{ "cells": [ { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from ipfml import processing\n", "from ipfml import utils\n", "from ipfml import metrics\n", "from PIL import Image\n", "from scipy import signal\n", "from skimage import color\n", "import scipy.stats as stats\n", "import seaborn as sns\n", "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "data_folder = \"../fichiersSVD_light\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# SVD reconstruction analysis on Synthesis Images " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utils functions definition" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "def compute_images_path(dict_data):\n", " scene = dict_data['name']\n", " prefix = dict_data['prefix']\n", " indices = dict_data['indices']\n", " \n", " images_path = []\n", " for index in indices:\n", " path = os.path.join(data_folder, os.path.join(scene, prefix + index + \".png\"))\n", " print(path)\n", " images_path.append(path)\n", " return images_path" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "def get_images_zones(dict_data, images_path):\n", " \n", " zones_indices = dict_data['zones']\n", " zones_img = []\n", " \n", " for path in images_path:\n", " img = Image.open(path)\n", " zones = processing.divide_in_blocks(img, (200, 200))\n", " \n", " zones_list = []\n", " \n", " for id_zone in zones_indices:\n", " zones_list.append(zones[id_zone])\n", " \n", " zones_img.append(zones_list)\n", " \n", " return zones_img" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "def display_sv_data(dict_data, interval):\n", " \n", " scene_name = dict_data['name']\n", " image_indices = dict_data['indices']\n", " zones_indices = dict_data['zones']\n", " \n", " plt.figure(figsize=(25, 20))\n", " \n", " sv_data = []\n", " begin, end = interval\n", " for id_img, zones in enumerate(zones_data):\n", " \n", " for id_zone, zone in enumerate(zones):\n", " U, s, V = processing.get_LAB_L_SVD(zone)\n", " \n", " data = s[begin:end]\n", " plt.plot(data, label='Zone ' + str(zones_indices[id_zone]) + ' of ' + scene_name + '_' + str(image_indices[id_img]))\n", " \n", " plt.legend(fontsize=18)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scenes zones data" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "# start 00020 - ref 00900 - step 10\n", "dict_appart = {'name': 'Appart1opt02', \n", " 'prefix': 'appartAopt_', \n", " 'indices': [\"00020\", \"00200\", \"00900\"],\n", " 'zones': [3, 6]}\n", "\n", "# start 00050 - ref 01200 - step 10\n", "dict_cuisine = {'name': 'Cuisine01', \n", " 'prefix': 'cuisine01_', \n", " 'indices': [\"00050\", \"00400\", \"01200\"],\n", " 'zones': [3, 6]}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_c = {'name': 'SdbCentre', \n", " 'prefix': 'SdB2_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"],\n", " 'zones': [3, 6]}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_d = {'name': 'SdbDroite', \n", " 'prefix': 'SdB2_D_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"],\n", " 'zones': [3, 6]}" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "current_dict = dict_sdb_d\n", "interval = (30, 200)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../fichiersSVD_light/SdbDroite/SdB2_D_00020.png\n", "../fichiersSVD_light/SdbDroite/SdB2_D_00400.png\n", "../fichiersSVD_light/SdbDroite/SdB2_D_00950.png\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "images_path = compute_images_path(current_dict)\n", "zones_data = get_images_zones(current_dict, images_path)\n", "display_sv_data(current_dict, interval)" ] } ], "metadata": { "kernelspec": { "display_name": "thesis-venv", "language": "python", "name": "thesis-venv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }