{ "cells": [ { "cell_type": "markdown", "id": "0a50eb7a", "metadata": {}, "source": [ "# Color Doppler Ultrasound" ] }, { "cell_type": "markdown", "id": "8dc39619", "metadata": {}, "source": [ "In this notebook, we demonstrate how to process and visualize Color Doppler ultrasound data using the `zea` library. Doppler ultrasound is a non-invasive imaging technique that measures the frequency shift of ultrasound waves reflected from moving objects, such as blood flow in vessels." ] }, { "cell_type": "markdown", "id": "b5967e4d", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tue-bmd/zea/blob/main/docs/source/notebooks/pipeline/doppler.ipynb)\n", " \n", "[![View on GitHub](https://img.shields.io/badge/GitHub-View%20Source-blue?logo=github)](https://github.com/tue-bmd/zea/blob/main/docs/source/notebooks/pipeline/doppler.ipynb)\n", " \n", "[![Hugging Face dataset](https://img.shields.io/badge/Hugging%20Face-Dataset-yellow?logo=huggingface)](https://huggingface.co/datasets/zeahub/zea-rotating-disk)" ] }, { "cell_type": "code", "execution_count": 1, "id": "f48dd0d1", "metadata": {}, "outputs": [], "source": [ "%%capture\n", "%pip install zea" ] }, { "cell_type": "code", "execution_count": 2, "id": "e27aafe7", "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.environ[\"KERAS_BACKEND\"] = \"tensorflow\"\n", "os.environ[\"ZEA_DISABLE_CACHE\"] = \"1\"" ] }, { "cell_type": "markdown", "id": "b53f4f5f", "metadata": {}, "source": [ "We'll import all necessary libraries and modules." ] }, { "cell_type": "code", "execution_count": 3, "id": "6613ddc1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", "E0000 00:00:1756298636.812776 135582 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "E0000 00:00:1756298636.816908 135582 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", "W0000 00:00:1756298636.828465 135582 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", "W0000 00:00:1756298636.828481 135582 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", "W0000 00:00:1756298636.828484 135582 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", "W0000 00:00:1756298636.828485 135582 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Using backend 'tensorflow'\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "import zea\n", "from zea.doppler import color_doppler\n", "import numpy as np\n", "from zea import init_device\n", "from zea.visualize import set_mpl_style\n", "from zea.internal.notebooks import animate_images" ] }, { "cell_type": "markdown", "id": "de5d19da", "metadata": {}, "source": [ "We'll use the following parameters for this experiment." ] }, { "cell_type": "code", "execution_count": 4, "id": "4090728b", "metadata": { "tags": [ "parameters" ] }, "outputs": [], "source": [ "n_frames = 25\n", "n_transmits = 10" ] }, { "cell_type": "markdown", "id": "988cce07", "metadata": {}, "source": [ "We will work with the GPU if available, and initialize using `init_device` to pick the best available device. Also, (optionally), we will set the matplotlib style for plotting." ] }, { "cell_type": "code", "execution_count": 5, "id": "33d3a34d", "metadata": {}, "outputs": [], "source": [ "init_device(verbose=False)\n", "set_mpl_style()" ] }, { "cell_type": "markdown", "id": "5ee73c08", "metadata": {}, "source": [ "## Loading data\n", "To start, we will load some data from the [zea rotating disk](https://huggingface.co/datasets/zeahub/zea-rotating-disk) dataset, which is stored for convenience on the [Hugging Face Hub](https://huggingface.co/zeahub). You could also easily load your own data in zea format, using a local path instead of the HF URL.\n", "\n", "For more ways and information to load data, please see the [Data documentation](../../data-acquisition.rst) or the data loading example notebook [here](../data/zea_data_example.ipynb).\n", "\n", "Note that all acquisition parameters are also stored in the zea data format, such that when we load the data we can also construct `zea.Probe` and `zea.Scan` objects, that will be usefull later on in the pipeline." ] }, { "cell_type": "code", "execution_count": 6, "id": "4d935024", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "75c98f1e5d08410cbd1bb2c49ba873af", "version_major": 2, "version_minor": 0 }, "text/plain": [ "L115V_1radsec.hdf5: 0%| | 0.00/2.34G [00:00 device: 0, name: NVIDIA L40S, pci bus id: 0000:01:00.0, compute capability: 8.9\n", "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", "I0000 00:00:1756298649.261103 135582 service.cc:152] XLA service 0x651262de2f10 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n", "I0000 00:00:1756298649.261153 135582 service.cc:160] StreamExecutor device (0): NVIDIA L40S, Compute Capability 8.9\n", "I0000 00:00:1756298649.302819 135582 cuda_dnn.cc:529] Loaded cuDNN version 90300\n", "I0000 00:00:1756298649.542572 135582 device_compiler.h:188] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n" ] } ], "source": [ "pipeline = zea.Pipeline.from_default(num_patches=1000, with_batch_dim=True)\n", "params = pipeline.prepare_parameters(probe, scan)\n", "bmode = pipeline(data=data, **params, return_numpy=True)[\"data\"]" ] }, { "cell_type": "markdown", "id": "cc6b4706", "metadata": {}, "source": [ "Let's visualize the B-mode images using a helper function." ] }, { "cell_type": "code", "execution_count": 8, "id": "4bc9c239", "metadata": {}, "outputs": [], "source": [ "animate_images(bmode, \"doppler.gif\", scan)" ] }, { "cell_type": "markdown", "id": "ce03e4aa", "metadata": {}, "source": [ "![Doppler B-mode Animation](./doppler.gif)" ] }, { "cell_type": "markdown", "id": "d97ce78c", "metadata": {}, "source": [ "## Doppler reconstruction\n", "\n", "Now, we will create a custom, shorter pipeline that computes the beamformed IQ data, and then computes the Color Doppler image from that. We will use the `color_doppler` function for this, which computes the Color Doppler image from the IQ data using a simple autocorrelation method." ] }, { "cell_type": "code", "execution_count": 9, "id": "6090dbba", "metadata": {}, "outputs": [], "source": [ "pipeline = zea.Pipeline(\n", " [\n", " zea.ops.Demodulate(),\n", " zea.ops.PatchedGrid([zea.ops.TOFCorrection(), zea.ops.DelayAndSum()], num_patches=10),\n", " zea.ops.ChannelsToComplex(),\n", " ],\n", " jit_options=\"pipeline\",\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "id": "4da816aa", "metadata": {}, "outputs": [], "source": [ "params = pipeline.prepare_parameters(probe, scan)\n", "output = pipeline(data=data, **params)\n", "data4doppler = output[\"data\"]" ] }, { "cell_type": "markdown", "id": "d38a2453", "metadata": {}, "source": [ "Finally, we can visualize the Doppler image using matplotlib!" ] }, { "cell_type": "code", "execution_count": 11, "id": "1d1c01e5", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pulse_repetition_frequency = 1 / sum(scan.time_to_next_transmit[0])\n", "d = color_doppler(\n", " data4doppler,\n", " probe.center_frequency,\n", " pulse_repetition_frequency,\n", " scan.sound_speed,\n", " hamming_size=10, # spatial smoothing with Hamming window\n", ")\n", "plt.imshow(d * 100, cmap=\"bwr\", extent=scan.extent * 1e3)\n", "plt.title(\"Doppler image (cm/s)\")\n", "plt.xlabel(\"X (mm)\")\n", "plt.ylabel(\"Z (mm)\")\n", "plt.colorbar()\n", "plt.show()" ] } ], "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": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }