{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data on Manifolds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before starting this tutorial, we set the working directory to be the root of the geomstats repository. In order to have the code working on your machine, you need to change this path to the path of your geomstats repository." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working directory: /code/geomstats\n" ] } ], "source": [ "import os\n", "import subprocess\n", "\n", "geomstats_gitroot_path = subprocess.check_output(\n", " ['git', 'rev-parse', '--show-toplevel'], \n", " universal_newlines=True)\n", "\n", "os.chdir(geomstats_gitroot_path[:-1])\n", "\n", "print('Working directory: ', os.getcwd())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We import the backend that will be used for geomstats computations and set a seed for reproducibility of the results." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Using tensorflow backend\n" ] } ], "source": [ "import geomstats.backend as gs\n", "\n", "gs.random.seed(2020)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we import the visualization module.import the visualization module." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.image as mpimg\n", "import matplotlib.pyplot as plt\n", "\n", "import geomstats.visualization as visualization\n", "\n", "visualization.tutorial_matplotlib()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## From data on linear spaces to data on manifolds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The **science of Statistics** is defined as the collection of data, their analysis and interpretation. Statistical theory is usually defined for data belonging to vector spaces, which are _linear spaces_. For example, we know how to compute the mean of a data set of numbers, like the mean of students' weights in a classroom, or of multidimensional arrays, like the average 3D velocity vector of blood cells in a vessel.\n", "\n", "Here is an example of the computation of the mean of two arrays of dimension 2." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Points in linear space:\n", " tf.Tensor(\n", "[[ 0.5739341 0.95338917]\n", " [-0.6382277 -0.65808535]], shape=(2, 2), dtype=float32)\n", "Mean of points:\n", " tf.Tensor([-0.03214681 0.14765191], shape=(2,), dtype=float32)\n" ] } ], "source": [ "from geomstats.geometry.euclidean import Euclidean\n", "\n", "dim = 2\n", "n_samples = 2\n", "\n", "euclidean = Euclidean(dim=dim)\n", "points_in_linear_space = euclidean.random_uniform(n_samples=n_samples)\n", "print('Points in linear space:\\n', points_in_linear_space)\n", "\n", "linear_mean = gs.sum(points_in_linear_space, axis=0) / n_samples\n", "print('Mean of points:\\n', linear_mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the points and their mean on the 2D Euclidean space, which is a linear space: a plane." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "fig = plt.figure(figsize=(6, 6))\n", "ax = fig.add_subplot(111)\n", "\n", "ax.scatter(points_in_linear_space[:, 0], points_in_linear_space[:, 1], label='Points')\n", "ax.plot(points_in_linear_space[:, 0], points_in_linear_space[:, 1], linestyle='dashed')\n", "\n", "ax.scatter(\n", " gs.to_numpy(linear_mean[0]), \n", " gs.to_numpy(linear_mean[1]), label='Mean', s=80, alpha=0.5)\n", "\n", "ax.set_title('Mean of points in a linear space')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What happens to the usual statistical theory when the data doesn't naturally belong to a linear space. For example, if we want to perform statistics on the coordinates of world cities, which lie on the earth: a sphere? \n", "\n", "The non-linear spaces we consider are called manifolds. A **manifold $M$ of dimension $m$** is a space that is allowed to be curved but that looks like an $m$-dimensional vector space in the neighborhood of every point. \n", "\n", "A sphere, like the earth, is a good example of a manifold. We know that the earth is curved, but at our scale we do not see its curvature. Can we still use linear statistics when data are defined on these manifolds, or shall we? \n", "\n", "Let's try." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Points in manifold:\n", " tf.Tensor(\n", "[[ 0.42310703 -0.67839897 -0.60062903]\n", " [-0.34749958 0.6196765 -0.7037366 ]], shape=(2, 3), dtype=float32)\n", "Mean of points:\n", " tf.Tensor([ 0.03780372 -0.02936125 -0.6521828 ], shape=(3,), dtype=float32)\n" ] } ], "source": [ "from geomstats.geometry.hypersphere import Hypersphere\n", "\n", "sphere = Hypersphere(dim=dim)\n", "points_in_manifold = sphere.random_uniform(n_samples=n_samples)\n", "print('Points in manifold:\\n', points_in_manifold)\n", "\n", "linear_mean = gs.sum(points_in_manifold, axis=0) / n_samples\n", "print('Mean of points:\\n', linear_mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the points and their mean computed with the linear formula." