{ "cells": [ { "cell_type": "markdown", "id": "44df4f65-6301-45d3-ad27-879aee182d4e", "metadata": {}, "source": [ "Notebook Jupyter UTC MT12 \n", "$$ \\text{TP} 5 \\;: \\; \\textbf{Reconstruction d'un signal par échantillonnage et traitement d'une image bruitée}$$\n", "###### Cette cellule est une cellule Markdown" ] }, { "cell_type": "markdown", "id": "f4d2b89b-f1e5-4fb9-974d-76f00ea8fbd5", "metadata": {}, "source": [ "### L'objectif de ce TP est double: \n", " * comprendre l'impact du choix de la période d'échantillonnage d'un signal pour sa reconstrution\n", " * bruiter une image, puis appliquer des filtres pour la débruiter" ] }, { "cell_type": "markdown", "id": "232899b6-c2f6-489a-bd3b-d1e9be5b3532", "metadata": {}, "source": [ "#### Plan \n", "[1. Echantillonnage optimal d'une fonction signal](#2.-Echantillonnage-optimal-d-une-fonction-signal)\n", "[2. Traitement images](#1.-Traitement-images)" ] }, { "cell_type": "markdown", "id": "d4d76ad7-87f4-4ec2-93f1-661f29c24079", "metadata": {}, "source": [ "Nous aurons besoin des packages suivants" ] }, { "cell_type": "code", "execution_count": 5, "id": "36562c80-3a14-42e7-85ac-4e95265dbbec", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "0455f295-e801-448c-8393-67ebd5893d7e", "metadata": {}, "source": [ "# 1 Echantillonnage optimal" ] }, { "cell_type": "markdown", "id": "fbe1779d-91a0-4593-905b-0a049ba90444", "metadata": {}, "source": [ "On s'intéresse à reconstruire une fonction signal à partir d'un échantillonnage de cette fonction, qui est définie par \n", "$$t\\in [0,1] \\mapsto x(t) = \\sin(2\\pi f_0 t), \\quad \\text{avec} \\quad f_0 = 9.$$\n" ] }, { "cell_type": "markdown", "id": "fefcc1b6-8f76-4cfa-92fa-84de01309306", "metadata": {}, "source": [ "On échantillonne la fonction signal $x$ à une fréquence d'échantillonnage $F_e \\in \\mathbb{N}^*$, autrement dit, la fonction signal $x$ est observée uniquement en $t=kT_e$, pour $k=0,\\ldots,F_e$ et $T_e=1/F_e$; $T_e$ désigne la période d'échantillonnage. \n", "\n", " * On dispose donc des valeurs $x(kT_e)$ pour $k=0,\\ldots,F_e$;\n", " * À partir de $x(kT_e)$ avec $k=0,\\ldots,F_e$, on considère un \"signal échantillonné continu\", i.e., défini pour tout $t \\in [0,1]$, que nous noterons $t \\in [0,1] \\mapsto x_e(t)$. " ] }, { "cell_type": "markdown", "id": "69a0a025-eda3-4f44-895a-e8b6839f55d4", "metadata": {}, "source": [ "## 1.1 Questions affichage de la fonction signal et de son spectre" ] }, { "cell_type": "markdown", "id": "30d3bcfa-33b2-4f3f-8916-30db77e9d828", "metadata": {}, "source": [ "### Q1 Définir une fonction \"x\" qui prend en entrée $t$, un vecteur de temps, et qui retourne l'image de $t$ par le signal $x$." ] }, { "cell_type": "markdown", "id": "63b14f0a-ce21-4d71-998f-c81d39fc35e5", "metadata": {}, "source": [ "### Q2 Représenter le signal en fonction du temps sur l'intervalle $I=[0, 1]$. " ] }, { "cell_type": "markdown", "id": "bc50aa25-6996-4792-afc4-a5992b68ff6d", "metadata": {}, "source": [ "### Q3 Quelle est la période de la fonction signal ? " ] }, { "cell_type": "markdown", "id": "a90db5e2-df55-4994-8242-21c5d26efe9c", "metadata": {}, "source": [ "### Q4 Affichage du signal et des points du signal échantillonné \n", "* Pour $F_e \\in \\{15,30,100\\}$, utiliser la fonction \"np.arange\" pour échantillonner le signal avec une période d'échantillonnage $T_e$\n", "* Pour chaque $F_e \\in \\{15,30,100\\}$, représenter sur le graphe de $t \\in [0,1]\\mapsto x(t)$ les points du signal échantillonné dans une couleur différente de celle du graphe. La fonction \"plt.plot(Te,x(Te),'op') représente les points $(Te,x(Te))$ en rose sur le graphe. \n", " * D'après vous, quelles valeurs de $T_e$ permettent-elles de reconstruire le signal $t \\in [0,1]\\mapsto x(t)$ ? " ] }, { "cell_type": "markdown", "id": "272bde64-d522-4b2f-9dd4-04cc02348b1d", "metadata": {}, "source": [ "* Notons $\\widehat{x}(\\xi)$ le spectre du signal $t \\mapsto x(t)$ (la transformée de Fourier de la fonction $x$ définie dans le domaine fréquentiel)\n", "* Notons $\\widehat{x_e}(\\xi)$ le spectre du signal $t \\mapsto x_e(t)$ (le signal $x$ échantillonné à la fréquence $F_e$) " ] }, { "cell_type": "markdown", "id": "f20b2e25-31c3-498e-bfb9-3f508dc8e385", "metadata": {}, "source": [ "On peut montrer que \n", "* $\\widehat{x}(\\xi) =0$ $\\forall \\xi\\notin \\{-f_0, f_0\\}$\n", "* $\\widehat{x}(\\xi) \\neq 0$ pour les fréquences $\\xi \\in \\{ -f_0, f_0\\}$; \n", "* $ \\widehat{x_e}(\\xi) = \\sum_{k \\in \\mathbb{Z}}\\hat{x}(\\xi - \\frac{k}{T_e})$" ] }, { "cell_type": "markdown", "id": "6c1398a7-7913-488f-be2e-9754e8380887", "metadata": {}, "source": [ " On donne une représentation du spectre $\\hat{x}(\\xi)$ avec le code suivant: " ] }, { "cell_type": "code", "execution_count": 369, "id": "bb1da0b6-1f9d-401c-a0d3-28cc3af4b7a5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 4))\n", "plt.stem([-f0, f0], [1, 1], linefmt='g--', basefmt=\"\", markerfmt=\"\") # trace des lignes verticales\n", "plt.ylim(0, 1.5) # taille des axes des y \n", "plt.gca().set_yticks([]) # supprime les marques de l'axe y\n", "plt.xlim(-15, 15) # taille des axes des x \n", "plt.axhline(0, color='black', linewidth=0.5)\n", "plt.title(f\"Spectre de sin(2πf₀t) avec f₀ = {f0} \")\n", "plt.xlabel(\"Fréquence \")\n", "#plt.ylabel(\"Amplitude\")\n", "plt.grid(True, which='both', linestyle='--', linewidth=0.5)\n", "\n", "# Ajouter des flèches et les abscisses \n", "plt.annotate('', xy=(-f0, 1.02), xytext=(-f0, 0.1), arrowprops=dict(arrowstyle='->', color='g'))\n", "plt.annotate('', xy=(f0, 1.02), xytext=(f0, 0.1), arrowprops=dict(arrowstyle='->', color='g'))\n", "\n", "plt.annotate(r'$-f_0$', xy=(-f0, 1.2), xytext=(-f0,-0.06))\n", "plt.annotate(r'$f_0$', xy=(f0, 1.2), xytext=(f0, -0.06))\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a314bc08-a5c7-4d12-b4db-2653d0c70dfa", "metadata": {}, "source": [ "## 1.2 Question représentation graphique du spectre de la fonction signal échantillonné" ] }, { "cell_type": "markdown", "id": "01902734-3cc1-4fc1-9361-75389174a329", "metadata": {}, "source": [ "### Q5 Montrer à la main que la fonction $\\xi \\mapsto \\widehat{x_e}(t)$ est périodique de période $1/T_e$." ] }, { "cell_type": "markdown", "id": "a97c8ae0-a255-420c-953a-f9fe3b8bb1f6", "metadata": {}, "source": [ "### Q6 Pour chaque valeur de $T_e$, donner une représentation graphique de la fonction $\\xi \\mapsto \\widehat{x_e}(t)$ en utilisant sa périodicité. \n", "* Que constatez-vous ? " ] }, { "cell_type": "markdown", "id": "7fd7bc07-f28a-4328-ac4d-e50985c9fb97", "metadata": {}, "source": [ "## 1.3 Questions reconstruction du signal initial " ] }, { "cell_type": "markdown", "id": "4a98b3b3-0985-4129-9aa8-5991075ebd4b", "metadata": {}, "source": [ "Reconstruire le signal initial, consiste à \n", "\n", "1. restreindre le spectre du signal échantillonné à la fenêtre fréquentielle $| \\xi | < F_e/2$ (filtre passe-bas)\n", "\n", "2. la fonction signal reconstruite $t\\in [0,1] \\mapsto x_{r,e}(t)$, s'obtient par passage à la transformée de Fourier Inverse du spectre filtré du signal échantillonné et est définie par: \n", "\n", "$$x_{r,e}(t) = \\sum_{k \\in \\mathbb{Z}} x_e(kT_e) \\frac{\\sin(\\pi \\frac{t-kT_e}{T_e})}{\\pi\\frac{t-kT_e}{T_e}}= \\sum_{k \\in \\mathbb{Z}} x_e(kT_e) \\text{sinc}(\\frac{t-kT_e}{T_e}),$$\n", "où la fonction $\\text{sinc}(y)=\\frac{\\sin(\\pi y)}{\\pi y}$ pour $y \\neq 0$ et $\\text{sinc}(y)=1$(par