{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
ESF projekt Západočeské univerzity v Plzni reg. č. CZ.02.2.69/0.0/0.0/16 015/0002287
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Fourier transform" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Spojitá fourierova tranformace\n", "\n", "$$ F(u,v)=\\int \\int_{-\\infty}^{\\infty} f(x,y) e^{-j2\\pi(ux+vy)} dx dy $$\n", "\n", "Kde $u$ a $v$ jsou souřadnice ve frekvenčním prostoru a $x$ a $y$ jsou souřadnice v obrazovém prostoru. $F(u,v)$ je 2D spektrum obrazové funkce $F(x,y)$\n", "\n", "Diskrétní fourierova transformace\n", "\n", "$$ F(u,v)=\\sum_{m=-\\infty}^{\\infty} \\sum_{n=-\\infty}^{\\infty} f[m,n]e^{-j2\\pi(umx_o+vny_o)} $$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "[Interactive 1D Fourier Transform](http://www.jezzamon.com/fourier/)\n", "\n", "[YouTube Video - 2D Fourier Transform](https://www.youtube.com/watch?v=qa1ZxK9Y1Tw)\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from skimage import data\n", "import skimage.io\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Výstup fourierovy transformace je (relativně) souměrný podle středu a má běžně nízké frekvence na okrajích. Pro vizualizaci a lepší představu se kvadranty obrazu přehazují pomocí funkce fftshift()\n", "\n", "![fft shift](http://i.stack.imgur.com/I6XDQ.gif)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Spektrum')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "im = data.camera()\n", "\n", "ft = np.fft.fft2(im)\n", "ftshift = np.fft.fftshift(ft)\n", "spek = 20*np.log(np.abs(ftshift))\n", "\n", "# vizualizace\n", "plt.subplot(121)\n", "plt.imshow(im, cmap='gray')\n", "\n", "plt.subplot(122)\n", "plt.imshow(spek, cmap = 'gray')\n", "plt.title('Spektrum')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example: Show fourier transform of the camera image." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Filtration\n", "\n", "## Lo-pass" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VyWSUTCY1OTmZ+4QDwMaS97AinU7r4MGDkqSbN2/qG9/4htra2rR3716Fw2H19fXJdV0N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\nf3IMn7rQA/OAAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x, y = np.indices(im.shape)\n", "center1 = (256, 256)\n", "radius1 = 20\n", "mask = (x - center1[0])**2 + (y - center1[1])**2 < radius1**2\n", "\n", "plt.imshow(mask)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bynPMUkGchF8rVYuc1JXFeqQI5jSkFLGo7LLfy15l9UZ1nzV3yUk+RzIyMs4O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\n8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#ftshift * mask\n", "ftshift_mask = ftshift*(mask)\n", "ftishift_back = np.fft.ifftshift(ftshift_mask)\n", "im_back = np.fft.ifft2(ftishift_back)\n", "im_back = np.abs(im_back)\n", "\n", "# Visualization\n", "plt.figure(figsize=(9, 4))\n", "plt.subplot(121)\n", "plt.imshow(im_back, cmap='gray')\n", "plt.subplot(122)\n", "plt.imshow(np.log(np.abs(ftshift_mask)), cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hi-pass" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lcDzTrFQqbQBnb0h5Q0lay5nz83NjAxaLhR0twXpBN7CfC4WC6QriGbLZrMV1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TE6aZ6Ozs1PT0tOWrOcuUc0uyYOa5554zFqBWO2nvXavVNDk5aQ42nU7bUMJ8Pm9No6hqiEaj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\n/AZde5Q63eAd1IEW9UAgYKPGWcNuayrX5XaPSDLiPWU4l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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vytvoření filtru\n", "x, y = np.indices(im.shape)\n", "center2 = (256, 256)\n", "radius2 = 80\n", "mask2 = (x - center1[0])**2 + (y - center1[1])**2 < radius1**2\n", "\n", "\n", "\n", "# Filtrace a zpětná FT\n", "ftshift_mask = ftshift*(1-mask2)\n", "ftishift_back = np.fft.ifftshift(ftshift_mask)\n", "im_back2 = np.fft.ifft2(ftishift_back)\n", "im_back2 = np.abs(im_back2)\n", "\n", "# Visualization\n", "plt.figure(figsize=(9, 4))\n", "plt.subplot(121)\n", "plt.imshow(im_back2, cmap='gray')\n", "plt.subplot(122)\n", "\n", "plt.imshow(np.log(np.abs(ftshift_mask)), cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Convolution theorem\n", "\n", "$$ f*g = FT^{-1} \\left( FT(f) \\cdot FT(G) \\right) $$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Example" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Make restauration of the image\n", "http://www.imagemagick.org/Usage/fourier/twigs.jpg\n", "\n", "![clown](http://www.imagemagick.org/Usage/fourier/twigs.jpg)\n", "\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "clown = skimage.io.imread('http://www.imagemagick.org/Usage/fourier/clown.jpg')\n", "twigs = skimage.io.imread('http://www.imagemagick.org/Usage/fourier/twigs.jpg')" ] } ], "metadata": { "celltoolbar": "Slideshow", "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": "3.6.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 1 }