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@zengyu714
Created April 11, 2018 07:34
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import skimage.io as io\n",
"from skimage.color import rgb2gray\n",
"\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"code_folding": [
0
]
},
"outputs": [],
"source": [
"def show_im(im, figsize=(16.0, 8.0), cmap='gray'):\n",
" fig = plt.figure(figsize=figsize)\n",
" plt.imshow(im, cmap=cmap)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sample = rgb2gray(io.imread('code_sample.png'))\n",
"show_im(sample)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.filters import threshold_triangle\n",
"thred = threshold_triangle(sample)\n",
"bw = sample < thred\n",
"show_im(bw)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from skimage.morphology import binary_opening, binary_closing, disk"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"s1 = binary_closing(bw, disk(3))\n",
"s2 = binary_opening(s1, disk(7))\n",
"show_im(s2)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from skimage.morphology import remove_small_objects, remove_small_holes"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"s3 = remove_small_objects(s2, min_size=256)\n",
"s4 = remove_small_holes(s3, min_size=256)\n",
"show_im(s4)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from skimage.measure import find_contours, approximate_polygon, subdivide_polygon"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"contours = find_contours(s4, 0)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.imshow(sample, cmap='gray')\n",
"for contour in find_contours(s4, 0):\n",
" coords = approximate_polygon(contour, tolerance=3)\n",
" ax.plot(coords[:, 1], coords[:, 0], '-r', linewidth=2)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"from skimage.measure import label, regionprops\n",
"import matplotlib.patches as mpatches"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,(ax0, ax1) = plt.subplots(1,2, figsize=(10, 8))\n",
"ax0.imshow(s4, cmap='gray')\n",
"ax1.imshow(sample, cmap='gray')\n",
"\n",
"for region in regionprops(label(s4)): #循环得到每一个连通区域属性集\n",
" if region.area < 100:\n",
" continue\n",
" \n",
" minr, minc, maxr, maxc = region.bbox\n",
" rect = mpatches.Rectangle((minc, minr), maxc - minc, maxr - minr,\n",
" fill=False, edgecolor='red', linewidth=2)\n",
" ax1.add_patch(rect)"
]
}
],
"metadata": {
"hide_input": false,
"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"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
"autoclose": false,
"autocomplete": true,
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 1,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
},
"labels_anchors": false,
"latex_user_defs": false,
"report_style_numbering": false,
"user_envs_cfg": false
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": "block",
"toc_window_display": false
},
"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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