diff --git a/source/gaussian_blur.ipynb b/source/gaussian_blur.ipynb new file mode 100644 index 0000000..0c50bab --- /dev/null +++ b/source/gaussian_blur.ipynb @@ -0,0 +1,235 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "gaussian_blur.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "MIBzKz6RoGOs" + }, + "source": [ + "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.sandbox.google.com/github/kornia/tutorials/blob/master/source/gaussian_blur.ipynb)\n", + "\n", + "Blur image using GaussianBlur operator\n", + "======================================\n", + "\n", + "In this tutorial we show how easily one can apply typical image transformations using Kornia.\n", + "\n", + "Enjoy the example!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "q0ZWzCyDo8wr" + }, + "source": [ + "Preparation\n", + "---------------" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8FocXvnfoxKr" + }, + "source": [ + "We first install Kornia." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "f6Z0ilJCT6Dh" + }, + "source": [ + "%%capture\n", + "%matplotlib inline\n", + "!pip install kornia" + ], + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "id": "I1cUc_1MUjc4", + "outputId": "466b5b0a-14ac-410b-d7d7-3e8b7683fd4b" + }, + "source": [ + "import kornia\n", + "kornia.__version__" + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + }, + "text/plain": [ + "'0.5.2'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 2 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jnSpxwMDk8Ik" + }, + "source": [ + "Now we download the example image." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "engDHU-WUtrs" + }, + "source": [ + "%%capture\n", + "!wget https://github.com/kornia/data/raw/main/bennett_aden.png" + ], + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jxFDOCekpDqv" + }, + "source": [ + "Example\n", + "-----------\n", + "\n", + "We first import the required libraries and load the data." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "czziB5_3pcvj" + }, + "source": [ + "import torch\n", + "import kornia\n", + "import cv2\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# read the image with OpenCV\n", + "img: np.ndarray = cv2.imread('./bennett_aden.png')\n", + "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", + "\n", + "# convert to torch tensor\n", + "data: torch.tensor = kornia.image_to_tensor(img, keepdim=False) # BxCxHxW" + ], + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iY7MBn0uphG8" + }, + "source": [ + "To apply a filter, we create the Gaussian Blur filter object and apply it to the data:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "6N4KwmpUpoWZ" + }, + "source": [ + "# create the operator\n", + "gauss = kornia.filters.GaussianBlur2d((11, 11), (10.5, 10.5))\n", + "\n", + "# blur the image\n", + "x_blur: torch.tensor = gauss(data.float())" + ], + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zm_2bazBpwyu" + }, + "source": [ + "That's it! We can compare the pre-transform image and the post-transform image:" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 372 + }, + "id": "_Vrlr0BXUlIL", + "outputId": "b318f5ea-cf60-48f6-b4b8-b21d198bf280" + }, + "source": [ + "# convert back to numpy\n", + "img_blur: np.ndarray = kornia.tensor_to_image(x_blur.byte())\n", + "\n", + "# Create the plot\n", + "fig, axs = plt.subplots(1, 2, figsize=(16, 10))\n", + "axs = axs.ravel()\n", + "\n", + "axs[0].axis('off')\n", + "axs[0].set_title('image source')\n", + "axs[0].imshow(img)\n", + "\n", + "axs[1].axis('off')\n", + "axs[1].set_title('image blurred')\n", + "axs[1].imshow(img_blur)\n", + "\n", + "pass" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + } + ] +} \ No newline at end of file diff --git a/source/index.rst b/source/index.rst index 9689c2a..d529ba5 100644 --- a/source/index.rst +++ b/source/index.rst @@ -21,6 +21,7 @@ Welcome to Kornia Tutorials's documentation! morphology_101 warp_perspective data_augmentation_segmentation + gaussian_blur Kornia and PyTorch Lightning GPU data augmentation zca