{ "cells": [ { "cell_type": "markdown", "id": "c20a8375", "metadata": {}, "source": [ "(example_03_synthetic_natural_image_patches)=" ] }, { "cell_type": "markdown", "id": "fc514d0b", "metadata": {}, "source": [ "# Synthetic Natural Image Patches\n", "\n", "An example application of the `circle_bundles` pipeline to a synthetic dataset of\n", "high-contrast $n \\times n$ optical image patches sampled from a known model with\n", "the topology of a Klein bottle embedded in $\\mathbb{R}^{n^2}$\n", "(see {cite}`CarlssonIshkhanovDeSilvaZomorodian2008NaturalImages` for details)." ] }, { "cell_type": "code", "execution_count": 1, "id": "fee67e86", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from ripser import ripser\n", "from persim import plot_diagrams\n", "\n", "from dreimac import CircularCoords\n", "\n", "import circle_bundles as cb" ] }, { "cell_type": "markdown", "id": "8a8dc5e1", "metadata": {}, "source": [ "Generate the dataset and treat patches as vectors in $\\mathbb{R}^{n^{2}}$:" ] }, { "cell_type": "code", "execution_count": 2, "id": "031ef181", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_patches = 5000 \n", "n = 3 #Choose a patch size\n", "\n", "rng = np.random.default_rng(0)\n", "data = cb.sample_nat_img_kb(n_patches, n = n, rng = rng)[0] \n", "\n", "#Create a patch visualizer function\n", "patch_vis = cb.make_patch_visualizer()\n", "\n", "#View a small sample of the data\n", "n_samples = 30\n", "\n", "fig = cb.show_data_vis(\n", " data, \n", " patch_vis, \n", " max_samples = n_samples)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3827b457", "metadata": {}, "source": [ "Show a PCA visualization of the dataset:" ] }, { "cell_type": "code", "execution_count": 3, "id": "5bedf2f1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cb.show_pca(data, size = 0.2, elev = 35, azim = 100)" ] }, { "cell_type": "markdown", "id": "7fc8457b", "metadata": {}, "source": [ "Recall that for a Klein bottle $K$, one has $H^{1}(K;\\mathbb{Z})\\cong \\mathbb{Z}\\oplus\\mathbb{Z}_{2}$ and $H^{2}(K;\\mathbb{Z})=0$. Compute persistence diagrams over $\\mathbb{Z}_{2}$ and $\\mathbb{Z}_{3}$ for a sample of the dataset: \n" ] }, { "cell_type": "code", "execution_count": 4, "id": "e44bbd7a", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dgms_2 = ripser(data, coeff=2, maxdim=2, n_perm=500)[\"dgms\"]\n", "dgms_3 = ripser(data, coeff=3, maxdim=2, n_perm=500)[\"dgms\"]\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 4), sharex=True, sharey=True)\n", "\n", "plot_diagrams(dgms_2, ax=axes[0], title=r\"$\\mathbb{Z}_{2}$ Coefficients\")\n", "plot_diagrams(dgms_3, ax=axes[1], title=r\"$\\mathbb{Z}_{3}$ Coefficients\")\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "06d9a30c", "metadata": {}, "source": [ "As expected, the $\\mathbb{Z}_{2}$ diagram shows two 1-dimensional persistent classes and one 2-dimensional persistent class, but the $\\mathbb{Z}_{3}$ diagram shows a single 1-dimensional persistent class and no 2-dimensional persistent classes. \n", "\n", "Use the DREiMac circular coordinates algorithm to construct a map to $\\mathbb{S}^{1}$ which captures the circular topological feature represented by the 1-dimensional $\\mathbb{Z}_{3}$ persistent class:" ] }, { "cell_type": "code", "execution_count": 3, "id": "0a402f59", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc = CircularCoords(data, prime = 3, n_landmarks = 500)\n", "base_angles = cc.get_coordinates()\n", "\n", "\n", "#View a small random sample of the dataset arranged by circular coordinate:\n", "n_samples = 30\n", "\n", "label_func = [fr\"$\\theta = {np.round(angle/np.pi, 2)}$\" + r\"$\\pi$\" for angle in base_angles]\n", "\n", "fig = cb.show_data_vis(\n", " data, \n", " patch_vis, \n", " label_func = label_func, \n", " angles = base_angles, \n", " sampling_method = 'angle', \n", " max_samples = n_samples)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "f7cdd57f", "metadata": {}, "source": [ "Observe that the assigned circular coordinates roughly correspond to the $\\textit{predominant gradient axes}$ of the patches.