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "visualization.plot(\n", " points_in_manifold, ax=ax, space='S2', label='Point', s=80)\n", "\n", "ax.plot(\n", " points_in_manifold[:, 0], \n", " points_in_manifold[:, 1], \n", " points_in_manifold[:, 2], \n", " linestyle='dashed', alpha=0.5)\n", "\n", "ax.scatter(\n", " linear_mean[0], linear_mean[1], linear_mean[2], \n", " label='Mean', s=80, alpha=0.5)\n", "\n", "ax.set_title('Mean of points on a manifold')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What happened? The mean of two points on a manifold (the sphere) is not on the manifold. In our example, the mean city is not on the earth. This leads to errors in statistical computations." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor(False, shape=(), dtype=bool)\n" ] } ], "source": [ "print(sphere.belongs(linear_mean))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this reason, researchers aim to build a theory of statistics that is by construction compatible with any structure we equip the manifold with. This theory is called _Geometric Statistics_.\n", "\n", "**Geometric Statistics** is a theory of statistics on manifolds, that takes into account their geometric structures. Geometric Statistics is therefore the child of two major pillars of Mathematics: Geometry and Statistics." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples of data on manifolds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Why should we bother to build a whole new theory of statistics? Do we really have data that belong to spaces like the sphere illustrated in introduction?\n", "\n", "Let's see some examples of data spaces that are naturally manifolds. By doing so, we will introduce the `datasets` and `visualization` modules of `geomstats`.\n", "\n", "We first import the `datasets.utils` module that allows loading datasets." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "import geomstats.datasets.utils as data_utils" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### World cities: data on the sphere" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We load the dataset `cities`, that contains the coordinates of world cities in spherical coordinates." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Tokyo', 'New York', 'Mexico City', 'Mumbai', 'São Paulo']\n", "tf.Tensor(\n", "[[ 0.61993796 -0.5247902 0.58332855]\n", " [-0.2099432 0.7285533 0.65202296]\n", " [ 0.14964306 0.9310273 0.332859 ]\n", " [-0.27867043 -0.9034187 0.3258487 ]\n", " [-0.6295288 0.6662901 -0.39968845]], shape=(5, 3), dtype=float32)\n" ] } ], "source": [ "data, names = data_utils.load_cities()\n", "print(names[:5])\n", "print(data[:5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We convert the spherical coordinates to X, Y, Z coordinates and verify that they belong to the sphere." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gs.all(sphere.belongs(data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we plot the cities on the sphere. We choose only a subset of the cities that have a nice rendering in the 2D plot of the 3D earth. This plot is nicer shown in an interactive 3D figure." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "data, names = data_utils.load_cities()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "visualization.plot(data[15:20], ax=ax, space='S2', label=names[15:20], s=80, alpha=0.5)\n", "\n", "ax.set_title('Cities on the earth.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pose of objects in pictures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider the dataset `poses`, that contains the 3D poses of objects in images. Specifically, we consider poses of beds in images, i.e. the 3D orientation of each bed within a given 2D image. \n", "\n", "The orientation corresponds to a 3D rotation. A 3D rotation $R$ is visually represented as the result of $R$ applied to the coordinate frame $(e_x, e_y, e_z)$.\n", "\n", "We first load the dataset." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data, img_paths = data_utils.load_poses()\n", "\n", "img_path1, img_path2 = img_paths[0], img_paths[1]\n", "img_path1 = os.path.join(data_utils.DATA_FOLDER, 'poses', img_path1)\n", "img_path2 = os.path.join(data_utils.DATA_FOLDER, 'poses', img_path2)\n", "\n", "img1 = mpimg.imread(img_path1)\n", "img2 = mpimg.imread(img_path2)\n", "\n", "fig = plt.figure(figsize=(16, 8))\n", "\n", "ax = fig.add_subplot(121)\n", "imgplot = ax.imshow(img1)\n", "ax.axis('off')\n", "ax = fig.add_subplot(122)\n", "imgplot = ax.imshow(img2)\n", "ax.axis('off')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We import the manifold of 3D rotations: the Special Orthogonal group in 3D, $SO(3)$. We choose to represent the 3D rotations as rotation vectors, hence: `point_type='vector'`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from geomstats.geometry.special_orthogonal import SpecialOrthogonal\n", "\n", "so3 = SpecialOrthogonal(n=3, point_type='vector')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We verify that the poses belong to the space of 3D rotations." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gs.all(so3.belongs(data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the orientations of the first 2 beds." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "visualization.plot(data[:2], ax=ax, space='SO3_GROUP')\n", "\n", "ax.set_title('3D orientations of the beds.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These orientations are very close, as expected from the corresponding images." ] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }