{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Finding shape parameters with pyssam" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This example visualises how pyssam can be used to parameterise a dataset of shapes, using the `fit_model_parameters`. The output of this function can be thought of as a latent variable, which quantifies how strongly each mode of the trained SSM acts on a particular input shape. \n", "\n", "We will show this on seen and unseen (new) shapes, and examine shape model parameters against \"physical\" properties (in this case, torus radius).\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import pyssam" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from copy import copy\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import vedo as v" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we source landmark data to use in our shape model" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "N_SAMPLES = 50\n", "torus = pyssam.datasets.Torus()\n", "torus_data = torus.make_dataset(N_SAMPLES)\n", "landmark_coordinates = np.array([torus_i.points() for torus_i in torus_data])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And also some testing data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "torus_test = pyssam.datasets.Torus()\n", "N_SAMPLES_TEST = 10\n", "torus_data_test = torus_test.make_dataset(N_SAMPLES_TEST)\n", "landmark_coordinates_unseen = np.array([torus_i.points() for torus_i in torus_data_test])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Initialising the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we convert to landmark coordinates into a parameterised shape model. We first initialise the class, which handles all pre-processing. Then, we can compute the shape model components and mean population shape" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/josh.williams/gitrepos/pyssam-loadmodel/pyssam/statistical_model_base.py:269: UserWarning: Dataset mean should be 0, is equal to [0.00538936 0.00640673 0.00581475 0.00647156 0.00604189 0.00641381\n", " 0.00597753 0.00676215 0.0078563 0.0074329 0.00648983 0.00714904\n", " 0.00689903 0.00681421 0.00565312 0.00636648 0.00606806 0.00618158\n", " 0.00636161 0.00628771 0.00651642 0.00647912 0.00587177 0.00659369\n", " 0.00626642 0.00602719 0.00557105 0.00582176 0.00585497 0.00572308\n", " 0.0061726 0.00659593 0.00649935 0.00613767 0.00620522 0.00646547\n", " 0.00676738 0.00582147 0.00662 0.00586564 0.00573133 0.00667521\n", " 0.00565406 0.00583837 0.00642098 0.00727472 0.00588731 0.00654146\n", " 0.0055319 0.00645829]\n", " warn(\"Dataset mean should be 0, \" f\"is equal to {dataset.mean(axis=1)}\")\n", "/Users/josh.williams/gitrepos/pyssam-loadmodel/pyssam/statistical_model_base.py:274: UserWarning: Dataset standard deviation should be 1, is equal to [1.2101283 1.4630283 1.26253 1.5030107 1.2590519 1.301708 1.2543952\n", " 1.3917673 1.6607244 1.4402432 1.3406155 1.4853039 1.523799 1.4965829\n", " 1.2509507 1.3193504 1.3529602 1.2416847 1.3031424 1.3984171 1.5008663\n", " 1.4182796 1.2861538 1.328543 1.3944818 1.2269171 1.2414724 1.2038012\n", " 1.2828166 1.2430818 1.1608255 1.3378227 1.3549372 1.263409 1.2897631\n", " 1.3901366 1.3615832 1.1195754 1.3799694 1.3382399 1.3325825 1.5233784\n", " 1.2457662 1.1898061 1.4067943 1.4557275 1.3031387 1.4444141 1.1422001\n", " 1.3237498]\n", " warn(\n" ] } ], "source": [ "# if USE_SCALED_DATA = True, we should have 1 mode. If False, we should have 2 modes.