{ "cells": [ { "cell_type": "markdown", "id": "2ec1b130", "metadata": {}, "source": [ "# Nuclear diffusion models for ultrasound dehazing\n", "\n", "This notebook demonstrates [**Nuclear Diffusion**](https://tue-bmd.github.io/nuclear-diffusion/), a hybrid framework that combines diffusion posterior sampling with low-rank temporal modeling for video restoration. The method addresses a key limitation of traditional Robust Principal Component Analysis (RPCA): while RPCA assumes sparse foreground signals, real-world videos often contain rich, structured dynamics that violate this assumption.\n", "\n", "While the method [Dehazing Ultrasound using Diffusion Models](https://dehazing-diffusion.github.io/) applies diffusion-based priors on radio-frequency (RF) ultrasound data, Nuclear Diffusion operates directly on B-mode video frames, making it more accessible for clinical applications without requiring access to raw RF data." ] }, { "cell_type": "markdown", "id": "aad06e25", "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/models/nuclear_dehazing_example.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/models/nuclear_dehazing_example.ipynb)\n", " \n", "[![Hugging Face model](https://img.shields.io/badge/Hugging%20Face-Model-yellow?logo=huggingface)](https://huggingface.co/tristan-deep/semantic-diffusion-echo-dehazing)\n", " \n", "[![arXiv](https://img.shields.io/badge/arXiv-2509.20886-b31b1b.svg)](https://arxiv.org/abs/2509.20886)\n", " \n", "[![GitHub Page](https://img.shields.io/badge/GitHub-Page-blue?logo=github)](https://tue-bmd.github.io/nuclear-diffusion/)" ] }, { "cell_type": "markdown", "id": "f377c769", "metadata": {}, "source": [ "‼️ **Important:** This notebook is optimized for **GPU/TPU**. Code execution on a **CPU** may be very slow.\n", "\n", "If you are running in Colab, please enable a hardware accelerator via:\n", "\n", "**Runtime → Change runtime type → Hardware accelerator → GPU/TPU** 🚀." ] }, { "cell_type": "markdown", "id": "2c4abf14", "metadata": {}, "source": [ "## Method overview\n", "\n", "Nuclear Diffusion replaces the sparsity prior in RPCA with a learned diffusion prior while maintaining a nuclear norm penalty on the background component. Given video observations $\\mathbf{Y} \\in \\mathbb{R}^{n \\times p}$, the method jointly samples:\n", "\n", "$$\\mathbf{X}, \\mathbf{L} \\sim p_\\theta(\\mathbf{X}, \\mathbf{L} \\mid \\mathbf{Y})$$\n", "\n", "where $\\mathbf{X}$ is the dynamic foreground (tissue) and $\\mathbf{L}$ is the low-rank background (haze). The posterior factorizes as:\n", "\n", "$$p(\\mathbf{Y}, \\mathbf{L}, \\mathbf{X}) = p(\\mathbf{Y} \\mid \\mathbf{L}, \\mathbf{X}) \\, p(\\mathbf{L}) \\, p_\\theta(\\mathbf{X})$$\n", "\n", "- **Likelihood**: $p(\\mathbf{Y} \\mid \\mathbf{L}, \\mathbf{X}) = \\mathcal{N}(\\mathbf{Y}; \\mathbf{L}+\\mathbf{X}, \\mu^{-1} \\mathbf{I})$\n", "- **Low-rank prior**: $p(\\mathbf{L}) \\propto \\exp(-\\gamma \\|\\mathbf{L}\\|_*)$ where $\\|\\mathbf{L}\\|_* = \\sum_i \\sigma_i(\\mathbf{L})$ is the nuclear norm\n", "- **Diffusion prior**: $p_\\theta(\\mathbf{X})$ learned from data, capturing complex signal structure\n", "\n", "The method operates by alternating between reverse diffusion and measurement-guided updates, minimizing both the data fidelity and the low-rank penalty. This allows it to effectively separate structured foreground dynamics from the low-rank haze, even when the foreground is not sparse.\n", "\n", "## Application: cardiac ultrasound dehazing\n", "\n", "We demonstrate the method on cardiac ultrasound video dehazing, where structured noise (haze) degrades image quality and hampers diagnostic clarity. Nuclear Diffusion achieves improved contrast enhancement while better preserving anatomical structures compared to traditional RPCA.\n", "\n", "**Reference**: T. S. W. Stevens, O. Nolan, J.-L. Robert, and R. J. G. van Sloun, \"Nuclear Diffusion Models for Low-Rank Background Suppression in Videos,\" *IEEE ICASSP*, 2026. [arXiv:2509.20886](https://arxiv.org/abs/2509.20886)\n", "\n", "---\n", "\n", "Let's start by setting the Keras backend for optimal performance.