{ "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", "from numpy.linalg import svd\n", "import os" ] }, { "cell_type": "code", "execution_count": 3, "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": 4, "metadata": {}, "outputs": [], "source": [ "def compute_images_path(dict_data):\n", " \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": 5, "metadata": {}, "outputs": [], "source": [ "def get_images_zones(dict_data, images_path):\n", " \n", " id_zone = dict_data['zone']\n", " \n", " zones_img = []\n", " for path in images_path:\n", " img = Image.open(path)\n", " zones = processing.divide_in_blocks(img, (200, 200))\n", " zones_img.append(zones[id_zone])\n", " \n", " return zones_img" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def display_svd_reconstruction(interval, zones):\n", " \n", " output_images = []\n", " begin, end = interval\n", " for zone in zones:\n", " lab_img = metrics.get_LAB_L(zone)\n", " lab_img = np.array(lab_img, 'uint8')\n", " \n", " U, s, V = svd(lab_img, full_matrices=True)\n", " \n", " smat = np.zeros((end-begin, end-begin), dtype=complex)\n", " smat[:, :] = np.diag(s[begin:end])\n", " output_img = np.dot(U[:, begin:end], np.dot(smat, V[begin:end, :]))\n", " \n", " print(np.allclose(lab_img, output_img))\n", " \n", " output_img = np.array(output_img, 'uint8')\n", " output_images.append(Image.fromarray(output_img))\n", " \n", " return output_images" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def display_images(dict_data, rec_images):\n", " \n", " indices = dict_data['indices']\n", " scene = dict_data['name']\n", " \n", " fig=plt.figure(figsize=(15, 8))\n", " columns = len(zones)\n", " rows = 1\n", " for i in range(1, columns*rows +1):\n", " index = i - 1\n", " fig.add_subplot(rows, columns, i)\n", " plt.imshow(rec_images[index], label=scene + '_' + str(indices[index]))\n", " plt.show()\n", " " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def diff_between_images(noisy, ref):\n", " noisy = np.asarray(noisy)\n", " ref = np.asarray(ref)\n", " \n", " return ref - noisy" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def display_sv_data(dict_data, zones_data, interval):\n", " \n", " scene_name = dict_data['name']\n", " image_indices = dict_data['indices']\n", " zone_indice = dict_data['zone']\n", " \n", " plt.figure(figsize=(25, 20))\n", " \n", " sv_data = []\n", " begin, end = interval\n", " for id_img, zone in enumerate(zones_data):\n", " zone = np.asarray(zone)\n", " print(zone.shape)\n", " U, s, V = metrics.get_SVD(zone)\n", "\n", " data = s[begin:end]\n", " plt.plot(data, label='Zone ' + str(zone_indice) + ' reduced info of ' + scene_name + '_' + str(image_indices[id_img]))\n", " \n", " plt.legend(fontsize=18)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scenes information 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': [\"00200\",\"00250\",\"00300\",\"00350\"],\n", " 'zone': 9}\n", "\n", "# start 00050 - ref 01200 - step 10\n", "dict_cuisine = {'name': 'Cuisine01', \n", " 'prefix': 'cuisine01_', \n", " 'indices': [\"00050\", \"00400\", \"01200\"],\n", " 'zone': 3}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_c = {'name': 'SdbCentre', \n", " 'prefix': 'SdB2_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"],\n", " 'zone': 3}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_d = {'name': 'SdbDroite', \n", " 'prefix': 'SdB2_D_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"],\n", " 'zone': 3}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Definition of parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we define parameters for the rest of this study :\n", "- the scene used\n", "- the reconstructed interval (give reduced information from SVD decomposition) \n", "- the displayed interval of SVD values" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "current_dict = dict_appart\n", "displayed_interval = (50, 200)\n", "reconstructed_interval = (90, 200)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../fichiersSVD_light/Appart1opt02/appartAopt_00200.png\n", "../fichiersSVD_light/Appart1opt02/appartAopt_00250.png\n", "../fichiersSVD_light/Appart1opt02/appartAopt_00300.png\n", "../fichiersSVD_light/Appart1opt02/appartAopt_00350.png\n" ] } ], "source": [ "images_path = compute_images_path(current_dict)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "zones = get_images_zones(current_dict, images_path)\n", "Image.fromarray(np.array(metrics.get_LAB_L(zones[0]), 'uint8'))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "False\n", "False\n", "False\n", "False\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jbuisine/.pyenv/versions/thesis-venv/lib/python3.6/site-packages/ipykernel_launcher.py:17: ComplexWarning: Casting complex values to real discards the imaginary part\n" ] } ], "source": [ "reconstructed_images = display_svd_reconstruction(reconstructed_interval, zones)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Overview information for each images (with samples : \\[\"00200\",\"00250\",\"00300\",\"00350\"\\]) reconstructed with reduced information. Images are displayed following this samples list from left to right." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_images(current_dict, reconstructed_images)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Display of SV values obtained to compare" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### With reduction of reconstructed images" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(200, 200)\n", "(200, 200)\n", "(200, 200)\n", "(200, 200)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_data(current_dict, reconstructed_images, displayed_interval)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Without reduction of information" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(200, 200)\n", "(200, 200)\n", "(200, 200)\n", "(200, 200)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "zones_lab = [Image.fromarray(np.array(metrics.get_LAB_L(z), 'uint8')) for z in zones]\n", "display_sv_data(current_dict, zones_lab, displayed_interval)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Noise mask analysis\n", "Next part to explore (extraction of noise filter).." ] }, { "cell_type": "code", "execution_count": 310, "metadata": {}, "outputs": [], "source": [ "# start 00020 - ref 00900 - step 10\n", "dict_appart = {'name': 'Appart1opt02', \n", " 'prefix': 'appartAopt_', \n", " 'indices': [\"00020\", \"00900\"],\n", " 'zone': 3}\n", "\n", "# start 00050 - ref 01200 - step 10\n", "dict_cuisine = {'name': 'Cuisine01', \n", " 'prefix': 'cuisine01_', \n", " 'indices': [\"00050\", \"00400\", \"01200\"],\n", " 'zone': 3}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_c = {'name': 'SdbCentre', \n", " 'prefix': 'SdB2_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"],\n", " 'zone': 3}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_d = {'name': 'SdbDroite', \n", " 'prefix': 'SdB2_D_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"],\n", " 'zone': 3}" ] }, { "cell_type": "code", "execution_count": 311, "metadata": {}, "outputs": [], "source": [ "mask_current_dict = dict_appart" ] }, { "cell_type": "code", "execution_count": 312, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../fichiersSVD_light/Appart1opt02/appartAopt_00020.png\n", "../fichiersSVD_light/Appart1opt02/appartAopt_00900.png\n" ] } ], "source": [ "mask_images_path = compute_images_path(mask_current_dict)\n", "mask_zones = get_images_zones(mask_current_dict, mask_images_path)" ] }, { "cell_type": "code", "execution_count": 313, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 313, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image.fromarray(diff_between_images(mask_zones[0], mask_zones[1]))" ] } ], "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 }