{ "cells": [ { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "from ipfml.processing import transform\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": 5, "metadata": {}, "outputs": [], "source": [ "data_folder = \"../dataset\"\n", "images_folder = \"tmp_images\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# SVD Scene analysis on Synthesis Images " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utils functions definition" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def compute_images_path_dict(cur_data):\n", " \n", " scene = cur_dict['name']\n", " prefix = cur_dict['prefix']\n", " indices = cur_dict['indices']\n", "\n", " scene_images_path = []\n", " for index in indices:\n", " path = os.path.join(data_folder, os.path.join(scene, prefix + index + \".png\"))\n", " scene_images_path.append(path)\n", "\n", " return scene_images_path" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "def display_sv_data_dict(title, cur_data, interval, all_images_path, save=False):\n", " \n", " fig = plt.figure(figsize=(25, 20))\n", " begin, end = interval\n", " \n", " scene_name = cur_dict['name']\n", " image_indices = cur_dict['indices']\n", "\n", " for id_img, img_path in enumerate(all_images_path):\n", " img = Image.open(img_path)\n", " print(img_path)\n", " U, s, V = transform.get_LAB_L_SVD(img)\n", "\n", " data = s[begin:end]\n", " plt.plot(data, label=scene_name + '_' + str(image_indices[id_img]))\n", "\n", " plt.title(title, fontsize=26)\n", " plt.legend(fontsize=22)\n", " plt.xticks(fontsize=18)\n", " plt.yticks(fontsize=18)\n", " \n", " if save:\n", " fig.savefig(os.path.join(images_folder,'temp.png'), dpi=fig.dpi, transparent=True)\n", " else:\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scenes zones data" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# start 00020 - ref 00900 - step 10\n", "dict_appart = {'name': 'Appart1opt02', \n", " 'prefix': 'appartAopt_', \n", " 'indices': [\"00020\", \"00050\", \"00100\", \"00200\", \"00300\", \"00400\", \"00500\", \"00600\", \"00700\", \"00800\", \"00900\"]}\n", "\n", "# start 00050 - ref 01200 - step 10\n", "dict_cuisine = {'name': 'Cuisine01', \n", " 'prefix': 'cuisine01_', \n", " 'indices': [\"00050\", \"00400\", \"01200\"]}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_c = {'name': 'SdbCentre', \n", " 'prefix': 'SdB2_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"]}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_d = {'name': 'SdbDroite', \n", " 'prefix': 'SdB2_D_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"]}" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "cur_dict = dict_appart\n", "interval = (30, 800)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../dataset/Appart1opt02/appartAopt_00020.png\n", "../dataset/Appart1opt02/appartAopt_00050.png\n", "../dataset/Appart1opt02/appartAopt_00100.png\n", "../dataset/Appart1opt02/appartAopt_00200.png\n", "../dataset/Appart1opt02/appartAopt_00300.png\n", "../dataset/Appart1opt02/appartAopt_00400.png\n", "../dataset/Appart1opt02/appartAopt_00500.png\n", "../dataset/Appart1opt02/appartAopt_00600.png\n", "../dataset/Appart1opt02/appartAopt_00700.png\n", "../dataset/Appart1opt02/appartAopt_00800.png\n", "../dataset/Appart1opt02/appartAopt_00900.png\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "all_images_path = compute_images_path_dict(cur_dict)\n", "display_sv_data_dict(\"Singular values (from SVD) analysis during rendering of flat scene\", cur_dict, interval, all_images_path, True)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "ref_image = all_images_path[-1]" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(800, 800)" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ref_img = Image.open(ref_image)\n", "ref_img_L = transform.get_LAB_L(ref_img)\n", "ref_img_L.shape" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "Image.fromarray(np.array(ref_img_L, 'uint8'), 'L').save(os.path.join(images_folder, 'ref_flat_lab_l.png'))" ] } ], "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 }