{ "cells": [ { "cell_type": "markdown", "id": "c55f5342", "metadata": {}, "source": [ "# Autoencoder for ultrasound images\n", "\n", "In this notebook, we demonstrate how to use the [TAESD](https://github.com/madebyollin/taesd) tiny autoencoder model for ultrasound images using the `zea` toolbox. We'll encode and decode images, visualize the results, and try a simple experiment: interpolating (traveling) in the latent space between two images and animating the result. Note that this model was trained purely on image data, and not finetuned on ultrasound data." ] }, { "cell_type": "markdown", "id": "73ba2ec7", "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/taesd_autoencoder_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/taesd_autoencoder_example.ipynb)\n", " \n", "[![Hugging Face model](https://img.shields.io/badge/Hugging%20Face-Model-yellow?logo=huggingface)](https://huggingface.co/zeahub/taesdxl)" ] }, { "cell_type": "markdown", "id": "01beda83", "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": "code", "execution_count": 1, "id": "223f3a5a", "metadata": {}, "outputs": [], "source": [ "%%capture\n", "%pip install zea" ] }, { "cell_type": "code", "execution_count": 2, "id": "8271e10c", "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.environ[\"KERAS_BACKEND\"] = \"tensorflow\"\n", "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "7bd83cd7", "metadata": {}, "outputs": [ { "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", "import numpy as np\n", "from keras import ops\n", "from matplotlib import animation\n", "\n", "\n", "import zea\n", "from zea import init_device, Dataloader\n", "from zea.models.taesd import TinyAutoencoder\n", "from zea.visualize import plot_image_grid, set_mpl_style" ] }, { "cell_type": "markdown", "id": "e64354ae", "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": 4, "id": "c80a8403", "metadata": {}, "outputs": [], "source": [ "init_device(verbose=False)\n", "set_mpl_style()" ] }, { "cell_type": "markdown", "id": "a5cefe4d", "metadata": {}, "source": [ "## Load data\n", "\n", "We load a small batch from the CAMUS validation dataset hosted on Hugging Face Hub." ] }, { "cell_type": "code", "execution_count": 5, "id": "93e216d7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: \u001b[38;5;214mWARNING\u001b[0m Key 'data/image_polar/values' with 3 dimensions does not match any field of the zea file spec, so the axis that stores frames is unknown. Assuming axis 0.\n" ] } ], "source": [ "n_imgs = 4\n", "val_dataset = Dataloader(\n", " \"hf://zeahub/camus-sample/val\",\n", " key=\"data/image_polar/values\",\n", " batch_size=n_imgs,\n", " shuffle=True,\n", " image_size=[256, 256],\n", " resize_type=\"resize\",\n", " image_range=[-60, 0],\n", " normalization_range=[-1, 1],\n", " seed=42,\n", ")\n", "batch = next(iter(val_dataset))" ] }, { "cell_type": "markdown", "id": "5d940ce3", "metadata": {}, "source": [ "## Load TAESD Model\n", "\n", "We use the built-in TAESD model from `zea`." ] }, { "cell_type": "code", "execution_count": 6, "id": "fbf87a98", "metadata": {}, "outputs": [], "source": [ "model = TinyAutoencoder.from_preset(\"taesdxl\")" ] }, { "cell_type": "markdown", "id": "0ca05aa7", "metadata": {}, "source": [ "## Encode and Decode\n", "\n", "We encode and decode the images using the autoencoder. TAESD expects grayscale or RGB, so we keep the input as is." ] }, { "cell_type": "code", "execution_count": 7, "id": "6dea3cf6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE (reconstruction): 0.009776436\n" ] } ], "source": [ "recon = model(batch)\n", "mse = ops.convert_to_numpy(ops.mean((recon - batch) ** 2))\n", "print(\"MSE (reconstruction):\", mse)" ] }, { "cell_type": "markdown", "id": "3ff8fc8e", "metadata": {}, "source": [ "## Visualization\n", "\n", "We plot the original images and reconstructions for comparison." ] }, { "cell_type": "code", "execution_count": 8, "id": "5ac28382", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imgs = [zea.display.to_8bit(batch[i], (-1, 1), pillow=False) for i in range(n_imgs)] + [\n", " zea.display.to_8bit(recon[i], (-1, 1), pillow=False) for i in range(n_imgs)\n", "]\n", "\n", "titles = [f\"Image {i + 1}\" for i in range(n_imgs)]\n", "\n", "fig, _ = plot_image_grid(\n", " imgs,\n", " ncols=n_imgs,\n", " remove_axis=False,\n", " figsize=(n_imgs * 2, 3),\n", ")\n", "for i, ax in enumerate(fig.axes[:n_imgs]):\n", " ax.set_title(titles[i], fontsize=8)\n", "fig.axes[0].set_ylabel(\"Original\", fontsize=8)\n", "fig.axes[n_imgs].set_ylabel(\"Recon\", fontsize=8)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "85e2bdcd", "metadata": {}, "source": [ "## Latent Space Interpolation\n", "\n", "Let's pick two images, encode them, and interpolate between their latent representations. We'll decode each interpolated latent and animate the result to visualize a smooth transition between two ultrasound images. Again, note that this model was trained on natural images only, and improved results are expected with a finetuned model on ultrasound data (to be added!)." ] }, { "cell_type": "code", "execution_count": 9, "id": "d7e03d4d", "metadata": {}, "outputs": [], "source": [ "# Pick two images to interpolate between\n", "img_a = batch[0][None, ...]\n", "img_b = batch[2][None, ...]\n", "\n", "latent_a = model.encode(img_a)\n", "latent_b = model.encode(img_b)\n", "\n", "n_steps = 12\n", "alphas = np.linspace(0, 1, n_steps)\n", "frames = []\n", "for alpha in alphas:\n", " latent_interp = (1 - alpha) * latent_a + alpha * latent_b\n", " recon_interp = model.decode(latent_interp)\n", " frames.append(zea.display.to_8bit(recon_interp[0], (-1, 1), pillow=False))\n", "\n", "fig, ax = plt.subplots(figsize=(5, 4), dpi=50)\n", "im = ax.imshow(frames[0], cmap=\"gray\", vmin=0, vmax=255)\n", "ax.axis(\"off\")\n", "\n", "\n", "def animate(i):\n", " im.set_data(frames[i])\n", " return [im]\n", "\n", "\n", "ani = animation.FuncAnimation(fig, animate, frames=len(frames), interval=100, blit=True)\n", "plt.close(fig)\n", "ani.save(\"latent_interpolation.gif\")" ] }, { "cell_type": "markdown", "id": "ac17ae46", "metadata": {}, "source": [ "![Latent interpolation](latent_interpolation.gif)" ] }, { "cell_type": "markdown", "id": "332ae419", "metadata": {}, "source": [ "You should see a smooth morphing between two ultrasound images, demonstrating the structure of the TAESD latent space." ] } ], "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" }, "zea": { "tags": [ "generative" ], "level": "beginner" } }, "nbformat": 4, "nbformat_minor": 5 }