"," axi.imshow(negative_patches[500 * i], cmap='gray')\n"," axi.axis('off')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"2Jw2MmQC8pOI"},"source":["Our hope is that these would sufficiently cover the space of \"non-faces\" that our algorithm is likely to see."]},{"cell_type":"markdown","metadata":{"id":"QnuXWCqH8pOJ"},"source":["### 3. Combine sets and extract HOG features\n","\n","Now that we have these positive samples and negative samples, we can combine them and compute HOG features.\n","This step takes a little while, because the HOG features involve a nontrivial computation for each image:"]},{"cell_type":"code","metadata":{"id":"8xI_yZfB8pOJ"},"source":["from itertools import chain\n","X_train = np.array([feature.hog(im)\n"," for im in chain(positive_patches,\n"," negative_patches)])\n","y_train = np.zeros(X_train.shape[0])\n","y_train[:positive_patches.shape[0]] = 1"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"odh-nwPC8pOM","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1639470006023,"user_tz":-120,"elapsed":288,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"2c9887d3-4426-4079-89cf-0d45deb412da"},"source":["X_train.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(43233, 1215)"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","metadata":{"id":"QGyBAX8-BOCM","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1639470008878,"user_tz":-120,"elapsed":26,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"1372221a-f648-4b04-a817-42d83e8a8a72"},"source":["X_train[0]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.25548458, 0.29600387, 0.07282983, ..., 0.03964323, 0.04323808,\n"," 0.08991418])"]},"metadata":{},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"gHpP2MJV8pOO"},"source":["We are left with 43,000 training samples in 1,215 dimensions, and we now have our data in a form that we can feed into Scikit-Learn!"]},{"cell_type":"markdown","metadata":{"id":"JcwGzJNd8pOO"},"source":["### 4. Training a support vector machine\n","\n","Next we use the tools we have been exploring in this chapter to create a classifier of thumbnail patches.\n","For such a high-dimensional binary classification task, a Linear support vector machine is a good choice.\n","We will use Scikit-Learn's ``LinearSVC``, because in comparison to ``SVC`` it often has better scaling for large number of samples.\n"]},{"cell_type":"code","metadata":{"id":"SRGouts08pOS","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1639470245147,"user_tz":-120,"elapsed":162711,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"8c3a9bce-e9af-4358-f556-a8e62fb35bd1"},"source":["from sklearn.model_selection import RandomizedSearchCV, GridSearchCV, train_test_split\n","\n","from sklearn.svm import LinearSVC\n","#from sklearn.grid_search import GridSearchCV\n","grid = GridSearchCV(LinearSVC(), {'C': [1.0, 2.0, 4.0, 8.0]})\n","grid.fit(X_train, y_train)\n","grid.best_score_"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n"," ConvergenceWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n"," ConvergenceWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n"," ConvergenceWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n"," ConvergenceWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n"," ConvergenceWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n"," ConvergenceWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n"," ConvergenceWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n"," ConvergenceWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n"," ConvergenceWarning,\n","/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n"," ConvergenceWarning,\n"]},{"output_type":"execute_result","data":{"text/plain":["0.9885272647071514"]},"metadata":{},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"0vHvQ7BO8pOU","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1639470248471,"user_tz":-120,"elapsed":324,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"2f02da71-f8cf-4df6-f716-0a7769415d6c"},"source":["grid.best_params_"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'C': 1.0}"]},"metadata":{},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"5pglhAXp8pOX"},"source":["Let's take the best estimator and re-train it on the full dataset:"]},{"cell_type":"code","metadata":{"id":"8LTadhJS8pOX","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1639470258495,"user_tz":-120,"elapsed":6533,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"e78f2c44-ef81-47bc-a08c-2b0dad98999d"},"source":["model = grid.best_estimator_\n","model.fit(X_train, y_train)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["LinearSVC()"]},"metadata":{},"execution_count":13}]},{"cell_type":"markdown","metadata":{"id":"zUyShQRq8pOZ"},"source":["### 5. Find faces in a new image\n","\n","Now that we have this model in place, let's grab a new image and see how the model does.\n","We will use one portion of the astronaut image for simplicity (see discussion of this in [Caveats and Improvements](#Caveats-and-Improvements)), and run a sliding window over it and evaluate each patch:"]},{"cell_type":"code","metadata":{"id":"a0_2soJ58pOa","colab":{"base_uri":"https://localhost:8080/","height":248},"executionInfo":{"status":"ok","timestamp":1639470268073,"user_tz":-120,"elapsed":996,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"6f5e3c79-d378-48dd-e227-e5d55100e10e"},"source":["test_image = skimage.data.astronaut()\n","test_image = skimage.color.rgb2gray(test_image)\n","test_image = skimage.transform.rescale(test_image, 0.5)\n","test_image = test_image[:160, 40:180]\n","\n","plt.imshow(test_image, cmap='gray')\n","plt.axis('off');"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"v0a38fSp8pOc"},"source":["Next, let's create a window that iterates over patches of this image, and compute HOG features for each patch:"]},{"cell_type":"code","metadata":{"id":"WZ20Vewc8pOc","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1639470299682,"user_tz":-120,"elapsed":2329,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"faa87d36-3b6f-4df1-9e80-f1bc0fe73bdf"},"source":["def sliding_window(img, patch_size=positive_patches[0].shape,\n"," istep=2, jstep=2, scale=1.0):\n"," Ni, Nj = (int(scale * s) for s in patch_size)\n"," for i in range(0, img.shape[0] - Ni, istep):\n"," for j in range(0, img.shape[1] - Ni, jstep):\n"," patch = img[i:i + Ni, j:j + Nj]\n"," if scale != 1:\n"," patch = transform.resize(patch, patch_size)\n"," yield (i, j), patch\n"," \n","indices, patches = zip(*sliding_window(test_image))\n","patches_hog = np.array([feature.hog(patch) for patch in patches])\n","patches_hog.