From 40baac4d3225060bc83ab5daf95a026c10f115c9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Jon=20Haitz=20Legarreta=20Gorro=C3=B1o?= Date: Wed, 10 Jul 2024 19:49:37 -0400 Subject: [PATCH] ENH: Add signal plot cells. Add singla plot cells. --- docs/notebooks/dwi_simulated_gp.ipynb | 129 +++++++++++++++++++++++--- 1 file changed, 118 insertions(+), 11 deletions(-) diff --git a/docs/notebooks/dwi_simulated_gp.ipynb b/docs/notebooks/dwi_simulated_gp.ipynb index 7ddfe8e8..3cb6e5c2 100644 --- a/docs/notebooks/dwi_simulated_gp.ipynb +++ b/docs/notebooks/dwi_simulated_gp.ipynb @@ -7,7 +7,12 @@ "id": "6d3d512da282ff52" }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-10T23:49:14.750996Z", + "start_time": "2024-07-10T23:49:14.735540Z" + } + }, "cell_type": "code", "source": [ "import numpy as np\n", @@ -67,11 +72,11 @@ "\n", " grad = np.vstack([gtab.bvecs.T, gtab.bvals])\n", "\n", - " return signal, sticks, grad" + " return signal, sticks, grad, mevals, angles, fractions" ], "id": "a0f5bab019855954", "outputs": [], - "execution_count": null + "execution_count": 16 }, { "metadata": {}, @@ -80,15 +85,20 @@ "id": "7d5b5cbebaa82e19" }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-10T23:49:20.804385Z", + "start_time": "2024-07-10T23:49:16.980337Z" + } + }, "cell_type": "code", "source": [ "hsph_dirs = 90\n", - "signal, sticks, grad = create_multitensor_dmri_signal(hsph_dirs)" + "signal, sticks, grad, mevals, angles, fractions = create_multitensor_dmri_signal(hsph_dirs)" ], "id": "e9545781fe5cf3b8", "outputs": [], - "execution_count": null + "execution_count": 17 }, { "metadata": {}, @@ -97,15 +107,112 @@ "id": "a31eef208433f772" }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-10T23:49:20.807577Z", + "start_time": "2024-07-10T23:49:20.805325Z" + } + }, "cell_type": "code", - "execution_count": null, "source": [ "voxel_idx = [0, 0, 0]\n", "dwi_data = signal[np.newaxis, np.newaxis, np.newaxis, :]" ], "id": "c07f103d9bd347cc", - "outputs": [] + "outputs": [], + "execution_count": 18 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "Plot the data", + "id": "cf8e5fb998123a47" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-10T23:49:23.598578Z", + "start_time": "2024-07-10T23:49:22.999134Z" + } + }, + "cell_type": "code", + "source": [ + "from dipy.sims.voxel import multi_tensor, multi_tensor_odf\n", + "from dipy.data import get_sphere\n", + "\n", + "from matplotlib import pyplot as plt \n", + "%matplotlib inline\n", + "\n", + "sphere = get_sphere('symmetric724')\n", + "sphere = sphere.subdivide(2)\n", + "\n", + "odf = multi_tensor_odf(sphere.vertices, mevals, angles, fractions)\n", + "\n", + "from dipy.viz import window, actor\n", + "scene = window.Scene()\n", + "\n", + "odf_actor = actor.odf_slicer(odf[None, None, None, :], sphere=sphere, colormap='plasma')\n", + "odf_actor.RotateX(90)\n", + "\n", + "scene.add(odf_actor)\n", + "scene_array = window.snapshot(scene, offscreen=True)\n", + "plt.imshow(scene_array)\n", + "\n", + "def plot_dwi(dwi_data, bvecs, b0_mask, voxel_idx, b0_idx):\n", + "\n", + " s0_voxel = dwi_data[voxel_idx[0], voxel_idx[1], voxel_idx[2], b0_idx]\n", + " s_voxel = dwi_data[voxel_idx[0], voxel_idx[1], voxel_idx[2], ~b0_mask]\n", + "\n", + " # Scale gradient vector values with DWI signal\n", + " s_normal = s_voxel/s0_voxel\n", + " scaled_vectors = bvecs[:, ~b0_mask] / s_normal[np.newaxis, :]\n", + "\n", + " # Plot the DWI signal as a 3D point cloud\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111, projection=\"3d\")\n", + "\n", + " _ = ax.scatter(scaled_vectors[0, :], scaled_vectors[1, :], scaled_vectors[2, :], c=\"blue\", marker=\"*\")\n", + "\n", + " # Set labels\n", + " ax.set_xlabel(\"X\")\n", + " ax.set_ylabel(\"Y\")\n", + " ax.set_zlabel(\"Z\")\n", + " ax.set_title(\"Normalized dMRI signal\")\n", + "\n", + " return fig\n", + "\n", + "voxel_idx = [0, 0, 0]\n", + "dwi_data = signal[np.newaxis, np.newaxis, np.newaxis, :]\n", + "b0_mask = grad[3, :] <= 50\n", + "# There is only one b0 volume in the simulated signal\n", + "b0_idx = 0\n", + "_ = plot_dwi(dwi_data, grad[:3, :], b0_mask, voxel_idx, b0_idx)\n", + "plt.show()" + ], + "id": "70d1630d58576a72", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 19 }, { "metadata": {}, @@ -117,12 +224,12 @@ "metadata": {}, "cell_type": "code", "source": [ - "from src.eddymotion.model.kernels import SphericalCovarianceKernel\n", + "from src.eddymotion.model.dipy import PairwiseOrientationKernel\n", "\n", "lambda_s = 2.0\n", "a = 1.0\n", "sigma_sq = 0.5\n", - "kernel = SphericalCovarianceKernel(lambda_s=lambda_s, a=a, sigma_sq=sigma_sq)" + "kernel = PairwiseOrientationKernel(weighting=\"spherical\", lambda_s=lambda_s, a=a, sigma_sq=sigma_sq)" ], "id": "a66400cc9ee4c084", "outputs": [],