prolongement par continuité). \n" ] }, { "cell_type": "markdown", "id": "ed45e4a5-9243-4318-9b1b-493e60318810", "metadata": {}, "source": [ "Q7 Pour chaque valeur de $T_e$, tracer sur un même graphe la fonction signal original et celle de $t\\mapsto x_{r,e}(t)$\n", "* utiliser la fonction \"np.sinc\" pour calculer $x_{r,e}$ (sinon problème en $0$)" ] }, { "cell_type": "markdown", "id": "4752a544-6c08-4693-a39b-60675353e613", "metadata": {}, "source": [ "# 2. Traitement images" ] }, { "cell_type": "code", "execution_count": null, "id": "465a25ff-c659-4b12-ba77-4cba2aa9d0ef", "metadata": {}, "outputs": [], "source": [ "#Modules spécifique à l'image et à la manipulation des chemin pour accéder aux fichiers\n", "from PIL import Image\n", "import os" ] }, { "cell_type": "code", "execution_count": 8, "id": "75d8854e-48d3-4fa2-914f-c1aebf37fc87", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Chemin relatif vers l'image qui se trouve dans le \n", "#sous-répertoire Images dans le dossier courant \n", "image_path = os.path.join('Images', 'mandrill.bmp')\n", "img = Image.open(image_path) \n", "A = np.array(img,dtype=np.float64) # transformation en matrice \n", "# Affichage\n", "plt.imshow(A, cmap=\"gray\")\n", "plt.title(\"Mandrill\")\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "76ac96ee-0904-4faa-8c4b-6fd97fb42823", "metadata": {}, "source": [ "Pour modifier une image, il suffit de modifier la valeur des coefficients de la matrice associée $A$ . " ] }, { "cell_type": "markdown", "id": "4e5b817d-b6af-4e3a-a52f-8ce9499206fe", "metadata": {}, "source": [ "## 2.1 Question modification de l'image " ] }, { "cell_type": "markdown", "id": "60efe902-b7b9-414a-8dfd-c15e7c1f8c00", "metadata": {}, "source": [ "### Q7 Sauver votre image $A$ sous un autre nom $B$ (commande \"B=A.copy()\"), et modifier l'image $B$ en créant un carré noir de \"50 ×50\" pixels en haut à gauche de l’image que vous avez choisie. " ] }, { "cell_type": "markdown", "id": "9162e510-5c71-4498-a581-de4b26896cd4", "metadata": {}, "source": [ "## 2.2 Questions : bruiter une image " ] }, { "cell_type": "markdown", "id": "e1cca19e-410c-475b-95bd-c47d53a55f95", "metadata": {}, "source": [ "Notons $U$, une copie de $A$ que nous allons bruiter de deux manières distinctes:\n", "\n", "1. La première modification, $Ub$ est obtenue en ajoutant à tous les pixels de l’image initiale un bruit gaussien (on parle alors de bruit gaussien additif). \n", "2. La deuxième modification, $Uimp$ est obtenue en remplaçant aléatoirement les valeurs de certains pixels de l’image initiale par des valeurs aléatoires tirées uniformément sur $[0, 255]$ (on parle de bruit impulsionnel)." ] }, { "cell_type": "markdown", "id": "dd875e04-4eb5-47b0-9cd6-f7c05b38f409", "metadata": {}, "source": [ "### Q8 Bruit Gaussien additif\n", "* Définir une fonction \"bruitgauss\" qui prend en entrée la matrice $U$ et un réel positif $s~$, et qui renvoie une matrice $Ub = U + Z$, où $Z$ est une matrice de taille 512x512 composée de nombres aléatoires suivant la loi normale de moyenne nulle et d'écart type $s$. \n", "* Afficher l’image $Ub$ pour différentes valeurs de $s$." ] }, { "cell_type": "code", "execution_count": null, "id": "d34e0bbe-ab17-45c6-9ff2-1f50e389da04", "metadata": {}, "outputs": [], "source": [ "import numpy.random as rd\n", "# rd.randn(10,2) renvoie une matrice 10*2 de Gaussiennes centrées réduite" ] }, { "cell_type": "markdown", "id": "e2426366-ae8f-4948-b33b-d56fda5494a6", "metadata": {}, "source": [ "### Q9 Bruit Impulsionnel\n", "En vous aidant du code de la cellule suivante, créer une fonction \"bruitimp\" qui prend en entrée $U$ et le réel $p \\in [0,1]$, et qui renvoie une matrice $Uimp$, obtenue en remplaçant $p*100\\%$ des pixels de $U$ par des valeurs aléatoires uniformes entre $0$ et $255$. \n", "\n", "* \"rd.randint(a, b)\" renvoie une nombre alétoire entier comppris entre $a$ et $b$ ($ap)*.....