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "ab0fdd14", "metadata": {}, "outputs": [], "source": [ "%%capture\n", "%pip install zea" ] }, { "cell_type": "code", "execution_count": 2, "id": "6cbd1a8d", "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.environ[\"KERAS_BACKEND\"] = \"jax\"\n", "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"2\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "d4613691", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Using backend 'jax'\n" ] } ], "source": [ "import numpy as np\n", "import jax\n", "\n", "import zea\n", "from zea import init_device\n", "from zea.models.diffusion import DiffusionModel\n", "from zea.func import translate\n", "from zea.func.ultrasound import dehaze_nuclear_diffusion\n", "from zea.visualize import plot_image_grid, set_mpl_style\n", "\n", "import matplotlib.pyplot as plt\n", "from keras import ops\n", "from zea import log" ] }, { "cell_type": "markdown", "id": "6a1838fd", "metadata": {}, "source": [ "We'll use the following parameters for this experiment." ] }, { "cell_type": "code", "execution_count": 4, "id": "977535ee", "metadata": { "tags": [ "parameters" ] }, "outputs": [], "source": [ "# Parameters for prior sampling\n", "n_unconditional_samples = 16\n", "n_unconditional_steps = 90\n", "n_conditional_samples = 4\n", "n_conditional_steps = 200\n", "seed = 42\n", "\n", "# Parameters for Nuclear Diffusion dehazing\n", "diffusion_steps = 5000\n", "window_size = 7\n", "hard_project = True\n", "\n", "# Guidance parameters for Nuclear Diffusion\n", "omega = 1.0\n", "gamma = 1.0\n", "haze_level = 0.5\n", "rank_weight_factor = 20\n", "initial_step = 4500" ] }, { "cell_type": "markdown", "id": "a50b7bc2", "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": "ea6425da", "metadata": {}, "outputs": [], "source": [ "init_device(verbose=False)\n", "set_mpl_style()\n", "seed_gen = jax.random.PRNGKey(seed)" ] }, { "cell_type": "markdown", "id": "cd12e7a1", "metadata": {}, "source": [ "## Load pre-trained diffusion model\n", "\n", "We'll use a diffusion model pre-trained on cardiac ultrasound data with Nuclear Diffusion guidance. The model was trained for semantic dehazing on echocardiography videos." ] }, { "cell_type": "code", "execution_count": 6, "id": "0abe2d71", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m90/90\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 111ms/step\n" ] } ], "source": [ "model = DiffusionModel.from_preset(\n", " preset=\"diffusion-dehazingecho2025\",\n", " guidance=\"nuclear-dps\",\n", " operator=\"linear_interp\",\n", ") # or use a local path to your model\n", "\n", "# Prior sampling\n", "prior_samples = model.sample(\n", " n_samples=n_unconditional_samples,\n", " n_steps=n_unconditional_steps,\n", " verbose=True,\n", ")" ] }, { "cell_type": "markdown", "id": "da6415ea", "metadata": {}, "source": [ "## Visualize samples from the prior\n", "\n", "Before applying Nuclear Diffusion to dehazing, let's visualize some unconditional samples from the diffusion model to verify it has learned the tissue distribution." ] }, { "cell_type": "code", "execution_count": 7, "id": "f72c2981", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, _ = plot_image_grid(prior_samples, vmin=-1, vmax=1)" ] }, { "cell_type": "markdown", "id": "7e1f72e5", "metadata": {}, "source": [ "## Load hazy ultrasound data\n", "\n", "Now let's load a real cardiac ultrasound video with haze/noise artifacts. We'll use Nuclear Diffusion to separate the tissue signal from the low-rank haze background. The data is loaded from Hugging Face containing echocardiography videos from the DehazingEcho2025 dataset." ] }, { "cell_type": "code", "execution_count": 8, "id": "70dc38e5", "metadata": {}, "outputs": [], "source": [ "# Load data from HDF5 file\n", "with zea.File(\"hf://zeahub/DehazingEcho2025/noisy/patient-1-4C.hdf5\") as f:\n", " data_np = f[\"data\"][\"image_sc\"][:]\n", "\n", "# Convert to tensor and normalize\n", "data_np = np.expand_dims(data_np, axis=-1)\n", "data = ops.convert_to_tensor(data_np, dtype=\"float32\")\n", "data = translate(data, (0, 255), (-1, 1))" ] }, { "cell_type": "markdown", "id": "ba675be0", "metadata": {}, "source": [ "## Nuclear diffusion posterior sampling\n", "\n", "The following functions implement the Nuclear Diffusion algorithm for video dehazing. The key steps are:\n", "\n", "1. **Window-based processing**: Long videos are split into overlapping windows to manage memory.\n", "2. **Joint sampling**: For each window, we jointly sample tissue $\\mathbf{X}$ and haze $\\mathbf{L}$ components.