{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "```{admonition} Information\n", "__Section__: Histogram of oriented gradients \n", "__Goal__: Understand a method to reduce the number of features for image processing. \n", "__Time needed__: 30 min \n", "__Prerequisites__: None\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Histogram of oriented gradients (HOG)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from skimage import io\n", "\n", "image = io.imread('./data/1.jpg')\n", "plt.imshow(image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Understand HOG descriptors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previously shown image, we had a total of $500 \\times 500 = 250.000$ pixels. Multiplied by 3 (for each color), this gives a total of 750.000 different values to code this image. Of course, this number is way too big to be used the same way we used the different AIS features in the previous chapter. We need a method to extract bigger informations from the picture, and have less attributes to perform a machine learning experiment.\n", "\n", "They are many ways to express information from a high number of features, and in this course, we will see one that is often used in image processing: the histogram of oriented gradients.\n", "\n", "The idea is to separate the picture into different blocks and code the information represented by the pixels in each block with less values, as lines of different sizes, intensities and directions. For example, we can divide the previous image in blocks of 16*16 pixels. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## HOG with ``skimage``" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The method we use to get the HOG descriptors for an images takes several parameters which we can change, including the number of different directions the lines should take and the size of the blocks. This will be easier to understand with a visualization:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{toggle} Advanced level\n", "To perform a HOG transformation and get the HOG descriptors for an image, we will use the method [HOG](https://scikit-image.org/docs/dev/api/skimage.feature.html#skimage.feature.hog) from the ``skimage.feature`` library.\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.exposure import rescale_intensity\n", "from skimage.feature import hog\n", "\n", "\n", "# Get the HOG descriptors\n", "fd, hog_image = hog(image, orientations = 8, pixels_per_cell = (16, 16), visualize = True, multichannel = True)\n", "\n", "# Rescale HOG image for better display\n", "hog_image_rescaled = rescale_intensity(hog_image, in_range = (0, 10))\n", "\n", "# Print the image and its HOG descriptors\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (8, 4), sharex = True, sharey = True)\n", "\n", "ax1.imshow(image)\n", "ax1.set_title('Image')\n", "\n", "ax2.imshow(hog_image_rescaled)\n", "ax2.set_title('HOG descriptors')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Play around with the parameters ``orientations`` (number of orientations the lines can take) and ``pixels_per_cell`` (size of the blocks) to understand how they change the HOG descriptors and the quality of the information:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [ "hide-input", "hide-output" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Change the values of the parameters orientations and pixels_per_cell\n", "fd, hog_image = hog(image, orientations = 4, pixels_per_cell = (50, 50), visualize = True, multichannel = True)\n", "\n", "\n", "\n", "# Rescale HOG image for better display\n", "hog_image_rescaled = rescale_intensity(hog_image, in_range = (0, 10))\n", "\n", "# Print the image and its HOG descriptors\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (8, 4), sharex = True, sharey = True)\n", "\n", "ax1.imshow(image)\n", "ax1.set_title('Image')\n", "\n", "ax2.imshow(hog_image_rescaled)\n", "ax2.set_title('HOG descriptors')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "dbd5867659fa4e82b735fcfb359f8b08", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Text(value='4', description='Orientations: '), Text(value='50', description='Size blocks…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# For beginner version: cell to hide\n", "\n", "import matplotlib.pyplot as plt\n", "import ipywidgets as widgets\n", "from ipywidgets import interact\n", "\n", "def plot_hog(orientations, pixels_per_cell_1, pixels_per_cell_2):\n", " fd, hog_image = hog(image, orientations = int(orientations),\n", " pixels_per_cell = (int(pixels_per_cell_1), int(pixels_per_cell_2)),\n", " visualize = True, multichannel = True)\n", " hog_image_rescaled = rescale_intensity(hog_image, in_range = (0, 10))\n", " \n", " fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (8, 4), sharex = True, sharey = True)\n", " ax1.imshow(image)\n", " ax1.set_title('Image')\n", " ax2.imshow(hog_image_rescaled)\n", " ax2.set_title('HOG descriptors')\n", " plt.show()\n", "\n", " \n", "interact(plot_hog,\n", " orientations = widgets.Text(value = '4',\n", " description = 'Orientations: ',\n", " disabled = False,),\n", " pixels_per_cell_1 = widgets.Text(value = '50',\n", " description = 'Size blocks: ',\n", " disabled = False,),\n", " pixels_per_cell_2 = widgets.Text(value = '50',\n", " description = '* ',\n", " disabled = False,))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reduction of numbers of attributes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can have a look at the number of features this HOG transformation leaves us with. We recall that the number of values necessary to code the raw image was:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "750000" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(image) * len(image[0]) * len(image[0][0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{toggle} Advanced level\n", "To use ``hog_image`` in an experiment without displaying it like we did before, we can set up the parameters ``visualize`` to ``False``. This gives the result of the HOG descriptors in a single array:\n", "```" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "hide-input", "hide-output" ] }, "outputs": [ { "data": { "text/plain": [ "array([0.10544113, 0.0140007 , 0.06475011, ..., 0.10502838, 0.03053196,\n", " 0.03518951])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hog_image = hog(image, orientations = 8, pixels_per_cell = (16, 16), visualize = False, multichannel = True)\n", "hog_image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The length of the HOG array is now:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "60552" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(hog_image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the length with different parameters (orientations = 8 and size of the blocks = 40*40):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "7200" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hog_image = hog(image, orientations = 8, pixels_per_cell = (40, 40), visualize = False, multichannel = True)\n", "len(hog_image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This leaves us with a number of values coding information of between 8% and 1% of the number of values necessary before, to code the raw picture." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After seeing all this, we can image that changing the parameters of the HOG descriptors will not only impact the number of attributes, but also the quality of the image representation. It is then necessary to adapt those attributes to the task we are working on (size of the object to detect in the image, differences in shapes between objects, etc...)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quiz" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import IFrame\n", "IFrame(\"https://blog.hoou.de/wp-admin/admin-ajax.php?action=h5p_embed&id=61\", \"760\", \"376\")" ] } ], "metadata": { "celltoolbar": "Edit Metadata", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" }, "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": 4 }