{ "cells": [ { "cell_type": "code", "execution_count": 2, "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\n", "\n", "from pylab import *\n", "from skimage import data, io, color\n", "\n", "import cv2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data_folder = \"../fichiersSVD_light\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Noise mask analysis on Synthesis Images " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utils functions definition" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def compute_images_path(dict_data):\n", " \n", " all_images_path = []\n", " for cur_dict in dict_data:\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", " all_images_path.append(scene_images_path)\n", " \n", " return all_images_path" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def display_sv_data(dict_data, interval, all_images_path):\n", " \n", " sv_values = []\n", " plt.figure(figsize=(25, 20))\n", " begin, end = interval\n", " \n", " for id_dict, cur_dict in enumerate(dict_data):\n", " \n", " scene_name = cur_dict['name']\n", " image_indices = cur_dict['indices']\n", " scene_sv_values = []\n", " \n", " for id_img, img_path in enumerate(all_images_path[id_dict]):\n", " img = Image.open(img_path)\n", " print(img_path)\n", " \n", " blocks = processing.divide_in_blocks(img, (200, 200))\n", " block = np.array(blocks[0])\n", " \n", " if block.ndim == 3:\n", " U, s, V = processing.get_LAB_L_SVD(block)\n", " else:\n", " U, s, V = metrics.get_SVD(block)\n", " \n", " data = s[begin:end]\n", " plt.plot(data, label=scene_name + '_' + str(image_indices[id_img]))\n", " scene_sv_values.append(data)\n", " \n", " sv_values.append(scene_sv_values)\n", "\n", " plt.legend(fontsize=18)\n", " plt.show()\n", " return sv_values" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def get_sv_data(cur_dict, interval, images_path_scene, norm=False, alpha=50, sigma=0.4):\n", " \n", " scene_name = cur_dict['name']\n", " image_indices = cur_dict['indices']\n", " scene_sv_values = []\n", " begin, end = interval\n", " \n", " plt.figure(figsize=(25, 15))\n", " \n", " for id_img, img_path in enumerate(images_path_scene):\n", " img = Image.open(img_path)\n", " \n", " # Convert to L canal\n", " img_grey = np.asarray(metrics.get_LAB_L(img), 'uint8')\n", " \n", " # Apply Gaussian blur on img\n", " blur_img = cv2.GaussianBlur(img_grey, (3,3), sigma)\n", " \n", " # get noise mask \n", " noise_mask = img_grey - blur_img\n", " \n", " # reconstruct img\n", " new_img = img_grey - alpha * noise_mask\n", " \n", " s_new = metrics.get_SVD_s(new_img)\n", " data_new = s_new[begin:end]\n", " \n", " s = processing.get_LAB_L_SVD_s(img)\n", " data = s[begin:end]\n", " \n", " Image.fromarray(new_img).show()\n", " \n", " if norm:\n", " data_new = utils.normalize_arr(data_new)\n", " data = utils.normalize_arr(data)\n", " \n", " plt.plot(data, label=scene_name + '_' + str(image_indices[id_img] + ' (new)'))\n", " plt.plot(data_new, label=scene_name + '_' + str(image_indices[id_img]))\n", " \n", " scene_sv_values.append(data)\n", " \n", " plt.legend(fontsize=18)\n", " plt.show()\n", " return scene_sv_values\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scenes zones data" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# start 00020 - ref 00900 - step 10\n", "dict_appart = {'name': 'Appart1opt02', \n", " 'prefix': 'appartAopt_', \n", " 'indices': [\"00020\", \"00200\", \"00300\", \"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": 18, "metadata": {}, "outputs": [], "source": [ "all_dicts = [dict_appart, dict_cuisine, dict_sdb_c, dict_sdb_d]\n", "interval = (30, 200)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "images_path = compute_images_path(all_dicts)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "scene_index = 0" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sv_values = get_sv_data(all_dicts[scene_index], interval, images_path[scene_index], norm=True, alpha=50, sigma=0.4)" ] } ], "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 }