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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Set them side-by-side for presentation"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1af8e30d30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"masked_output = cv2.bitwise_and(image, image, mask = postprocessed_mask)\n",
"hsv_masked_comparison = np.vstack([hsv_masked_output, masked_output])\n",
"plt.imshow(hsv_masked_comparison, cmap='gray')\n",
"plt.title('thresh')\n",
"plt.show()"
]
}
],
"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": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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