\n", "\n", "Establish an open cover of $\\mathbb{S}^{1} = \\mathbb{R}/(2\\pi\\mathbb{Z})$ by metric balls around equally-spaced landmarks:" ] }, { "cell_type": "code", "execution_count": 4, "id": "da78b5d1", "metadata": {}, "outputs": [], "source": [ "n_landmarks = 12\n", "landmarks = np.linspace(0, 2*np.pi,n_landmarks, endpoint= False).reshape(-1,1)\n", "overlap = 1.4\n", "\n", "radius = overlap* np.pi/n_landmarks\n", "\n", "cover = cb.get_metric_ball_cover(base_angles.reshape(-1,1), \n", " landmarks, \n", " radius = radius, \n", " metric = cb.S1AngleMetric())\n" ] }, { "cell_type": "markdown", "id": "1e29eb7a", "metadata": {}, "source": [ "Show PCA projections of the data in each $\\pi^{-1}(U_{j})$:" ] }, { "cell_type": "code", "execution_count": 8, "id": "e7ce5448", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = cb.get_local_pca(data, \n", " cover.U,\n", " to_view = [0,5,9],\n", " )\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "89af37cd", "metadata": {}, "source": [ "Observe that each $\\pi^{-1}(U_{j})$ appears to be concentrated around the unit circle in a plane, supporting the hypothesis that the data has the structure of a discrete approximate circle bundle over $\\mathbb{S}^{1}$. Up to isomorphism, the only circle bundles over $\\mathbb{S}^{1}$ are the torus (trivial) and the Klein bottle (non-orientable). These two possibilities are distinguished by the orientation class $w_{1}$.\n", "\n", "Construct a bundle object. Use $\\text{PCA}_{2}$ to construct local circular coordinate systems, then compute characteristic classes:" ] }, { "cell_type": "code", "execution_count": 5, "id": "8a720d38", "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\begin{aligned}\\textbf{Characteristic Classes} & \\\\[8pt]\\quad \\text{Stiefel--Whitney} &:\\quad w_1 \\neq 0\\ (\\text{non-orientable})\\\\[4pt]\\quad \\text{(twisted) Euler} &:\\quad \\tilde{e}=0\\end{aligned}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] }, { "data": { "text/latex": [ "$\\displaystyle \\textbf{Class Persistence}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle \\begin{array}{lrrrrr}\\textbf{Stage} & k & r & |W_r^{(1)}| & |W_r^{(2)}| & |W_r^{(3)}| \\\\ \\hline \\text{Full nerve} & 0 & 0.097 & 12 & 0 & 0 \\\\ \\text{w₁ cobirth} & 0 & \\infty & 12 & 0 & 0 \\\\ \\text{w₁ codeath} & 1 & 0.097 & 11 & 0 & 0 \\\\ \\text{Euler cobirth} & 0 & \\infty & 12 & 0 & 0 \\\\ \\text{Euler codeath} & 0 & \\infty & 12 & 0 & 0\\end{array}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bundle = cb.Bundle(X = data, U = cover.U)\n", "triv_result = bundle.get_local_trivs()\n", "class_result = bundle.get_classes(show_classes = True, show_persistence = True)" ] }, { "cell_type": "markdown", "id": "ba6b1423", "metadata": {}, "source": [ "The results above confirm the non-trivial global structure, so a global trivialization is not possible here. On the other hand, as indicated by the class persistence table, the $w_{1}$ class representative restricts to a coboundary once an edge is removed from the nerve of the cover (indeed, any cocycle is a coboundary on this subcomplex). \n", "\n", "Remove an edge from the nerve of the open cover (corresponding to the set intersection with the poorest Procrustes alignment quality), and compute coordinates which reflect this cut: " ] }, { "cell_type": "code", "execution_count": 6, "id": "92c5b5d2", "metadata": {}, "outputs": [], "source": [ "global_triv_result = bundle.get_global_trivialization(pou = cover.pou)" ] }, { "cell_type": "markdown", "id": "add187ce", "metadata": {}, "source": [ "Show a visualization of $\\mathcal{N}(\\mathcal{U})$ with edges decorated by the values of the computed orientation cocycle representative (shown in blue). The 'weight' assigned to each edge, measuring the quality of Procrustes alignment on the corresponding set intersection, is shown. The edge which was removed for coordinatization is indicated, and a potential for the orientation cocycle after restriction to the reduced nerve is shown in red: " ] }, { "cell_type": "code", "execution_count": 7, "id": "a7ca4dd7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = bundle.show_circle_nerve()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6f4b9239", "metadata": {}, "source": [ "Now, show a sample of coordinatized patches from the dataset:" ] }, { "cell_type": "code", "execution_count": 8, "id": "1a12ae69-6a84-496e-9d50-b31fc9bf64f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "coords = np.column_stack([base_angles.reshape(-1,1), global_triv_result.reshape(-1,1)])\n", "\n", "per_row = 5\n", "per_col = 9\n", "\n", "fig = cb.scatter_lattice_vis(\n", " data, \n", " coords, \n", " patch_vis, \n", " per_row = per_row, \n", " per_col = per_col,\n", " padding = 0,\n", " )\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "370c56a9-97d0-4183-ab40-8d68912ee445", "metadata": {}, "source": [ "Notice the abrupt reflection in the coordinates between columns 4 and 5 in the diagram above. Everywhere else, the coordinate system varies continuously, and the edges of the diagram roughly coincide. " ] }, { "cell_type": "code", "execution_count": null, "id": "fbed6252", "metadata": { "tags": [ "remove-cell" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Thumbnail for gallery (hidden cell)\n", "from IPython.display import Image, display\n", "display(Image(filename=\"thumbnail.png\"))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.18" }, "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": 5 }