{ "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" }, "orig_nbformat": 2, "kernelspec": { "name": "python385jvsc74a57bd023a6901d04df5a24b139bf940691d9158a219126a6bc30bd2116c3bca95057cb", "display_name": "Python 3.8.5 64-bit ('brainlit': conda)" } }, "nbformat": 4, "nbformat_minor": 2, "cells": [ { "source": [ "# Soma detection notebook\n", "\n", "This notebook demonstrates how to use `brainlit.algorithms.detect_somas.find_somas` to detect bright somas in brain volumes of $100\\mu m^3$." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/Users/jacopo/opt/miniconda3/envs/brainlit/lib/python3.8/site-packages/python_jsonschema_objects/__init__.py:50: UserWarning: Schema version http://json-schema.org/draft-04/schema not recognized. Some keywords and features may not be supported.\n", " warnings.warn(\n", "WARNING: Could not load OpenGL library.\n" ] } ], "source": [ "import boto3\n", "import numpy as np\n", "from io import BytesIO\n", "from cloudvolume.lib import Bbox\n", "from brainlit.utils.session import NeuroglancerSession\n", "from brainlit.algorithms.detect_somas import find_somas\n", "import matplotlib.pyplot as plt\n", "\n", "brain = 1\n", "mip = 1" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "s3 = boto3.resource(\"s3\")\n", "bucket = s3.Bucket(\"open-neurodata\")\n", "\n", "brain_name = f\"brain{brain}\"\n", "\n", "brain_prefix = f\"brainlit/{brain_name}\"\n", "segments_prefix = f\"brainlit/{brain_name}_segments\"\n", "somas_prefix = f\"brainlit/{brain_name}_somas\"\n", "\n", "brain_url = f\"s3://open-neurodata/{brain_prefix}\"\n", "segments_url = f\"s3://open-neurodata/{segments_prefix}\"\n", "\n", "volume_keys = [\n", " \"4807349.0_3827990.0_2922565.75_4907349.0_3927990.0_3022565.75\",\n", " \"4873075.5_4753413.5_6851474.0_4973075.5_4853413.5_6951474.0\",\n", " \"4881146.0_4792378.5_7001708.5_4981146.0_4892378.5_7101708.5\",\n", "]\n", "\n", "ngl_sess = NeuroglancerSession(\n", " mip=mip, url=brain_url, url_segments=segments_url, use_https=True\n", ")\n", "res = ngl_sess.cv_segments.scales[ngl_sess.mip][\"resolution\"]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Downloading: 0%| | 0/18 [00:01", "image/svg+xml": "\n\n\n\n \n \n \n \n 2021-04-30T00:19:28.872910\n image/svg+xml\n \n \n Matplotlib v3.3.2, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "for volume_key in volume_keys:\n", " volume_coords = np.array(os.path.basename(volume_key).split(\"_\")).astype(float)\n", " volume_vox_min = np.round(np.divide(volume_coords[:3], res)).astype(int)\n", " volume_vox_max = np.round(np.divide(volume_coords[3:], res)).astype(int)\n", "\n", " bbox = Bbox(volume_vox_min, volume_vox_max)\n", " volume = ngl_sess.pull_bounds_img(bbox)\n", "\n", " somas_obj = s3.Object(\"open-neurodata\", f\"{somas_prefix}/{volume_key}\").get()\n", " somas = np.load(BytesIO(somas_obj[\"Body\"].read()))\n", " rel_soma_coords = np.array(\n", " [np.round(np.divide(c, res)).astype(int) - volume_vox_min for c in somas]\n", " )\n", "\n", " label, rel_pred_centroids, out = find_somas(volume, res)\n", "\n", " _, axes = plt.subplots(1, 2)\n", "\n", " ax = axes[0]\n", " vol_proj = np.amax(volume, axis=2)\n", " ax.imshow(vol_proj, cmap=\"gray\", origin=\"lower\")\n", " ax.scatter(\n", " rel_soma_coords[:, 1],\n", " rel_soma_coords[:, 0],\n", " c=\"none\",\n", " edgecolor=\"r\",\n", " label=\"Ground truth\",\n", " )\n", " if label == 1:\n", " ax.scatter(rel_pred_centroids[:, 1], rel_pred_centroids[:, 0], c=\"b\", alpha=0.5)\n", " ax.set_title(\"Volume\")\n", "\n", " ax = axes[1]\n", " mask_proj = np.amax(out, axis=2)\n", " ax.imshow(mask_proj, cmap=\"jet\", vmin=0, origin=\"lower\")\n", " plt.show()" ] } ] }