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1911, 1215)"]},"metadata":{},"execution_count":15}]},{"cell_type":"markdown","metadata":{"id":"wRB2pH338pOe"},"source":["Finally, we can take these HOG-featured patches and use our model to evaluate whether each patch contains a face:"]},{"cell_type":"code","metadata":{"id":"IhU5qoPd8pOf","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1639470320327,"user_tz":-120,"elapsed":278,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"523a0170-de95-4edc-8c6b-a2d52874dd8c"},"source":["labels = model.predict(patches_hog)\n","labels.sum()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["48.0"]},"metadata":{},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"cC_AsKQ28pOh"},"source":["We see that out of nearly 2,000 patches, we have found 30 detections.\n","Let's use the information we have about these patches to show where they lie on our test image, drawing them as rectangles:"]},{"cell_type":"code","metadata":{"id":"YPh5JaqW8pOh","colab":{"base_uri":"https://localhost:8080/","height":248},"executionInfo":{"status":"ok","timestamp":1639470345577,"user_tz":-120,"elapsed":880,"user":{"displayName":"Giorgos Siolas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjxnZOAObbc3X0z9X2rs1N_1geznqhrotkq3KF-p_M=s64","userId":"10127542075805046236"}},"outputId":"17d5321d-e3ec-42d0-ae39-a514a443ff9b"},"source":["fig, ax = plt.subplots()\n","ax.imshow(test_image, cmap='gray')\n","ax.axis('off')\n","\n","Ni, Nj = positive_patches[0].shape\n","indices = np.array(indices)\n","\n","for i, j in indices[labels == 1]:\n"," ax.add_patch(plt.Rectangle((j, i), Nj, Ni, edgecolor='red',\n"," alpha=0.3, lw=2, facecolor='none'))"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"vAoxX_i88pOl"},"source":["All of the detected patches overlap and found the face in the image!\n","Not bad for a few lines of Python."]},{"cell_type":"markdown","metadata":{"id":"_ZLrmmvj8pOm"},"source":["## Caveats and Improvements\n","\n","If you dig a bit deeper into the preceding code and examples, you'll see that we still have a bit of work before we can claim a production-ready face detector.\n","There are several issues with what we've done, and several improvements that could be made. In particular:\n","\n","### Our training set, especially for negative features, is not very complete\n","\n","The central issue is that there are many face-like textures that are not in the training set, and so our current model is very prone to false positives.\n","You can see this if you try out the above algorithm on the *full* astronaut image: the current model leads to many false detections in other regions of the image.\n","\n","We might imagine addressing this by adding a wider variety of images to the negative training set, and this would probably yield some improvement.\n","Another way to address this is to use a more directed approach, such as *hard negative mining*.\n","In hard negative mining, we take a new set of images that our classifier has not seen, find all the patches representing false positives, and explicitly add them as negative instances in the training set before re-training the classifier.\n","\n","### Our current pipeline searches only at one scale\n","\n","As currently written, our algorithm will miss faces that are not approximately 62×47 pixels.\n","This can be straightforwardly addressed by using sliding windows of a variety of sizes, and re-sizing each patch using ``skimage.transform.resize`` before feeding it into the model.\n","In fact, the ``sliding_window()`` utility used here is already built with this in mind.\n","\n","### We should combine overlapped detection patches\n","\n","For a production-ready pipeline, we would prefer not to have 30 detections of the same face, but to somehow reduce overlapping groups of detections down to a single detection.\n","This could be done via an unsupervised clustering approach (MeanShift Clustering is one good candidate for this), or via a procedural approach such as *non-maximum suppression*, an algorithm common in machine vision.\n","\n","### The pipeline should be streamlined\n","\n","Once we address these issues, it would also be nice to create a more streamlined pipeline for ingesting training images and predicting sliding-window outputs.\n","This is where Python as a data science tool really shines: with a bit of work, we could take our prototype code and package it with a well-designed object-oriented API that give the user the ability to use this easily.\n","I will leave this as a proverbial \"exercise for the reader\".\n","\n","### More recent advances: Deep Learning\n","\n","Finally, I should add that HOG and other procedural feature extraction methods for images are no longer state-of-the-art techniques.\n","Instead, many modern object detection pipelines use variants of deep neural networks: one way to think of neural networks is that they are an estimator which determines optimal feature extraction strategies from the data, rather than relying on the intuition of the user.\n","An intro to these deep neural net methods is conceptually (and computationally!) beyond the scope of this section, although open tools like Google's [TensorFlow](https://www.tensorflow.org/) have recently made deep learning approaches much more accessible than they once were.\n","As of the writing of this book, deep learning in Python is still relatively young, and so I can't yet point to any definitive resource.\n","That said, the list of references in the following section should provide a useful place to start!"]},{"cell_type":"markdown","metadata":{"id":"Ys9Rx5iJojY3"},"source":["## Industry Ready\n","\n","Αυτές οι τεχνικές ενσωματώνονται πλέον σε προϊόντα καταναλώτη ([πηγή](https://www.dpreview.com/reviews/canon-eos-r5-review))\n","\n","\"drawing\""]}]}