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Recreating baseline for "Convolutional photomosaic..." by Tesfaldet et al.
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# !git clone git@github.com:kylemcdonald/python-utils.git utils && \\\n",
"# cd utils && git checkout 9528bfc22e44566a8a51b6de615ac0822fed200e"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy.spatial.distance import cdist\n",
"from utils.list_all_files import list_all_files\n",
"from utils.imutil import imshow, imread, imresize\n",
"from utils.mosaic import make_mosaic, unmake_mosaic\n",
"from utils.progress import progress\n",
"\n",
"nx = 64\n",
"tiles = np.asarray([imread(fn) for fn in list_all_files('templates/emoji_8x8/', ['.png'])])\n",
"img = imread('validation_set/COCO_test2014_000000000173.jpg')\n",
"img_pieces = unmake_mosaic(img, nx)\n",
"\n",
"def generate_mosaic(normalize):\n",
" tiles_small = tiles.reshape(len(tiles), -1).astype('float')\n",
" img_pieces_small = img_pieces.reshape(len(img_pieces), -1).astype('float')\n",
" \n",
" if normalize:\n",
" tiles_small -= tiles_small.mean(axis=0)\n",
" tiles_small /= tiles_small.std(axis=0)\n",
" img_pieces_small -= img_pieces_small.mean(axis=0)\n",
" img_pieces_small /= img_pieces_small.std(axis=0)\n",
"\n",
" selected = []\n",
" for piece in progress(img_pieces_small):\n",
" best = cdist(piece[np.newaxis,:], tiles_small, 'sqeuclidean').argmin()\n",
" selected.append(np.copy(tiles[best]))\n",
"\n",
" reconstructed = make_mosaic(np.asarray(selected), nx)\n",
" imshow(reconstructed)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4096 0:00:00 8871.75/s\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 512,
"width": 512
}
},
"output_type": "display_data"
}
],
"source": [
"generate_mosaic(True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4096 0:00:00 9077.23/s\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 512,
"width": 512
}
},
"output_type": "display_data"
}
],
"source": [
"generate_mosaic(False)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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