\n", "USE_SCALED_DATA = False\n", "\n", "ssm_obj = pyssam.SSM(landmark_coordinates)\n", "if USE_SCALED_DATA:\n", " ssm_obj.create_pca_model(ssm_obj.landmarks_columns_scale)\n", "else:\n", " ssm_obj.create_pca_model(landmark_coordinates.reshape(N_SAMPLES, -1))\n", "mean_shape_columnvector = ssm_obj.compute_dataset_mean(ssm_obj.landmarks_columns_scale)\n", "mean_shape = mean_shape_columnvector.reshape(-1, 3)\n", "shape_model_components = ssm_obj.pca_model_components" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting and analysis" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Define some plotting functions\n", "\n", "def plot_cumulative_variance(explained_variance, target_variance=-1):\n", " number_of_components = np.arange(0, len(explained_variance))+1\n", " fig, ax = plt.subplots(1,1)\n", " color = \"blue\"\n", " ax.plot(number_of_components, explained_variance*100.0, marker=\"o\", ms=2, color=color, mec=color, mfc=color)\n", " if target_variance > 0.0:\n", " ax.axhline(target_variance*100.0)\n", " \n", " ax.set_ylabel(\"Variance [%]\")\n", " ax.set_xlabel(\"Number of components\")\n", " ax.grid(axis=\"x\")\n", " plt.show()\n", " \n", "def plot_shape_modes(\n", " mean_shape_columnvector, \n", " mean_shape, \n", " original_shape_parameter_vector,\n", " shape_model_components,\n", " mode_to_plot,\n", "):\n", " weights = [-2, 0, 2]\n", " fig, ax = plt.subplots(1, 3, figsize=(10, 4))\n", " x_min, x_max, y_min, y_max = np.inf, -np.inf, np.inf, -np.inf\n", " mode_outputs = []\n", " for j, weights_i in enumerate(weights):\n", " shape_parameter_vector = copy(original_shape_parameter_vector)\n", " shape_parameter_vector[mode_to_plot] = weights_i\n", " mode_i_coords = ssm_obj.morph_model(\n", " shape_parameter_vector\n", " ).reshape(-1, 3)\n", " print(mode_i_coords.min(axis=0), mode_i_coords.max(axis=0))\n", "\n", " offset_dist = pyssam.utils.euclidean_distance(\n", " mean_shape, \n", " mode_i_coords\n", " )\n", " # colour points blue if closer to point cloud centre than mean shape\n", " mean_shape_dist_from_centre = pyssam.utils.euclidean_distance(\n", " mean_shape,\n", " np.zeros(3),\n", " )\n", " mode_i_dist_from_centre = pyssam.utils.euclidean_distance(\n", " mode_i_coords,\n", " np.zeros(3),\n", " )\n", " offset_dist = np.where(\n", " mode_i_dist_from_centre x_max:\n", " x_max = mode_i_coords[:,0].max()\n", " if mode_i_coords[:,1].max() > y_max:\n", " y_max = mode_i_coords[:,1].max()\n", " ax[j].axis('off')\n", " ax[j].margins(0,0)\n", " ax[j].xaxis.set_major_locator(plt.NullLocator())\n", " ax[j].yaxis.set_major_locator(plt.NullLocator())\n", "\n", " for j, weights_i in enumerate(weights):\n", " ax[j].set_xlim([x_min, x_max])\n", " ax[j].set_ylim([y_min, y_max])\n", " plt.show()\n", " return mode_outputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To check how different the shapes we are dealing with are, we first visualise the modes as point cloud from pyssam." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "explained variance is 0.7263988256454468\n", "[-2.86564037 -2.87883926 -1.32957664] [2.86564037 2.85182412 1.32957664]\n", "[-2.30279827 -2.31617904 -0.7989257 ] [2.30279827 2.28892136 0.7989257 ]\n", "[-1.73995617 -1.75351882 -0.26827476] [1.73995617 1.72603976 0.26827476]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mode_to_plot = 0\n", "print(f\"explained variance is {ssm_obj.pca_object.explained_variance_ratio_[mode_to_plot]}\")\n", "\n", "mode_outputs = plot_shape_modes(\n", " mean_shape_columnvector, \n", " mean_shape, \n", " ssm_obj.model_parameters,\n", " ssm_obj.pca_model_components,\n", " mode_to_plot,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the variable `USE_SCALED_DATA` above is true, the following should show essentially no variation." