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@jhconning
Created December 4, 2018 05:32
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Superpixel segmentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"https://www.pyimagesearch.com/2014/07/28/a-slic-superpixel-tutorial-using-python/\n",
"\n",
"http://scikit-image.org/docs/stable/auto_examples/segmentation/plot_segmentations.html"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from skimage.segmentation import felzenszwalb, slic, quickshift, watershed\n",
"from skimage.segmentation import mark_boundaries\n",
"from skimage import io\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"image = io.imread('small_farms.jpg')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#segments = slic(image, n_segments = 50, sigma = 5)\n",
"#segments = quickshift(image, kernel_size=6, max_dist=10, ratio=0.5)\n",
"\n",
"segments= felzenszwalb(image, scale=300, sigma=3)\n",
"plt.imshow(mark_boundaries(image, segments));"
]
}
],
"metadata": {
"gist": {
"data": {
"description": "E/GitHub/opencv/superpixels.ipynb",
"public": true
},
"id": ""
},
"hide_input": false,
"kernelspec": {
"display_name": "Python [default]",
"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": "3.6.6"
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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