{ "cells": [ { "cell_type": "markdown", "id": "3960a901", "metadata": {}, "source": [ "# Centre Universitaire de Mila" ] }, { "cell_type": "markdown", "id": "c4568d4a", "metadata": {}, "source": [ "# Master 1 (STIC & I2A), Matière: Traitement d'images" ] }, { "cell_type": "markdown", "id": "a8bedc4a", "metadata": {}, "source": [ "# Travaux pratiques N° 8" ] }, { "cell_type": "markdown", "id": "c91f3f10", "metadata": {}, "source": [ "## 8.1 Objectifs" ] }, { "cell_type": "markdown", "id": "c6a3a70a", "metadata": {}, "source": [ "* Introduire les notions de représentation des régions/objet dans l'image." ] }, { "cell_type": "markdown", "id": "f57e8c63", "metadata": {}, "source": [ "## 8.2 Enoncé" ] }, { "cell_type": "markdown", "id": "751221fd", "metadata": {}, "source": [ "L'objectif de ce projet consiste à introduire les techniques permettant la représentation d'une région ou objet dans une image. Par exemple, une région peut être représentée par son contour et le contour peut être décrit par des caractéristiques telles que sa longueur, ses pixels, et le nombre de concavités qu'il contient." ] }, { "cell_type": "markdown", "id": "dd0f7ae7", "metadata": {}, "source": [ "### 1) Code chaine" ] }, { "cell_type": "markdown", "id": "5ff21564", "metadata": {}, "source": [ "Implémenter la fonction qui permet d'obtenir le code chaine et le contour d'objet d'une image numérique binaire $f$ \n", "* Reproduire les images de la Fig. 1 suivante.\n" ] }, { "cell_type": "markdown", "id": "20f48882-e375-47cc-b095-98977aa9b3a9", "metadata": {}, "source": [ "* Utiliser le fichier d'image circular_stroke.tif." ] }, { "cell_type": "code", "execution_count": 69, "id": "23178823-05f9-470c-a746-cd1ae9a05074", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from skimage import io, color, filters, measure\n", "from scipy.ndimage import convolve" ] }, { "cell_type": "code", "execution_count": 70, "id": "5a56ffdd-c1b8-4861-a13e-5f327c643b0a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Read the input image\n", "f = io.imread('img/circular_stroke.tif')\n", "\n", "# Apply a 9x9 average filter to smooth the image\n", "ker_size = 9\n", "h = np.ones((..., ...), dtype=float) / (...*...)\n", "f2 = convolve(..., ...)\n", "\n", "# Convert the smoothed image to binary using a threshold of 0.5\n", "gB = ... > 0.5\n", "\n", "# Find boundaries in the binary image\n", "B = .......(gB, 0.5)\n", "\n", "# Extract the longest boundary\n", "d = [len(boundary) for boundary in B]\n", "k = np.argmax(d)\n", "b = B[k]\n", "\n", "# Generate the requested contour\n", "M, N = f2.shape\n", "g = np.zeros_like(f2, dtype=np.uint8)\n", "b_int = np.round(b).astype(int)\n", "g[b_int[:, 0], b_int[:, 1]] = 1\n", "\n", "# Display the results\n", "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", "\n", "axes[0].imshow(..., cmap='gray')\n", "axes[0].set_title('Original Image')\n", "\n", "axes[1].imshow(..., cmap='gray')\n", "axes[1].set_title('Smoothed Image')\n", "\n", "axes[2].imshow(..., cmap='gray')\n", "axes[2].set_title('Extracted Contour')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0f9b8669", "metadata": {}, "source": [ "### 2) Squelette d'un chromosome\n" ] }, { "attachments": {}, "cell_type": "markdown", "id": "e56b3749", "metadata": {}, "source": [ "Soit l'image $f$ d'un chromosome humain. L'objectif de cet exercice est de générer une image qui contient le squelette du chromosome contenu dans l'image $f$ tel que montré sur la Fig. 2 suivante:\n", "\n", "\n", "Utilser le fichier d'image chromosome.tif.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "dc605ffa-dc04-4125-aea8-a47376e2f802", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from skimage import io, color, filters, morphology, img_as_ubyte, measure" ] }, { "cell_type": "code", "execution_count": 78, "id": "e6f921c6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Read the input image\n", "f = io.imread('img/chromosome.tif')\n", "\n", "# Convert to grayscale if the image is in color\n", "if f.ndim == 3:\n", " f = color.rgb2gray(f)\n", "\n", "# Apply a Gaussian filter to isolate the chromosome from the background details\n", "h = .......(f, sigma=15)\n", "g2 = ...\n", "\n", "# Threshold the obtained image\n", "threshold_value = 1.5 * filters....(g2)\n", "g3 = g2 > ...\n", "\n", "# Obtain the skeleton\n", "s = .......(g3)\n", "\n", "# Remove small objects from the skeleton\n", "s1 = .......(s, min_size=35)\n", "\n", "# Remove small objects again for the second pass\n", "s2 = .......(s1, min_size=30)\n", "\n", "# Display the results\n", "fig, axes = plt.subplots(1, 4, figsize=(15, 10))\n", "\n", "axes[0].imshow(..., cmap='gray')\n", "axes[0].set_title('Image bruitée d\\'un chromosome humain')\n", "\n", "axes[1].imshow(..., cmap='gray')\n", "axes[1].set_title('Image lissée avec un filtre moyenneur 25*15')\n", "\n", "axes[2].imshow(..., cmap='gray')\n", "axes[2].set_title('Image binarisée')\n", "\n", "axes[3].imshow(..., cmap='gray')\n", "axes[3].set_title('Squelette')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "acffe0b3", "metadata": {}, "source": [ "### 3) Matrice de co-occurrence" ] }, { "cell_type": "markdown", "id": "15319988", "metadata": {}, "source": [ "Ecrire le code Python qui permet de reproduire les images de la Fig. 3 suivante:\n", "\n", "* En utilisant la fonction prédéfinie de Python graycomatrix.\n", "\n", "* Utiliser les fichiers des images: texture_random.tif, texture_periodic.tif, et texture_mixed.tif.\r\n" ] }, { "cell_type": "code", "execution_count": null, "id": "657b7a8d-496b-403c-a110-b9c1032f7495", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }