diff options
| author | adamhrv <adam@ahprojects.com> | 2018-12-13 14:33:05 +0100 |
|---|---|---|
| committer | adamhrv <adam@ahprojects.com> | 2018-12-13 14:33:05 +0100 |
| commit | 49a49bebe3f972e93add837180f5672a4ae62ce0 (patch) | |
| tree | 03175a840591518998e4e8ecd92d64e599ef4eb0 /megapixels/notebooks/datasets/lfw/lfw_plot.ipynb | |
| parent | 7891e9d0dc9adcb68749f0e8049c0c8901b4f288 (diff) | |
new nbs
Diffstat (limited to 'megapixels/notebooks/datasets/lfw/lfw_plot.ipynb')
| -rw-r--r-- | megapixels/notebooks/datasets/lfw/lfw_plot.ipynb | 359 |
1 files changed, 359 insertions, 0 deletions
diff --git a/megapixels/notebooks/datasets/lfw/lfw_plot.ipynb b/megapixels/notebooks/datasets/lfw/lfw_plot.ipynb new file mode 100644 index 00000000..9d32fc41 --- /dev/null +++ b/megapixels/notebooks/datasets/lfw/lfw_plot.ipynb @@ -0,0 +1,359 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# LFW\n", + "\n", + "- create montages of images with more/less images" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [], + "source": [ + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "from os.path import join\n", + "import math\n", + "from glob import glob\n", + "from random import randint\n", + "from collections import Counter\n", + "from operator import itemgetter\n", + "import random\n", + "\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import pandas as pd\n", + "from PIL import Image, ImageDraw\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import scipy.io\n", + "from pathlib import Path\n", + "from sklearn import preprocessing\n", + "from tqdm import tqdm_notebook as tqdm\n", + "import imutils\n", + "\n", + "import sys\n", + "sys.path.append('/work/megapixels_dev/megapixels/')\n", + "from app.settings import app_cfg as cfg\n", + "from app.utils import file_utils\n", + "from app.models.bbox import BBox" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_STORE = '/data_store_hdd/'\n", + "dir_dataset = join(DATA_STORE, 'apps/megapixels/datasets/lfw')\n", + "dir_images = join(dir_dataset, 'images')" + ] + }, + { + "cell_type": "code", + "execution_count": 248, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5750 people\n" + ] + } + ], + "source": [ + "# get all image directories as names\n", + "dirs_im = glob(join(dir_images,'*'))\n", + "random.shuffle(dirs_im)\n", + "print('{} people'.format(len(dirs_im)))" + ] + }, + { + "cell_type": "code", + "execution_count": 249, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "664547c95ed64762a469c60fdef63d5b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=5750), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# load the first image for every person\n", + "people = []\n", + "for dir_im in tqdm(dirs_im):\n", + " fp_ims = glob(join(dir_im, '*.jpg'))\n", + " n_ims = len(fp_ims)\n", + " if not n_ims > 0:\n", + " continue\n", + " fp_im = fp_ims[0]\n", + " fpp_im = Path(fp_im)\n", + " name = ' '.join(fpp_im.stem.split('_')[:-1])\n", + " people.append({'name': name, 'fp':fp_im, 'count': n_ims})" + ] + }, + { + "cell_type": "code", + "execution_count": 250, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Most: George W Bush (530), least: Jamie Lee Curtis (1)\n", + "Counter({1: 4069, 2: 779, 3: 291, 4: 187, 5: 112, 6: 55, 7: 39, 8: 33, 9: 26, 11: 16, 10: 15, 15: 11, 13: 11, 14: 10, 12: 10, 17: 8, 19: 7, 22: 5, 20: 5, 18: 5, 21: 4, 33: 3, 32: 3, 24: 3, 23: 3, 16: 3, 52: 2, 42: 2, 41: 2, 39: 2, 31: 2, 30: 2, 29: 2, 28: 2, 26: 2, 530: 1, 236: 1, 144: 1, 121: 1, 109: 1, 77: 1, 71: 1, 60: 1, 55: 1, 53: 1, 49: 1, 48: 1, 44: 1, 37: 1, 36: 1, 35: 1, 27: 1, 25: 1})\n" + ] + } + ], + "source": [ + "# sort, in reverse to get the most frequent first\n", + "people_sorted = sorted(people, key=itemgetter('count'), reverse=True)\n", + "# count frequency\n", + "counts = [x['count'] for x in people_sorted]\n", + "counts = Counter(counts)\n", + "print('Most: {} ({}), least: {} ({})'.format(people_sorted[0]['name'], people_sorted[0]['count'], \n", + " people_sorted[-1]['name'], people_sorted[-1]['count']))\n", + "print(counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 259, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "George W Bush 530\n", + "Colin Powell 236\n", + "Tony Blair 144\n", + "Donald Rumsfeld 121\n", + "Gerhard Schroeder 109\n" + ] + } + ], + "source": [ + "for p in people_sorted[:5]:\n", + " print(p['name'], p['count'])" + ] + }, + { + "cell_type": "code", + "execution_count": 251, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e53a2c9041894f11b4ea769738915ab1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=5749), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# load images\n", + "for person in tqdm(people):\n", + " person['im'] = cv.imread(person['fp'])\n", + "# make a montage of everyone in descending order\n" + ] + }, + { + "cell_type": "code", + "execution_count": 252, + "metadata": {}, + "outputs": [], + "source": [ + "ims = [x['im'] for x in people_sorted]" + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "metadata": {}, + "outputs": [], + "source": [ + "w,h = (128,128)\n", + "cols,rows = (115,50)\n", + "n_ims = cols * rows\n", + "montages = imutils.build_montages(ims[:n_ims], (w//2,h//2), (cols, rows))\n", + "montage = montages[0]\n", + "montage_rgb = cv.cvtColor(montage, cv.COLOR_BGR2RGB)" + ] + }, + { + "cell_type": "code", + "execution_count": 254, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f3e1b7c9668>" + ] + }, + "execution_count": 254, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.xticks([]), plt.yticks([])\n", + "plt.imshow(montage_rgb)" + ] + }, + { + "cell_type": "code", + "execution_count": 255, + "metadata": {}, + "outputs": [], + "source": [ + "import imageio\n", + "imageio.imwrite('lfw_montage_everyone.png', montage_rgb)" + ] + }, + { + "cell_type": "code", + "execution_count": 256, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 257, + "metadata": {}, + "outputs": [], + "source": [ + "montage_rgb_1920 = imutils.resize(montage_rgb, width=1920)\n", + "imageio.imwrite('lfw_montage_everyone_1920.jpg', montage_rgb_1920)" + ] + }, + { + "cell_type": "code", + "execution_count": 267, + "metadata": {}, + "outputs": [], + "source": [ + "import bz2\n", + "fp_im = '/data_store/datasets/people/feret/colorferet/colorferet/dvd2/data/images/00740/00740_941201_fa.ppm.bz2'\n", + "fp_out = '/home/adam/Downloads/00740_941201_fa.ppm'\n", + "from PIL import Image\n", + "import io" + ] + }, + { + "cell_type": "code", + "execution_count": 268, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "open() got an unexpected keyword argument 'image'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-268-17b775ff70be>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mim_raw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbz2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecompress\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_src\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mfp_dst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim_raw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mim_pil\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mBytesIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim_raw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0mim_pil\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/home/adam/pil.png'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: open() got an unexpected keyword argument 'image'" + ] + } + ], + "source": [ + "with open(fp_im, 'rb') as fp_src, open(fp_out, 'wb') as fp_dst:\n", + " im_raw = bz2.decompress(fp_src.read())\n", + " fp_dst.write(im_raw)" + ] + }, + { + "cell_type": "code", + "execution_count": 269, + "metadata": {}, + "outputs": [], + "source": [ + "fp_src = open(fp_im, 'rb')" + ] + }, + { + "cell_type": "code", + "execution_count": 282, + "metadata": {}, + "outputs": [], + "source": [ + "im = Image.open('/home/adam/Downloads/RAneUTr8mog_1183849_32514_ne2x.png')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:megapixels]", + "language": "python", + "name": "conda-env-megapixels-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} |