\n", "3. **Iterative refinement**: Alternates between:\n", " - Reverse diffusion on tissue using the learned prior $p_\\theta(\\mathbf{X})$\n", " - Gradient updates enforcing measurement consistency and low-rank structure on haze\n", "4. **Averaging**: Overlapping window predictions are averaged to produce smooth results." ] }, { "cell_type": "markdown", "id": "49c68362", "metadata": {}, "source": [ "## Apply nuclear diffusion dehazing\n", "\n", "Now we'll apply the Nuclear Diffusion method to the loaded hazy video. The hyperparameters control:\n", "\n", "- **omega** ($\\omega$): Weight for the measurement consistency term (L2 reconstruction error)\n", "- **gamma** ($\\gamma$): Weight for the nuclear norm penalty (low-rank enforcement)\n", "- **rank_weight_factor**: Optional enhanced weighting for larger singular values\n", "- **initial_step**: Starting step for progressive blending of haze component\n", "- **window_size**: Number of frames to process together (manages memory for long videos)\n", "\n", "The dehazing will process the video in windows and may take several minutes depending on hardware." ] }, { "cell_type": "code", "execution_count": 9, "id": "527f8221", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: [Nuclear Diffusion] Processing 60 frames.\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: [Nuclear Diffusion] Split into 9 windows with sizes: [7, 7, 7, 7, 7, 7, 7, 7, 4]\n", "\u001b[1m9/9\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m120s\u001b[0m 13s/window\n" ] } ], "source": [ "pred_tissue_images, pred_haze_images = dehaze_nuclear_diffusion(\n", " data,\n", " diffusion_model=model,\n", " n_steps=diffusion_steps,\n", " window_size=window_size,\n", " hard_project=hard_project,\n", " seed=seed_gen,\n", " omega=omega,\n", " gamma=gamma,\n", " haze_level=haze_level,\n", " rank_weight_factor=rank_weight_factor,\n", " initial_step=initial_step,\n", ")" ] }, { "cell_type": "markdown", "id": "53306863", "metadata": {}, "source": [ "## Visualize results\n", "\n", "The animation below shows three panels for each frame:\n", "1. **Hazy input**: The original measurement with haze artifacts\n", "2. **Dehazed tissue**: The recovered tissue signal with enhanced contrast\n", "3. **Haze estimate**: The low-rank background component removed by Nuclear Diffusion\n", "\n", "Notice how the dehazed images have improved contrast between myocardium and left ventricle by reducing haze artifacts while preserving fine anatomical details and tissue texture." ] }, { "cell_type": "code", "execution_count": 10, "id": "14bc3c79", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: \u001b[32mSuccessfully saved GIF to -> \u001b[33mdehazing_results.gif\u001b[0m\u001b[0m\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Animation saved to dehazing_results.gif\n" ] }, { "data": { "text/plain": [ "'Animation saved to dehazing_results.gif'" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Convert data to numpy for visualization\n", "data_np = ops.convert_to_numpy(data)\n", "\n", "animation_frames = []\n", "for t in range(len(data_np)):\n", " # Stack the three panels: input, dehazed, haze\n", " panels = np.stack([data_np[t], pred_tissue_images[t], pred_haze_images[t]])[..., 0]\n", " fig, _ = plot_image_grid(\n", " panels,\n", " ncols=3,\n", " titles=[\"Hazy Input\", \"Dehazed Tissue\", \"Haze Estimate\"],\n", " vmin=-1,\n", " vmax=1,\n", " figsize=(9, 3),\n", " )\n", " for ax in fig.axes:\n", " ax.title.set_fontsize(10)\n", " arr = zea.io_lib.matplotlib_figure_to_numpy(fig)\n", " plt.close(fig)\n", " animation_frames.append(arr)\n", "\n", "save_path = \"dehazing_results.gif\"\n", "zea.io_lib.save_to_gif(animation_frames, save_path, fps=15, shared_color_palette=False)\n", "log.info(f\"Animation saved to {save_path}\")" ] }, { "cell_type": "markdown", "id": "ed072859", "metadata": {}, "source": [ "\n", "![Dehazing Results](./dehazing_results.gif)\n", "\n", "## Summary\n", "\n", "This notebook demonstrated **Nuclear Diffusion**, a hybrid method that combines:\n", "- **Diffusion priors** for modeling complex signal structure\n", "- **Nuclear norm penalties** for low-rank temporal background modeling\n", "\n", "The method successfully separates tissue dynamics from structured haze in cardiac ultrasound videos, achieving improved contrast while preserving anatomical details.\n", "\n", "**Key advantages over traditional RPCA:**\n", "- Replaces restrictive sparsity assumptions with expressive learned priors\n", "- Better captures rich variability in real-world video signals\n", "- Improved contrast enhancement (gCNR) and signal preservation (KS statistic)\n", "\n", "**Citation:**\n", "```bibtex\n", "@inproceedings{stevens2026nuclear,\n", " title={Nuclear Diffusion Models for Low-Rank Background Suppression in Videos},\n", " author={Stevens, Tristan S. W. and Nolan, Oisín and Robert, Jean-Luc and van Sloun, Ruud J. G.},\n", " booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},\n", " year={2026}\n", "}\n", "```\n", "\n", "For more information, see the [paper on arXiv](https://arxiv.org/abs/2509.20886) and the [model on Hugging Face](https://huggingface.co/tristan-deep/semantic-diffusion-echo-dehazing).\n" ] } ], "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 }