triskele/python/.ipynb_checkpoints/Triskele-demo-checkpoint.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"TRISKELE Python wrapper\n",
"====\n",
"\n",
"Quick start\n",
"-----\n",
"\n",
"Triskele Python is just a simple wrapper of apGenerator. It offers a class `Triskele` to setup the data and the environment."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import triskele"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(10, 10)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = np.random.random((10,10))\n",
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"t = triskele.Triskele(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then use `filter` method to retrieve filtered layers stacked along the last axis ."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"(10, 10, 8)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"layers = t.filter(tree='max-tree', area=[10, 100, 500], standard_deviation=[.5, .8], moment_of_inertia=[.2, .5])\n",
"layers.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Overview\n",
"---\n",
"\n",
"### Basic filtering\n",
"\n",
"The current parameters allowed for the `filter` method are: \n",
"\n",
"- `tree` can be 'max-tree' (default), 'min-tree', 'tos-tree' for tree of shape or 'alpha-tree'.\n",
"- `area` list of area thresholds (can be `None`)\n",
"- `standard-deviation` list of SD thresholds (can be `None`)\n",
"- `moment_of_inertia` list of MoI thresholds (can be `None`)\n",
"- `features` can be 'weight' (default), 'mean', 'SD', 'area' or 'MOI'\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from scipy import ndimage\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a synthetic image."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"n = 5; l = 256\n",
"\n",
"im = np.zeros((l, l))\n",
"points = l*np.random.random((2, n**2))\n",
"im[(points[0]).astype(np.int), (points[1]).astype(np.int)] = 1\n",
"im = ndimage.gaussian_filter(im, sigma=l/(2.*n))\n",
"\n",
"plt.imshow(im)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a Triskele instance, try some filtering."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"t = triskele.Triskele(im)\n",
"\n",
"area = [1e3, 1e4]\n",
"layers = t.filter(tree='max-tree', area=area)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Display the filtered layers."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"scrolled": false
},
"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"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"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": [
"for i in range(layers.shape[-1]):\n",
" plt.imshow(layers[:,:,i])\n",
" plt.title('area {}'.format(area[i-1]) if i != 0 else 'Origin')\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Stack filtering\n",
"\n",
"You can stack several layers and apply filtering directry to them. Each layer is filtered independently."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(256, 256, 20)"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stack = np.random.random((256, 256, 20))\n",
"stack.shape"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(256, 256, 80)"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t = triskele.Triskele(stack)\n",
"\n",
"t.filter(area=[10, 100, 1e3]).shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extra\n",
"\n",
"### TIF reader and writer\n",
"\n",
"Triskele wrapper comes with utility functions to read and write TIF files (this seems to be a very tedious task in Python...)"
]
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"source": [
"triskele.write('demo.tif', layers)\n",
"\n",
"demo = triskele.read('./demo.tif')\n",
"\n",
"(demo == layers).all()"
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