{ "cells": [ { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "import numpy as np\n", "from skimage.io import imread\n", "from skimage import transform, data\n", "from scipy import signal" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Generar PSF de movimiento linear uniforme\n", "def motionPSF(largo=9,angulo=0, sz=65):\n", " # Se genera una linea horizontal en el medio de la imagen de tamaño igual al largo\n", " f = np.zeros((sz,sz)) \n", " f[sz // 2 , sz // 2 - largo//2 : sz // 2 + largo//2 + 1]=1 \n", " #f[0 , 0 : largo + 1]=1 \n", " # Luego se rota el angulo especificado\n", " f = transform.rotate(f,angulo);\n", " # Finalmente se normaliza\n", " f = f/np.sum(f);\n", " return f" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cargar imagen y generar PSF (point spread function)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Cargar imagen\n", "# I = imread('path/to/image')\n", "I = data.camera() # imagen por defecto de skimage\n", "\n", "largo = 20\n", "angulo = 30\n", "sz=125\n", "psf = motionPSF(largo,angulo,sz)\n", "\n", "# Convolución en el espacio\n", "I_movida = signal.convolve2d(I,psf,mode='same', boundary='symm')\n", "\n", "fig, ax = plt.subplots(1,3, figsize=(10,4))\n", "ax[0].imshow(I,cmap='gray'), ax[0].set_title('Imagen')\n", "ax[1].imshow(psf,cmap='gray'), ax[1].set_title('PSF')\n", "ax[2].imshow(I_movida,cmap='gray'), ax[2].set_title('Imagen movida')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convolución en el dominio de frecuencia" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Traslación al centro de la imagen\n", "di = -sz//2\n", "dj = -sz//2\n", "\n", "# Tamaño de la imagen\n", "N, M = I.shape\n", "\n", "# FFT de la PSF (MTF)\n", "mtf = np.fft.fft2(psf,I.shape)\n", "\n", "# Grilla de frecuencia\n", "[u,v] = np.meshgrid(np.arange(0,N),np.arange(0,M), indexing='ij')\n", "\n", "# Factor en frecuencia por la traslación\n", "transl_F = np.exp(-1j*2*np.pi*(u * di / N + v * dj / M) )\n", "mtf_shiftfix = mtf * transl_F\n", "\n", "# FFT imagen\n", "dftI = np.fft.fft2(I)\n", "\n", "# Convolución (en frecuencia) sin corrección de shift\n", "I_movida = np.abs(np.fft.ifft2(mtf * dftI))\n", "# Convolución corrigiendo el shift\n", "I_movida_fix = np.abs(np.fft.ifft2(mtf_shiftfix * dftI))\n", "\n", "fig, ax = plt.subplots(1,2,)\n", "ax[0].imshow(I_movida,cmap='gray'), ax[0].set_title('Imagen sin corrección')\n", "ax[1].imshow(I_movida_fix,cmap='gray'), ax[1].set_title('Imagen con corrección')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ¿Por qué es necesario esto?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si se observa la imagen de la PSF, el \"_hot spot_\" o el centro de la convolución se encuentra en la mitad de la imagen, más precisamente en la coordenada $(sz/2,sz/2)$. Esto afecta la transformada de Fourier por medio de una traslación:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Para una imagen $x[n,m]$ de tamaño $N \\times M$ su transformada de Fourier es:\n", "\n", "$$\n", "\\mathcal{F}\\{x[n,m] \\} = \\sum_{n=0}^{N-1} \\sum_{m=0}^{M-1} x[n,m] e^{-j2\\pi (u.n/N + v.m/M)}= X[u,v]\n", "$$\n", "\n", "Si consideramos una traslación de la imagen $n_0$ píxeles verticales y $m_0$ píxeles horizontales (es decir: $x[n-n_0,m-m_0]$), su transformada es:\n", "\n", "$$\n", "\\mathcal{F}\\{x[n-n_0,m-m_0] \\} = \\sum_{n=0}^{N-1} \\sum_{m=0}^{M-1} x[n-n_0,m-m_0] e^{-j2\\pi (u.n/N + v.m/M)}\n", "$$\n", "\n", "Usando el cambio de variable $\\hat{n} = n - n_0$ (e ídem para $\\hat{m}$)\n", "\n", "$$\n", "\\mathcal{F}\\{x[n-n_0,m-m_0] \\} = \\sum_{\\hat{n}=- n_0}^{N-1} \\sum_{\\hat{m}=- m_0}^{M-1} x[\\hat{n},\\hat{m}] e^{-j2\\pi (u.(\\hat{n}+n_0)/N + v.(\\hat{m}+m_0)/M)}\n", "$$\n", "\n", "Separando la exponencial en dos:\n", "\n", "$$\n", "\\mathcal{F}\\{x[n-n_0,m-m_0] \\} = \\sum_{\\hat{n}=- n_0}^{N - 1 - n_0} \\sum_{\\hat{m}=- m_0}^{M - 1 - m_0} x[\\hat{n},\\hat{m}] e^{-j2\\pi (u.\\hat{n}/N + v.\\hat{m}/M)} e^{-j2\\pi (u.n_0/N + v.m_0/M)}\n", "$$\n", "\n", "Donde la exponencial de la derecha $e^{-j2\\pi (u.n_0/N + v.m_0/M)}$ no depende de las variables mudas $\\hat{n}$ ni $\\hat{m}$. Deshaciendo el cambio de variable con $n = \\hat{n} + n_0$:\n", "\n", "$$\n", "\\mathcal{F}\\{x[n-n_0,m-m_0] \\} = \\sum_{n=0}^{N - 1} \\sum_{m=}^{M - 1} x[n,m] e^{-j2\\pi (u.n/N + v.m/M)} e^{-j2\\pi (u.n_0/N + v.m_0/M)}\n", "$$\n", "\n", "\n", "$$\n", "\\mathcal{F}\\{x[n-n_0,m-m_0] \\} = X[u,v] e^{-j2\\pi (u.n_0/N + v.m_0/M)}\n", "$$" ] } ], "metadata": { "kernelspec": { "display_name": "deeptempest", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 2 }