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Image Concat using Skimage & Numpy
{
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"from skimage import data, io\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"img = skimage.data.astronaut()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"skimage.io.imshow(img);"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"imgs= [img for i in range(10)]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"skimage.io.imshow(np.vstack(imgs));"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"skimage.io.imsave(\"sample_h.png\",np.hstack(imgs))\n",
"skimage.io.imsave(\"sample_v.png\",np.vstack(imgs))"
]
}
],
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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