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "explained variance is 0.273601233959198\n", "[-2.00469534 -2.01817253 -0.8274289 ] [2.00469534 1.99079538 0.8274289 ]\n", "[-2.30279827 -2.31617904 -0.7989257 ] [2.30279827 2.28892136 0.7989257 ]\n", "[-2.6009012 -2.61418554 -0.77042249] [2.6009012 2.58705636 0.77042249]\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "[array([[-6.40334874e-07, 1.99079538e+00, 1.82078846e-10],\n", " [ 5.12719347e-09, 1.97747535e+00, 1.47892029e-01],\n", " [ 5.12096190e-09, 1.93797187e+00, 2.91030662e-01],\n", " ...,\n", " [ 5.12527574e-09, 1.93797187e+00, -2.91030691e-01],\n", " [ 5.12527528e-09, 1.97747535e+00, -1.47892029e-01],\n", " [ 5.12527483e-09, 1.99078636e+00, 2.03149227e-10]]),\n", " array([[ 5.12530729e-09, 2.28892136e+00, 2.03149372e-10],\n", " [ 5.12530729e-09, 2.27606893e+00, 1.42797455e-01],\n", " [ 5.12530729e-09, 2.23792624e+00, 2.81005263e-01],\n", " ...,\n", " [ 5.12527087e-09, 2.23792624e+00, -2.81005293e-01],\n", " [ 5.12527043e-09, 2.27606893e+00, -1.42797455e-01],\n", " [ 5.12526999e-09, 2.28892136e+00, 2.03149234e-10]]),\n", " array([[ 6.50585489e-07, 2.58704733e+00, 2.24219899e-10],\n", " [ 5.12342111e-09, 2.57466250e+00, 1.37702882e-01],\n", " [ 5.12965268e-09, 2.53788062e+00, 2.70979865e-01],\n", " ...,\n", " [ 5.12526601e-09, 2.53788062e+00, -2.70979895e-01],\n", " [ 5.12526558e-09, 2.57466250e+00, -1.37702882e-01],\n", " [ 5.12526515e-09, 2.58705636e+00, 2.03149241e-10]])]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mode_to_plot = 1\n", "print(f\"explained variance is {ssm_obj.pca_object.explained_variance_ratio_[mode_to_plot]}\")\n", "\n", "plot_shape_modes(\n", " mean_shape_columnvector, \n", " mean_shape, \n", " ssm_obj.model_parameters,\n", " ssm_obj.pca_model_components,\n", " mode_to_plot,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plots are useful, but it is nicer to visualise the output as a surface." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shape analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, lets study the shape parameters for the training data. We will use `fit_model_parameters()` to compute the shape coefficients for each mode." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "ssm_params_train = np.array([\n", " ssm_obj.fit_model_parameters(x.reshape(-1), num_modes=2) \n", " for x in landmark_coordinates\n", "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting these shows mode 1 is strongly correlated with the inner radius, and mode 2 is correlated with the outer radius." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2)\n", "ax[0].scatter(torus.outer_radius_arr, ssm_params_train[:,0], label=\"Mode 1\", c=\"blue\")\n", "ax[0].scatter(torus.outer_radius_arr, ssm_params_train[:,1], label=\"Mode 2\", c=\"green\")\n", "ax[1].scatter(torus.inner_radius_arr, ssm_params_train[:,0], label=\"Mode 1\", c=\"blue\")\n", "ax[1].scatter(torus.inner_radius_arr, ssm_params_train[:,1], label=\"Mode 2\", c=\"green\")\n", "ax[0].set_xlabel(\"Outer radius\")\n", "ax[1].set_xlabel(\"Inner radius\")\n", "ax[0].set_ylabel(\"Mode\")\n", "ax[1].set_ylabel(\"Mode\")\n", "ax[0].legend(frameon=False)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then use `fit_model_parameters` with unseen input data" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "ssm_params_test = np.array([\n", " ssm_obj.fit_model_parameters(x.reshape(-1), num_modes=2) \n", " for x in landmark_coordinates_unseen\n", "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the unseen data is constructed from a toy dataset with the same parameters as the training dataset, we get strong correlation. This approach can be used to compare how a shape parameter changes with in more complex populations such as diseased vs non-diseased organs." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "ax.scatter(torus.inner_radius_arr, ssm_params_train[:,0], label=\"Mode 1 (train)\", s=40, c=\"blue\")\n", "ax.scatter(torus_test.inner_radius_arr, ssm_params_test[:,0], facecolors='none', s=80, edgecolors=\"blue\", label=\"Mode 1 (unseen)\")\n", "ax.set_xlabel(\"Outer radius\")\n", "ax.set_ylabel(\"Mode\")\n", "ax.legend(frameon=False)\n", "fig.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.7.9 ('base')", "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": "3.10.8" }, "vscode": { "interpreter": { "hash": "c7c03aa6dbe1fc099129898cb5b37ebffd933a6a266a26661260c739a0a0cd6c" } } }, "nbformat": 4, "nbformat_minor": 4 }