\n", " return(Z)" ] }, { "cell_type": "markdown", "id": "3b40a683-6aba-4afa-b7e5-91fdcb76d011", "metadata": {}, "source": [ "## 2.3 Questions : debruiter une image " ] }, { "cell_type": "markdown", "id": "587f0fda-d39d-44cf-8d79-38123adc869b", "metadata": {}, "source": [ "On cherche à débruiter les deux images associées à $Ub$ et à $Uimp$ pour obtenir une image aussi proche que possible de l’image initiale associée à $U$ ; pour ce faire, on va effectuer les opérations de filtrage suivant : \n", "\n", "* \"filtre moyen sur $Ub$\" : on remplace la valeur du pixel $Ub[i, j]$ par la valeur moyenne des pixels dans un voisinage centré en $[i, j]$ et de taille $[2f + 1, 2f + 1]$ (avec $f \\geq 1$ un entier donné).\n", "* \"filtre médian sur $Uimp$ : on remplace la valeur du pixel $Uimp[i, j]$ par la valeur médiane des pixels dans un voisinage centré en $[i, j]$ et de taille $[2f + 1, 2f + 1]$ (avec $f \\geq 1$ un entier donné)." ] }, { "cell_type": "markdown", "id": "669efe4a-a61f-478a-b844-2562167b579a", "metadata": {}, "source": [ "### Q10 \n", "Les procédures décrites ci-dessus ne sont pas applicables sur les pixels en bordure de l’image; afin d’y remédier, on propose d'inclure l'image initiale au centre d'une nouvelle image de taille $[N +2f ]×[M +2f]$ où les bords de cette nouvelle image sont noirs (grossièrement on prolonge l’image initiale par 0 sur les bords de l’image). \n", "\n", "* Créer un code qui effectue cette opération de prolongement." ] }, { "cell_type": "markdown", "id": "93ea2bce-6db2-4104-bb72-dafcf182473b", "metadata": {}, "source": [ "### Q11 \"filtre moyen sur $Ub$\"" ] }, { "cell_type": "markdown", "id": "aaf68a6b-7762-4c95-8542-c503b4f5c5b8", "metadata": {}, "source": [ "#### Q11 a. Définir une fonction \"moyenne\" d'arguments $U$ et $f$, qui remplace chaque valeur de pixel $U [i, j]$ par la valeur moyenne des pixels voisins du voisinage centré en $[i, j]$ et de taille $[2f + 1, 2f + 1]$." ] }, { "cell_type": "markdown", "id": "436bd5d4-21d5-4311-9c44-a9c5005bb20c", "metadata": {}, "source": [ "#### Q11 b. En notant $Ub$ la matrice associée à l’image bruitée obtenue en ajoutant un bruit gaussien additif d'écart-type $s = 30$ à $U$, utiliser la fonction moyenne pour différentes valeurs de $f$ afin de débruiter $Ub$.\n", "\n", "* Afficher le résultat et comparer le à l’image originale associée à U (on pourra utiliser la fonction plt.subplot pour comparer $U$, $Ub$ et l’image obtenue via le filtre moyenne." ] }, { "cell_type": "markdown", "id": "cc0526fc-6405-435c-b1f1-eb48adb9f7b4", "metadata": {}, "source": [ "### Q12 \"filtre médian sur $Uimp$\" " ] }, { "cell_type": "markdown", "id": "afcb969a-a0e9-4686-8814-14a7d64bd4e4", "metadata": {}, "source": [ "#### Q12 a. Définir une fonction \"mediane\" d'arguments $U$ et $f$, qui remplace chaque valeur de pixel $U [i, j]$ par la valeur médiane des pixels voisins du voisinage centré en $[i, j]$ et de taille $[2f + 1, 2f + 1]$." ] }, { "cell_type": "markdown", "id": "4d051873-addc-4063-b1d2-64aecfbfcbcb", "metadata": {}, "source": [ "#### Q12 b. En notant $Uimp$ la matrice associée à l’image bruitée obtenue à partir de la fonction bruitimp pour $p = 0.3$, utiliser votre fonction mediane pour différentes valeurs de $f$ afin de débruiter cette image.\n", "\n", "* Afficher le résultat et comparer le à l’image originale associée $U$ (on pourra utiliser la fonction plt.subplot pour comparer $U$, $Uimp$ et l’image obtenue via le filtre médian)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 5 }